{"step": "01", "step_name": "References", "n": 1, "type": "technique", "value": 5, "advice": "Pick 1-2 reference videos in the style you want and tell the agent to match them; naming a style works better than describing it.", "quote": "pick 1-2 videos whose style you want and tell opus to match them. naming a style works way better than describing one", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}, {"url": "https://x.com/rrrusxx/status/2116135958139859313", "author": "@rrrusxx", "followers": 736, "date": "2026-10-30", "likes": 199, "bookmarks": 293, "views": 15141}], "top10_rank": 1, "top3": true}
{"step": "01", "step_name": "References", "n": 2, "type": "warning", "value": 5, "advice": "Expect the agent's default look without a reference: centered text, gradient background, everything fading in, which is why so many agent videos look alike.", "quote": "without a reference, opus falls back to its default look: centered text, gradient background, everything fading in", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}, {"url": "https://x.com/koltregaskes/status/2110333297536672226", "author": "@koltregaskes", "followers": 21031, "date": "2026-10-14", "likes": 996, "bookmarks": 1479, "views": 60010}, {"url": "https://x.com/Voxyz_ai/status/2106474370860548341", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-03", "likes": 781, "bookmarks": 1400, "views": 104389}, {"url": "https://x.com/Yarad_ai/status/2112221094606188656", "author": "@Yarad_ai", "followers": 3854, "date": "2026-10-19", "likes": 200, "bookmarks": 429, "views": 9540}, {"url": "https://x.com/MayorKingAI/status/2112593521571987673", "author": "@MayorKingAI", "followers": 36675, "date": "2026-10-19", "likes": 189, "bookmarks": 301, "views": 7449}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 3, "type": "technique", "value": 4, "advice": "Give the agent great work to study: rebuild an admired reference with your own brand, keeping the same motion, cuts and timing.", "quote": "same motion, same cuts, same timing. ~15 minutes, $0.", "flags": [], "proof_score": 2327, "source": {"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2104401208958230764", "card": "Rebuild a reference launch sting frame for frame", "kind": "prompt", "publisher": "notdwd", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 4, "type": "skill", "value": 4, "advice": "Use the launch-video-clone skill to rebuild a reference launch video in HyperFrames with measured timing and easing, then re-skin it for your brand.", "quote": "Rebuild a reference launch video in HyperFrames with measured timing and easing, re-skin it for your brand, or make an original.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/clone-launch-video-hyperframes", "card": "Clone Any Launch Video Shot for Shot in HyperFrames", "kind": "skill", "publisher": "per-simmons", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/per-simmons/launch-video-clone", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 5, "type": "rule", "value": 5, "advice": "Judge every decision against the best work in the references and do not call the video finished until it holds up next to them.", "quote": "every decision is judged against the best work in the references, and the video isn't finished until it holds up next to them.", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 6, "type": "prompt", "value": 4, "advice": "Put a style-references line in the brief: links or a folder of videos whose motion you like.", "quote": "style references: [links or a folder of videos whose motion i like]", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 7, "type": "technique", "value": 4, "advice": "Let the agent use the internet freely to pull in references and look at motion design before it builds.", "quote": "You can use the internet freely to pull in references. You can look at motion design.", "flags": [], "proof_score": 7558, "source": {"url": "https://x.com/donaldjewkes/status/2102801469976248500", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 2393, "bookmarks": 5702, "views": 659177}, "also": [{"url": "https://x.com/donaldjewkes/status/2102801906573935057", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 2393, "bookmarks": 5702, "views": 659177}, {"url": "https://x.com/thisismariaa25/status/2098397527426883590", "author": "@thisismariaa25", "followers": 16945, "date": "2026-09-11", "likes": 99, "bookmarks": 2, "views": 28983}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 8, "type": "technique", "value": 3, "advice": "Tell the agent it need not anchor to the reference's style and may push the aesthetics in any direction, considering the modern zeitgeist.", "quote": "push the aesthetics in any direction you want and consider what is part of the modern zeitgeist.", "flags": [], "proof_score": 7558, "source": {"url": "https://x.com/donaldjewkes/status/2102801469976248500", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 2393, "bookmarks": 5702, "views": 659177}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 9, "type": "technique", "value": 5, "advice": "Pick 3-5 sites you like on Godly, Refero or One Page Love, drop their screenshots into Claude Code and have it explain what makes each look good.", "quote": "pick 3 to 5 sites you like on Godly, Refero or One Page Love, drag the screenshots straight into Claude Code, and have it tell you what makes each one look good.", "flags": [], "proof_score": 1895, "source": {"url": "https://x.com/Voxyz_ai/status/2106474370860548341", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-03", "likes": 781, "bookmarks": 1400, "views": 104389}, "also": [{"url": "https://x.com/iamtanzil_/status/2108066324907962575", "author": "@iamtanzil_", "followers": 3352, "date": "2026-10-08", "likes": 2763, "bookmarks": 7180, "views": 189575}, {"url": "https://x.com/UIbyBiba/status/2115487933805539814", "author": "@UIbyBiba", "followers": 10553, "date": "2026-10-28", "likes": 12, "bookmarks": 39, "views": 493}, {"url": "https://x.com/RealMarvelX/status/2117635244140470699", "author": "@RealMarvelX", "followers": 2102, "date": "2026-11-03", "likes": 11, "bookmarks": 10, "views": 540}], "top10_rank": 6, "top3": false}
{"step": "01", "step_name": "References", "n": 10, "type": "technique", "value": 4, "advice": "Turn the parts you pick from references into a DESIGN.md and import it into CLAUDE.md so every page after that follows it.", "quote": "turn the parts you pick into a DESIGN.md and import it into CLAUDE.md. Every page after that follows it.", "flags": [], "proof_score": 1895, "source": {"url": "https://x.com/Voxyz_ai/status/2106474370860548341", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-03", "likes": 781, "bookmarks": 1400, "views": 104389}, "also": [{"url": "https://x.com/thegreatest_sv/status/2116587002493542781", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-31", "likes": 1423, "bookmarks": 2140, "views": 106846}, {"url": "https://x.com/Voxyz_ai/status/2104284941437784139", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 759, "bookmarks": 1693, "views": 93927}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 11, "type": "warning", "value": 5, "advice": "Expect shots the video model invents without a reference still to look more 'AI' than the shots built from stills.", "quote": "shots Kling invented looked a little more \"AI\" than the ones from the stills.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-scooter-traffic-montage", "card": "30s scooter run through NYC traffic, no slow motion", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 12, "type": "technique", "value": 4, "advice": "Let reference stills do the framing and keep the prompt to the order of events, the spoken line in quotes and one camera event.", "quote": "do the framing; the prompt only gives order, the line in quotes and a camera event.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-pumpkin-dialogue-scene", "card": "15s dialogue gag from two stills, camera falls", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/yt-kling4-breakdance-montage", "card": "30s breakdance montage from three pose stills", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 13, "type": "rule", "value": 3, "advice": "Define the target style by its deliberate breaks with the usual, keeping it as far as possible from the conventionally pretty.", "quote": "At the very least it should be as far away as possible from the “conventionally pretty” of the usual.", "flags": [], "proof_score": 1094, "source": {"url": "https://x.com/Threeaio/status/2115689720445387021", "author": "@Threeaio", "followers": 654, "date": "2026-10-29", "likes": 680, "bookmarks": 732, "views": 22322}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 14, "type": "technique", "value": 4, "advice": "Cross-pollinate: pull references from outside your niche.", "quote": "9:22 Cross-pollination: pull references from outside your niche", "flags": [], "proof_score": 286, "source": {"url": "https://x.com/tuanle/status/2116545870674202700", "author": "@tuanle", "followers": 2534, "date": "2026-10-31", "likes": 179, "bookmarks": 186, "views": 10729}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 15, "type": "rule", "value": 4, "advice": "Describe the product's character in two or three concrete words, never clean, modern, sleek, minimal or premium, and name the world or material it belongs to.", "quote": "Character: two or three concrete words, not clean, modern, sleek, minimal or premium", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 16, "type": "check", "value": 3, "advice": "Audit for AI-slop signs before changing anything: purple gradients, glows, gradient text, emoji labels, 'New' badges, animations that never stop.", "quote": "Start with purple gradients, glows, gradient text, emoji labels", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [{"url": "https://x.com/aaayandev/status/2077078710499287410", "author": "@aaayandev", "followers": 1007, "date": "2026-07-14", "likes": 3021, "bookmarks": 6253, "views": 366345}, {"url": "https://x.com/thegreatest_sv/status/2115876572464812071", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-29", "likes": 2463, "bookmarks": 4719, "views": 167373}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 17, "type": "technique", "value": 3, "advice": "Name a specific real product as the quality bar, for example 'as perfect as Linear's website or Apple Notes'.", "quote": "I want this to be as perfect as Linear's website or Apple Notes", "flags": [], "proof_score": 13883, "source": {"url": "https://x.com/Voxyz_ai/status/2117281830449942825", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-11-02", "likes": 5527, "bookmarks": 10719, "views": 400533}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 18, "type": "technique", "value": 3, "advice": "Ask the agent for several directions or drafts first (huashu-design shows 6 to pick 3 from) and choose before developing one.", "quote": "it shows you 6 directions first, you pick 3", "flags": [], "proof_score": 2958, "source": {"url": "https://x.com/thegreatest_sv/status/2116587002493542781", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-31", "likes": 1423, "bookmarks": 2140, "views": 106846}, "also": [{"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}, {"url": "https://x.com/rrrusxx/status/2116135958139859313", "author": "@rrrusxx", "followers": 736, "date": "2026-10-30", "likes": 199, "bookmarks": 293, "views": 15141}, {"url": "https://x.com/0xMovez/status/2115870373300326503", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, {"url": "https://x.com/thegreatest_sv/status/2116241528737693741", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-30", "likes": 865, "bookmarks": 1336, "views": 55008}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 19, "type": "data_stream", "value": 5, "advice": "Search FrameThrower for real film stills from 5,489 films by lighting, lens, shot size, color and mood.", "quote": "Film stills from 5,489 films, searchable by lighting, lens, shot size, color and mood.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/framethrower", "card": "FrameThrower Film References", "kind": "skill", "publisher": "FrameThrower", "installs": null, "stars": 1, "source_post_stats": null, "repo": "https://github.com/framethrower-ai/framethrower-mcp", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 20, "type": "data_stream", "value": 5, "advice": "Search Refs from the agent over MCP for launch films, demos and motion pieces measured shot by shot.", "quote": "4,322 launch films, demos and motion pieces measured shot by shot, searchable free from your agent over MCP.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/refs-video-references", "card": "Video references by Refs", "kind": "skill", "publisher": "Refs", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://refs.video/connect", "license": "Refs: proprietary hosted service (free search, Pro for the rest)"}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 21, "type": "technique", "value": 5, "advice": "Find a launch film that worked on Refs, pull its measured timing and plan, make your own shots, build, then check the render against it.", "quote": "Find a launch film that worked on Refs, pull its measured timing and plan, make your own shots on varg, build, then check the render against it.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-a-launch-video-from-a-reference", "card": "How to make a launch video from a reference film", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 22, "type": "check", "value": 5, "advice": "Score the render against its reference film on cut timing, brightness, motion, loudness and format, with frame-exact fixes.", "quote": "Score your render against the reference film: cut timing, brightness, motion, loudness, format, frame-exact fixes.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/refs-check-render", "card": "Check a render against its reference by Refs", "kind": "skill", "publisher": "Refs", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://refs.video/connect", "license": "Refs: proprietary hosted service (free search, Pro for the rest)"}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 23, "type": "data_stream", "value": 4, "advice": "Study Higgsfield's 33 open-sourced AI films, from features to 15 s spots, each with every prompt, model and asset public.", "quote": "33 AI films Higgsfield open-sourced, from a 2 h feature to 15 s spots, each with every prompt, model and asset public.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/higgsfield-open-source-films", "card": "Higgsfield Open-Source AI Films: Every Prompt and Asset", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/community/projects", "license": "unknown"}, "also": [{"url": "https://varg.ai/how-to/skills/higgsfield-open-red-flag", "card": "Red Flag (Higgsfield Open-Source Short Film)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@higgsfield.studio/projects/red-flag", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-rewind-club", "card": "Rewind Club (Higgsfield Open-Source Montage)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@higgsfield.soul/projects/rewind-club", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-dusk", "card": "The Dusk (Higgsfield Open-Source Drama Episode)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@merumeru/projects/dusk", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-the-trigger", "card": "The Trigger (Higgsfield Open-Source Short Film)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@higgsfield.studio/projects/trigger", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-anerneq", "card": "Anerneq (Higgsfield Open-Source Short Film)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@higgsfield.studio/projects/anerneq", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-4k-blockbuster", "card": "4K Blockbuster (Higgsfield Open-Source Short Film)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@adilinthewild/projects/4k-blockbuster-breakdown", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-ultra-realistic-tv", "card": "Ultra Realistic TV (Higgsfield Open-Source Short Film)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@adilinthewild/projects/tv-4k", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-untold-stories", "card": "Untold Stories (Higgsfield Open-Source Commercial)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@higgsfield.commercials/projects/untold-stories", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-top-up", "card": "Top Up (Higgsfield Open-Source Cinematic Ad)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@adilinthewild/projects/top-up", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-passport-rush", "card": "Passport Rush (Higgsfield Open-Source Short Film)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@higgsfield.studio/projects/passport-rush", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-seedance-2-4k-showcase", "card": "Seedance 2.0 4K Showcase (Higgsfield Open-Source Reel)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@higgscreator/projects/seedance-2-0-4k-showcase", "license": "unknown"}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 24, "type": "skill", "value": 4, "advice": "Pick a style and prompt template for GPT Image 2/2.5 from the 530+ case style library.", "quote": "Pick styles and industrial prompt templates for GPT Image 2/2.5 from a 530+ case library (a 35K-star repo).", "flags": [], "proof_score": 17734, "source": {"url": "https://varg.ai/how-to/skills/gpt-image-2-style-library", "card": "GPT Image 2 Style Library", "kind": "skill", "publisher": "Canghe", "installs": 4036, "stars": 35064, "source_post_stats": null, "repo": "https://github.com/freestylefly/awesome-gpt-image-2/tree/main/agents/skills/gpt-image-2-style-library", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 25, "type": "data_stream", "value": 3, "advice": "Browse Higgsfield Soul's 100+ photographic looks (film, fashion, surreal, street), each with a preview, to choose a look.", "quote": "Higgsfield Soul styles: 100+ photographic looks (film, fashion, surreal, street) for Soul image generation, each with a preview.", "flags": [], "proof_score": 0, "source": {"url": null, "card": "How to pick a Higgsfield style", "kind": "how_to", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 26, "type": "skill", "value": 3, "advice": "Use Lemo-Opuscar's 59 code-made film styles (oil paint, watercolor, ukiyo-e, satellite briefing, exploded teardown) as a style menu.", "quote": "59 film styles made entirely in code (oil paint, watercolor, ukiyo-e, satellite briefing, exploded teardown).", "flags": [], "proof_score": 4053, "source": {"url": "https://varg.ai/how-to/skills/lemo-opuscar", "card": "Lemo-Opuscar Film Styles", "kind": "skill", "publisher": "Lemomo", "installs": 442, "stars": 8062, "source_post_stats": null, "repo": "https://github.com/lemomo-ai/lemo-opuscar", "license": "MIT"}, "also": [{"url": "https://x.com/RodmanAi/status/2117540681556328773", "author": "@RodmanAi", "followers": 35185, "date": "2026-11-03", "likes": 106, "bookmarks": 145, "views": 6270}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 27, "type": "data_stream", "value": 3, "advice": "Browse the Awesome Opus Videos repo for AI-generated videos shown next to the prompts that made them.", "quote": "Discover AI-generated video examples alongside the prompts used to create them.", "flags": [], "proof_score": 204, "source": {"url": "https://x.com/RodmanAi/status/2117540681556328773", "author": "@RodmanAi", "followers": 35185, "date": "2026-11-03", "likes": 106, "bookmarks": 145, "views": 6270}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 28, "type": "data_stream", "value": 4, "advice": "When you know the look but not its name, look it up in motion-prompt: 192 effects, each with a live example and the exact prompt words.", "quote": "Each one has a live example and the exact words to prompt it. Perfect when you know the look but not the name.", "flags": [], "proof_score": 1046, "source": {"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 29, "type": "data_stream", "value": 3, "advice": "Browse mg-styles-15 for 15 motion-graphics styles, each with a 10-second demo plus prompts and source code.", "quote": "15 motion graphics styles, each with a 10-second demo.", "flags": [], "proof_score": 1046, "source": {"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, "also": [{"url": "https://x.com/RodmanAi/status/2117540681556328773", "author": "@RodmanAi", "followers": 35185, "date": "2026-11-03", "likes": 106, "bookmarks": 145, "views": 6270}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 30, "type": "data_stream", "value": 4, "advice": "Pick a real product site's style on Refero Styles, written up as a DESIGN.md, drop it into the project and have the agent follow it.", "quote": "each product site's colors, typography and spacing, written up as a DESIGN.md for AI to read. Pick one, drop it into your project and have Opus follow it", "flags": [], "proof_score": 2166, "source": {"url": "https://x.com/Voxyz_ai/status/2104284941437784139", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 759, "bookmarks": 1693, "views": 93927}, "also": [{"url": "https://x.com/iamtanzil_/status/2108066324907962575", "author": "@iamtanzil_", "followers": 3352, "date": "2026-10-08", "likes": 2763, "bookmarks": 7180, "views": 189575}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 31, "type": "data_stream", "value": 4, "advice": "Use Awesome DESIGN.md (design systems pulled from real sites, one markdown file each) and ask for a page that looks like one.", "quote": "84 design systems pulled from real sites, each one a single markdown file. drop it in your project, say \"build me a page that looks like this\", done", "flags": [], "proof_score": 2958, "source": {"url": "https://x.com/thegreatest_sv/status/2116587002493542781", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-31", "likes": 1423, "bookmarks": 2140, "views": 106846}, "also": [{"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}, {"url": "https://x.com/Voxyz_ai/status/2104284941437784139", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 759, "bookmarks": 1693, "views": 93927}, {"url": "https://x.com/thegreatest_sv/status/2116241528737693741", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-30", "likes": 865, "bookmarks": 1336, "views": 55008}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 32, "type": "tool", "value": 4, "advice": "Run designlang to pull any site's colors, fonts and spacing into files the agent can use.", "quote": "npx designlang pulls any site's colors, fonts and spacing into files your agent can use", "flags": [], "proof_score": 656, "source": {"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 33, "type": "data_stream", "value": 3, "advice": "Feed the agent curated galleries: Minimal Gallery for high-end sites, AppShot Gallery for real mobile screenshots, Kage for UI inspiration mapped to prompts.", "quote": "curated high-end sites to feed your agent", "flags": [], "proof_score": 8751, "source": {"url": "https://x.com/iamtanzil_/status/2108066324907962575", "author": "@iamtanzil_", "followers": 3352, "date": "2026-10-08", "likes": 2763, "bookmarks": 7180, "views": 189575}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 34, "type": "data_stream", "value": 3, "advice": "When motion feels flat, take spring-physics animations from Kinetics, each with copyable CSS, React or a ready AI prompt.", "quote": "Kinetics: spring-physics animations. For each one you can copy the CSS, the React, or a ready-made AI prompt", "flags": [], "proof_score": 2166, "source": {"url": "https://x.com/Voxyz_ai/status/2104284941437784139", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 759, "bookmarks": 1693, "views": 93927}, "also": [{"url": "https://x.com/iamtanzil_/status/2108066324907962575", "author": "@iamtanzil_", "followers": 3352, "date": "2026-10-08", "likes": 2763, "bookmarks": 7180, "views": 189575}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 35, "type": "data_stream", "value": 3, "advice": "Find references online on Cosmos, Pinterest or other websites before designing.", "quote": "Have an idea and if needed find references online in cosmos, pinterest,", "flags": [], "proof_score": 82, "source": {"url": "https://x.com/seb__design/status/2115815015785910664", "author": "@seb__design", "followers": 2313, "date": "2026-10-29", "likes": 56, "bookmarks": 52, "views": 2308}, "also": [{"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 36, "type": "technique", "value": 4, "advice": "Collect Pinterest references for the mood, searched around the titles you want to echo (Silent Hill, Fatal Frame), and give them to the agent.", "quote": "step 1: collect pinterest references for the mood and give them to opus", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/rewind02/status/2117586491350135052", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 71, "bookmarks": 42, "views": 2270}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 37, "type": "technique", "value": 3, "advice": "Have the agent write prompts for groups of 10 related props and make one reference image per group.", "quote": "opus writes prompts for groups of 10 related props, and nano banana makes one reference image per group", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/rewind02/status/2117586491350135052", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 71, "bookmarks": 42, "views": 2270}, "also": [{"url": "https://x.com/rewind02/status/2116140231489376334", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 82, "bookmarks": 72, "views": 3218}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 38, "type": "data_stream", "value": 4, "advice": "Pull ad angles from Meta Ad Library, TikTok Creative Center and ads that have been live 30+ days.", "quote": "📁 TikTok Creative Center", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 39, "type": "data_stream", "value": 4, "advice": "Use NexLev MCP to pull YouTube channel data and find young channels already pulling big views; their titles, scripts and thumbnails are free to study.", "quote": "In Claude, NexLev MCP (a tool that pulls YouTube channel data) does this for you.", "flags": [], "proof_score": 118, "source": {"url": "https://x.com/thegoldeenhand/status/2115526298189852972", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-10-28", "likes": 42, "bookmarks": 93, "views": 3760}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 40, "type": "check", "value": 4, "advice": "Skip reference channels whose best 5 videos do more than 5x their recent 5; they are viral-spike traps.", "quote": "Flag channels where the best 5 are more than 5x the recent 5 (viral-spike traps, skip these).", "flags": [], "proof_score": 118, "source": {"url": "https://x.com/thegoldeenhand/status/2115526298189852972", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-10-28", "likes": 42, "bookmarks": 93, "views": 3760}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 41, "type": "data_stream", "value": 4, "advice": "Grab still frames from YouTube's CDN, which serves stills from the ¼, ½ and ¾ points of each video.", "quote": "YouTube has a CDN that provides still frames from the following chunks ¼, ½, ¾ of each video.", "flags": [], "proof_score": 1319, "source": {"url": "https://x.com/pondorasti/status/2117321609665261667", "author": "@pondorasti", "followers": 3518, "date": "2026-11-02", "likes": 1265, "bookmarks": 590, "views": 96068}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 42, "type": "tool", "value": 4, "advice": "Give the agent yt-dlp to pull reference clips and audio from the web.", "quote": "yt-dlp → pull reference clips and audio from the web", "flags": [], "proof_score": 3535, "source": {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, "also": [{"url": "https://varg.ai/how-to/remake-a-reference-video", "card": "How to remake a reference video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 43, "type": "data_stream", "value": 4, "advice": "Let the agent use yt-dlp with search to bring clips from real Creative Commons videos into the composition.", "quote": "Allow it to use yt-dlp with search to inject clips from real videos (creative commons) in composition", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 44, "type": "rule", "value": 5, "advice": "When remaking a reel or ad you like, break it down shot by shot and keep its structure, not its original footage.", "quote": "keep the structure, not the original footage.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/remake-a-reference-video", "card": "How to remake a reference video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 45, "type": "data_stream", "value": 4, "advice": "For real satellite close-ups use Sentinel-2 cloudless tiles from EOX (CC BY 4.0) and print the required credit small in the corner.", "quote": "Sentinel-2 cloudless 2016 tiles from EOX (CC BY 4.0, credit", "flags": [], "proof_score": 902, "source": {"url": "https://x.com/finnardley/status/2116339267123212551", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 386, "bookmarks": 686, "views": 23053}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 46, "type": "technique", "value": 4, "advice": "Name a specific channel look (Kurzgesagt, Johnny Harris/RealLifeLore, Vox, big infographic channels) and then spell out its exact colours and shapes.", "quote": "A Kurzgesagt-style animated explainer at 1920x1080, 30fps, drawn entirely in code", "flags": [], "proof_score": 7094, "source": {"url": "https://x.com/finnardley/status/2114305886420086817", "author": "@finnardley", "followers": 3467, "date": "2026-10-25", "likes": 3098, "bookmarks": 5288, "views": 256874}, "also": [{"url": "https://x.com/finnardley/status/2116339267123212551", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 386, "bookmarks": 686, "views": 23053}, {"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, {"url": "https://x.com/naometzger/status/2117313324576821613", "author": "@naometzger", "followers": 10295, "date": "2026-11-02", "likes": 1426, "bookmarks": 1958, "views": 94301}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 47, "type": "data_stream", "value": 3, "advice": "Install BlenderKit for 140K+ free models, materials and HDRIs to build 3D references and sets.", "quote": "Install BlenderKit (Edit > Preferences > Install from Disk) for 140K+ free models, materials and HDRIs.", "flags": [], "proof_score": 1460, "source": {"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}, "also": [{"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 48, "type": "check", "value": 3, "advice": "Ask the agent whether it can see the asset library so it runs a test search before you build anything.", "quote": "Ask Opus \"can you see the BlenderKit library?\", so it runs a test search before you build anything.", "flags": [], "proof_score": 1460, "source": {"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}, "also": [{"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 49, "type": "data_stream", "value": 3, "advice": "Light 3D scenes with CC0 HDRIs, textures and models from Poly Haven.", "quote": "Poly Haven supplies CC0 HDRIs, textures and model", "flags": [], "proof_score": 352, "source": {"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 50, "type": "data_stream", "value": 3, "advice": "Source free stock clips from Pexels and royalty-free music from Mixkit (free for commercial use); default to Unsplash and Pixabay images.", "quote": "a free stock clip of a plain wall with moving plant shadows (Pexels)", "flags": [], "proof_score": 5042, "source": {"url": "https://x.com/twoclipping/status/2103835273813496100", "author": "@twoclipping", "followers": 9487, "date": "2026-09-26", "likes": 2194, "bookmarks": 3801, "views": 143709}, "also": [{"url": "https://x.com/twoclipping/status/2106526359589675085", "author": "@twoclipping", "followers": 9487, "date": "2026-10-03", "likes": 676, "bookmarks": 1365, "views": 41345}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 51, "type": "data_stream", "value": 3, "advice": "Connect an MCP such as ScreensDesign or Appllama so the agent gets references from other apps.", "quote": "those MCPs give Claude references from other apps", "flags": [], "proof_score": 1172, "source": {"url": "https://x.com/ErnestoSOFTWARE/status/2116996121432350860", "author": "@ErnestoSOFTWARE", "followers": 65338, "date": "2026-11-01", "likes": 436, "bookmarks": 928, "views": 25957}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 52, "type": "tool", "value": 3, "advice": "Use Agent Reach so the agent can read X, Reddit and YouTube itself.", "quote": "Agent Reach (101k) → reads X, Reddit and YouTube", "flags": [], "proof_score": 233, "source": {"url": "https://x.com/ScaleWthAI/status/2116559983878041680", "author": "@ScaleWthAI", "followers": 12735, "date": "2026-10-31", "likes": 156, "bookmarks": 150, "views": 5195}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 53, "type": "technique", "value": 3, "advice": "Find 10-20 standout accounts in the same niche and study their topics, formats, hooks and presentation.", "quote": "หา Account เด่น ๆ ใน Niche เดียวกันประมาณ 10-20 Account แล้วศึกษาว่าเขาทำอะไร", "flags": [], "proof_score": 351, "source": {"url": "https://x.com/manaetrx/status/2116442375648354668", "author": "@manaetrx", "followers": 2357, "date": "2026-10-31", "likes": 274, "bookmarks": 206, "views": 8248}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 54, "type": "technique", "value": 4, "advice": "Find a hook that already sells, then remake it with your product as phone or security-cam footage.", "quote": "Find a hook that already sells, then remake it with your product as phone or security-cam footage on Seedance 2.5.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-product-hook", "card": "Turn product photos into a viral product hook", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-product-hook", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 55, "type": "skill", "value": 3, "advice": "Clone a viral video as a word-anchored workflow with Hypit, swapping face, words and B-roll to ship variants.", "quote": "Clone a viral video as a word-anchored workflow: swap face, words and B-roll, then ship many variants.", "flags": [], "proof_score": 13057, "source": {"url": "https://varg.ai/how-to/skills/hypit", "card": "Hypit", "kind": "skill", "publisher": "Hypit", "installs": null, "stars": 26114, "source_post_stats": null, "repo": "https://github.com/hypit-ai/hypit", "license": "custom (see repo)"}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 56, "type": "rule", "value": 5, "advice": "Get a period look by naming the recording format and its artifacts, not a mood.", "quote": "Give FLUX 3 video a period look by naming the recording format and its artifacts, not a mood.", "flags": [], "proof_score": 73, "source": {"url": "https://varg.ai/how-to/skills/flux-3-archival-formats", "card": "FLUX 3 Archival Formats", "kind": "skill", "publisher": "Black Forest Labs", "installs": 101, "stars": 135, "source_post_stats": null, "repo": "https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-archival-formats", "license": "MIT"}, "also": [{"url": "https://x.com/abulu8/status/2116999082413904166", "author": "@abulu8", "followers": 5176, "date": "2026-11-01", "likes": 147, "bookmarks": 39, "views": 14928}, {"url": "https://x.com/YourAlphaMom/status/2116284031067476106", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-30", "likes": 125, "bookmarks": 154, "views": 17180}, {"url": "https://x.com/techhalla/status/2115233504472486179", "author": "@techhalla", "followers": 103221, "date": "2026-10-28", "likes": 94, "bookmarks": 155, "views": 8318}, {"url": "https://varg.ai/how-to/styles/trending", "card": "Early-2000s DV camcorder", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/mrdejie/status/2085996752809927146", "author": "@mrdejie", "followers": 10252, "date": "2026-08-08", "likes": 550, "bookmarks": 235, "views": 200926}, {"url": "https://x.com/mehvishs25/status/2116734752858484901", "author": "@mehvishs25", "followers": 10164, "date": "2026-11-01", "likes": 45, "bookmarks": 10, "views": 1356}, {"url": "https://varg.ai/how-to/prompts/x-2105140615206076785", "card": "Wuxia heroine caught on 2000s MiniDV crashing into a bar", "kind": "prompt", "publisher": "TanLuAI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 57, "type": "technique", "value": 3, "advice": "For CCTV or dashcam realism use a fixed wide lens, burned-in timestamp and no operator, so absurd incidents read as real.", "quote": "no operator: events just happen in frame, which sells absurd incidents as real.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "CCTV / dashcam footage", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/Mavern_0x/status/2115136746392314256", "author": "@Mavern_0x", "followers": 3413, "date": "2026-10-27", "likes": 46, "bookmarks": 24, "views": 15959}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 58, "type": "technique", "value": 3, "advice": "For a liminal look show empty repeating interiors under flat fluorescent light with no people; on video, VHS-degraded found footage with a timestamp.", "quote": "Video versions are VHS-degraded found footage with a timestamp and slow handheld walking.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "Liminal / Backrooms", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 59, "type": "technique", "value": 3, "advice": "For blockbuster realism grade teal shadows against warm skin and practical fire, with anamorphic flares, shallow depth and heavy atmosphere.", "quote": "graded like a studio tentpole: teal shadows against warm skin and practical fire, anamorphic flares", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "Hollywood blockbuster realism", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 60, "type": "technique", "value": 3, "advice": "For a vintage broadcast look use a soft tube-camera image with bloom and a saturated period palette (avocado, mustard, teal).", "quote": "soft tube-camera image with bloom, saturated period palette (avocado, mustard, teal)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "Vintage TV broadcast", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 61, "type": "technique", "value": 3, "advice": "For risograph use two or three flat spot inks with grainy texture, slight misregistration and halftone dots on off-white paper.", "quote": "Two or three flat spot inks (fluoro pink, cobalt, lavender) with grainy ink texture, slight misregistration and halftone dots.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "Risograph / grain print", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2108912939294240789", "card": "Three-ink risograph poster: one everyday thing, way too big", "kind": "prompt", "publisher": "VigoCreativeAI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 62, "type": "skill", "value": 4, "advice": "Name a look and turn it into prompt words plus an ffmpeg grade: a LUT at partial strength, then moving grain.", "quote": "Name a look, get prompt words plus an ffmpeg grade: LUT at partial strength, then moving grain.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-color-looks", "card": "Color Looks & LUTs", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 63, "type": "tool", "value": 4, "advice": "Use color-matcher to grade every shot to one reference.", "quote": "color-matcher → grades every shot to one reference", "flags": [], "proof_score": 3431, "source": {"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 64, "type": "skill", "value": 3, "advice": "Use a cinematography skill to direct stills and video in shot language, camera moves, lenses, lighting, grade and film texture.", "quote": "Direct cinematic stills and video: shot language, camera moves, lenses, lighting, grade and film texture.", "flags": [], "proof_score": 183, "source": {"url": "https://varg.ai/how-to/skills/fal-cinematography", "card": "fal Cinematography", "kind": "skill", "publisher": "fal", "installs": 1100, "stars": 256, "source_post_stats": null, "repo": "https://github.com/fal-ai-community/skills/tree/main/skills/cinematography", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/cinematography-vocabulary-ai-video", "card": "Cinematography Vocabulary for AI Video Prompts", "kind": "skill", "publisher": "Rylaispirit", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/Rylaispirit/cinematic-video-prompt-skill", "license": null}, {"url": "https://varg.ai/how-to/skills/seedance-2-creative-director", "card": "Seedance 2.0 Creative Director With Shot-Language Vocabulary", "kind": "skill", "publisher": "zhanghaonan777", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/zhanghaonan777/Seedance2-skill", "license": null}, {"url": "https://varg.ai/how-to/skills/directors-console", "card": "Cinematic Prompt Design and ComfyUI Storyboards", "kind": "skill", "publisher": "NickPittas", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/NickPittas/DirectorsConsole", "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 65, "type": "technique", "value": 3, "advice": "Name the camera body, lens, light and grain for a film look, e.g. ARRI Alexa, 50mm spherical lens, overcast daylight, 35mm grain.", "quote": "Live-action film footage from a period drama set. ARRI Alexa, 50mm spherical lens,", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2106953503763763654", "card": "Frozen crowd of famous-painting figures on museum steps", "kind": "prompt", "publisher": "iamsofiaijaz", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/NEXUS_TO_NOVA/status/2117261732489925018", "author": "@NEXUS_TO_NOVA", "followers": 31066, "date": "2026-11-02", "likes": 265, "bookmarks": 257, "views": 14521}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 66, "type": "technique", "value": 3, "advice": "Ask for an animation in a named art style (Van Gogh, Monet, Bauhaus) using a style skill such as huashu-art-motion.", "quote": "You can just ask for an animation in the style of Van Gogh, Monet or Bauhaus", "flags": [], "proof_score": 5064, "source": {"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 67, "type": "technique", "value": 4, "advice": "Hand the agent a reference animation and have it break down the cuts, the beat and what moves where in the frame before recreating it in code.", "quote": "Hand it a reference animation and it first breaks down the cuts, the beat and what moves where in the frame, then recreates it in code.", "flags": [], "proof_score": 5064, "source": {"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 68, "type": "rule", "value": 4, "advice": "Use a film studio's body of work as the art-style reference for line work, backgrounds, color and atmosphere without copying any existing character or shot.", "quote": "Use Studio Ghibli films as the art style reference for the design, line work, painted backgrounds, color, and atmosphere, without copying any existing character or shot.", "flags": [], "proof_score": 245, "source": {"url": "https://x.com/chetaslua/status/2117224843661980093", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 106, "bookmarks": 175, "views": 16921}, "also": [{"url": "https://x.com/chetaslua/status/2117169800271270124", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 331, "bookmarks": 663, "views": 65682}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 69, "type": "technique", "value": 4, "advice": "Recreate a pop-culture look (a Roblox story) from code with none of its assets, pinned down with exact hex colours and light values.", "quote": "A 1080x1920 30 fps Short that looks like a Roblox story animation, built entirely in Blender from code, with no Roblox assets.", "flags": [], "proof_score": 721, "source": {"url": "https://x.com/finnardley/status/2116191842492453094", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 341, "bookmarks": 531, "views": 19638}, "also": [{"url": "https://x.com/finnardley/status/2116504270199554078", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 865, "bookmarks": 1923, "views": 170411}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 70, "type": "rule", "value": 3, "advice": "Keep the story the user's own, never a copy of an example or an existing video.", "quote": "Make it MY story, not a copy of an example.", "flags": [], "proof_score": 1455, "source": {"url": "https://x.com/finnardley/status/2115786060231770351", "author": "@finnardley", "followers": 3467, "date": "2026-10-29", "likes": 634, "bookmarks": 1082, "views": 56028}, "also": [{"url": "https://x.com/finnardley/status/2116191842492453094", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 341, "bookmarks": 531, "views": 19638}, {"url": "https://x.com/finnardley/status/2116504270199554078", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 865, "bookmarks": 1923, "views": 170411}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 71, "type": "technique", "value": 4, "advice": "Write the look as exact values: paper hex with grain, ink, accent and grey hex codes, border widths and corner radii.", "quote": "A 1080x1920 explainer reel on warm cream paper (#EBE7E1 with fine noise grain). Colours: ink #1E1C1A, red #D7372C, grey #8A857E.", "flags": [], "proof_score": 2360, "source": {"url": "https://x.com/finnardley/status/2116010421740007894", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 72, "type": "technique", "value": 4, "advice": "Build a style system rather than one prompt: a hex palette, shape rules and fixed slots make each new piece part of one series.", "quote": "a style system rather than a single prompt; the hex palette, shape rules and four slots make every new poster look like part of the same designed series.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2105644398990266649", "card": "Oversized-shape editorial poster series with a fixed palette", "kind": "prompt", "publisher": "VigoCreativeAI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 73, "type": "technique", "value": 3, "advice": "Use a Midjourney sref code for a style, and feed one of the resulting posters to other models as a style reference image.", "quote": "on varg, feed one of these posters as a style reference image.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2104278802683851083", "card": "Halftone portrait poster with a prism light leak", "kind": "prompt", "publisher": "areej_design", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2102333715795804395", "card": "EXCESS: two-code sref for maximalist glam", "kind": "prompt", "publisher": "AleRVG", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 74, "type": "technique", "value": 3, "advice": "Use reference-to-video (R2V): supply product, character or audio/video references so the subject stays consistent on screen.", "quote": "提供参考素材（如产品图、特定角色参考图或音频/视频参考），让生成的主体在画面中保持一致", "flags": [], "proof_score": 107, "source": {"url": "https://x.com/Lonely__MH/status/2117256917013680192", "author": "@Lonely__MH", "followers": 31761, "date": "2026-11-02", "likes": 50, "bookmarks": 46, "views": 36317}, "also": [{"url": "https://varg.ai/how-to/skills/minimax-h3-official-skills", "card": "MiniMax H3 skills (official): prompt writing and 7 formats", "kind": "skill", "publisher": "MiniMax", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 75, "type": "rule", "value": 4, "advice": "Choose the model mode that accepts your references, since not every model supports the same controls.", "quote": "not every model supports the same controls, so choose the mode that accepts your references.", "flags": [], "proof_score": 1767, "source": {"url": "https://x.com/k1rallik/status/2107144164286578836", "author": "@k1rallik", "followers": 25994, "date": "2026-10-05", "likes": 794, "bookmarks": 1236, "views": 133839}, "also": [{"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, {"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 76, "type": "tool", "value": 3, "advice": "Check how many references a model accepts before planning; Dreamina Seedance 2.5 takes up to 50, including 3D white models and green-screen footage.", "quote": "Up to 50 multimodal references, now with support for 3D white models and green-screen footage", "flags": [], "proof_score": 3458, "source": {"url": "https://x.com/dreamina_ai/status/2083056471147958714", "author": "@dreamina_ai", "followers": 29750, "date": "2026-07-31", "likes": 3351, "bookmarks": 1122, "views": 660216}, "also": [{"url": "https://x.com/silvanrec/status/2117394986543030630", "author": "@silvanrec", "followers": 66609, "date": "2026-11-02", "likes": 197, "bookmarks": 129, "views": 17431}, {"url": "https://x.com/Stonic_AI/status/2115865729186828519", "author": "@Stonic_AI", "followers": 12723, "date": "2026-10-29", "likes": 297, "bookmarks": 60, "views": 53894}, {"url": "https://x.com/ComfyUI/status/2116387279891788203", "author": "@ComfyUI", "followers": 66976, "date": "2026-10-31", "likes": 230, "bookmarks": 145, "views": 21054}, {"url": "https://varg.ai/how-to/skills/dlazy-jimeng-t2i", "card": "dLazy Jimeng Text-to-Image", "kind": "skill", "publisher": "dlazyai", "installs": 66, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-jimeng-t2i", "license": "unknown"}, {"url": "https://x.com/PrunaAI/status/2117663564487926043", "author": "@PrunaAI", "followers": 5038, "date": "2026-11-03", "likes": 157, "bookmarks": 149, "views": 6605}, {"url": "https://x.com/GoogleAIStudio/status/2093008678118998298", "author": "@GoogleAIStudio", "followers": 210906, "date": "2026-08-27", "likes": 1789, "bookmarks": 433, "views": 196697}, {"url": "https://x.com/XFreeze/status/2081976824687473034", "author": "@XFreeze", "followers": 295105, "date": "2026-07-28", "likes": 759, "bookmarks": 144, "views": 25538}, {"url": "https://x.com/EXM7777/status/2086834484390019153", "author": "@EXM7777", "followers": 156736, "date": "2026-08-10", "likes": 294, "bookmarks": 562, "views": 41310}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 77, "type": "tool", "value": 4, "advice": "Pull the prompt out of a reference image with the GPT-Image2 skill, then generate or edit from it.", "quote": "generate and edit images, and pull the prompt out of a reference image.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/gpt-image-2-skill-wuyoscar", "card": "How to make AI images with GPT Image 2 in Claude Code", "kind": "skill", "publisher": "Wuyoscar", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/wuyoscar/GPT-Image2-Skill", "license": "MIT"}, "also": [{"url": "https://x.com/xpg0970/status/2074522664090186050", "author": "@xpg0970", "followers": 4288, "date": "2026-07-06", "likes": 358, "bookmarks": 506, "views": 22616}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 78, "type": "technique", "value": 4, "advice": "Feed about 10 frames of a reference video to an LLM and explain what happens so it understands the story before writing the prompt.", "quote": "I found a funny video with a similar idea, fed around 10 frames from it into ChatGPT, and explained what was happening so it could understand the story.", "flags": [], "proof_score": 2914, "source": {"url": "https://x.com/YourAlphaMom/status/2098541423062548561", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-09-11", "likes": 2098, "bookmarks": 1227, "views": 637589}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 79, "type": "technique", "value": 5, "advice": "Have a breakdown subagent tile frames from a reference video into one image and write up its pacing, type and transitions as code.", "quote": "tile frames from a reference video you love into one image, pull out its pacing, type and transitions, and write them up as HyperFrames code.", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [], "top10_rank": 5, "top3": true}
{"step": "01", "step_name": "References", "n": 80, "type": "tool", "value": 4, "advice": "Run a video analyzer (Higgsfield's MCP) on a winning ad to pull its structure, pacing, style and timing before generating.", "quote": "it pulls the structure, pacing, style, and timing from the reference so you're not guessing what made it work.", "flags": [], "proof_score": 2155, "source": {"url": "https://x.com/Mho_23/status/2082600596457341398", "author": "@Mho_23", "followers": 34382, "date": "2026-07-29", "likes": 1075, "bookmarks": 1517, "views": 100836}, "also": [{"url": "https://varg.ai/how-to/skills/openmontage-cinematic", "card": "OpenMontage Cinematic", "kind": "skill", "publisher": "Calesthio", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/calesthio/OpenMontage/tree/main/skills/pipelines/cinematic/", "license": "AGPL-3.0"}, {"url": "https://varg.ai/how-to/skills/ai-film-studio-storyboard-to-hyperframes", "card": "Make AI Short Films From Storyboard Stills to a HyperFrames Edit", "kind": "skill", "publisher": "realaman90", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/realaman90/ai-film-skills", "license": null}, {"url": "https://varg.ai/how-to/skills/gooseworks-apple-notes-ads", "card": "Gooseworks Video (Apple Notes Ads)", "kind": "skill", "publisher": "Gooseworks", "installs": null, "stars": 1270, "source_post_stats": null, "repo": "https://github.com/gooseworks-ai/goose-skills/tree/main/skills/entry/goose-video", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 81, "type": "tool", "value": 4, "advice": "Use MotionClone to rebuild a motion-design reference from an X, YouTube or Vimeo link as an editable HyperFrames project.", "quote": "you paste a link from X, YouTube or Vimeo (or drop in a local file) and it reconstructs the text, shapes, artwork and animation as a HyperFrames project", "flags": [], "proof_score": 512, "source": {"url": "https://x.com/Asteri_eth/status/2115496727893410053", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-28", "likes": 257, "bookmarks": 370, "views": 13101}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 82, "type": "check", "value": 4, "advice": "Play the original and the rebuild side by side in sync and scrub to see exactly where the timing drifts.", "quote": "the original and the rebuild play side by side, in sync. you scrub, slow it down and see exactly where the timing drifts", "flags": [], "proof_score": 512, "source": {"url": "https://x.com/Asteri_eth/status/2115496727893410053", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-28", "likes": 257, "bookmarks": 370, "views": 13101}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 83, "type": "tool", "value": 3, "advice": "In HyperFrames studio, upload or pick a reference clip and describe only what to change, such as font or colours.", "quote": "You just upload or pick a reference clip and then describe in the prompt what you want to change.", "flags": [], "proof_score": 1458, "source": {"url": "https://x.com/petergyang/status/2114507378532229214", "author": "@petergyang", "followers": 298515, "date": "2026-10-26", "likes": 631, "bookmarks": 1099, "views": 43592}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 84, "type": "technique", "value": 4, "advice": "Have the agent break a pasted reference image down into an editable style spec, generate stills, and approve them before animating.", "quote": "It breaks the look down into an editable spec.", "flags": ["promo"], "proof_score": 1908, "source": {"url": "https://x.com/raph_guilhem/status/2079868899252670795", "author": "@raph_guilhem", "followers": 1138, "date": "2026-07-22", "likes": 817, "bookmarks": 1437, "views": 62473}, "also": [{"url": "https://x.com/rom1trs/status/2074119000137601528", "author": "@rom1trs", "followers": 42144, "date": "2026-07-06", "likes": 4211, "bookmarks": 6415, "views": 422657}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 85, "type": "technique", "value": 5, "advice": "Make the reference video the primary reference and have the agent inspect its compositions, typography, scene changes, motion and audio before building.", "quote": "Use the attached PHYLLA video as the primary reference. Inspect its compositions, typography, scene changes, motion, and audio before building.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2108370085178138694", "card": "30 s AI-model launch film rebuilt from a reference in code", "kind": "prompt", "publisher": "higgsfield_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 86, "type": "rule", "value": 4, "advice": "Ask the user only for information that cannot be recovered from the reference.", "quote": "Ask only for information that cannot be recovered from the reference.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2108370085178138694", "card": "30 s AI-model launch film rebuilt from a reference in code", "kind": "prompt", "publisher": "higgsfield_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 87, "type": "technique", "value": 3, "advice": "Sample motion frame by frame from reference footage instead of approximating it with an ease.", "quote": "on a real spring sampled frame by frame from reference footage, overshooting its resting place and settling back without an approximated ease", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/hf.sheet-spring-up", "card": "Sheet Spring-Up", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/sheet-spring-up", "license": "Apache-2.0"}, "also": [{"url": "https://varg.ai/how-to/component/hf.social-proof-card", "card": "Social Proof Card", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/social-proof-card", "license": "Apache-2.0"}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 88, "type": "rule", "value": 4, "advice": "Trace every reference back to its source and read its terms; nothing posts until every reference has a source.", "quote": "nothing posts until every reference has a source.", "flags": ["promo"], "proof_score": 550, "source": {"url": "https://x.com/ethancole_ai/status/2117283871272092007", "author": "@ethancole_ai", "followers": 119804, "date": "2026-11-02", "likes": 275, "bookmarks": 266, "views": 146976}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 89, "type": "warning", "value": 4, "advice": "Check stock-site licenses and film stills before use: some stock licenses ban AI use, and a still from a film trailer had to be swapped out.", "quote": "2 from a stock site whose license bans AI use", "flags": ["promo"], "proof_score": 550, "source": {"url": "https://x.com/ethancole_ai/status/2117283871272092007", "author": "@ethancole_ai", "followers": 119804, "date": "2026-11-02", "likes": 275, "bookmarks": 266, "views": 146976}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 90, "type": "technique", "value": 3, "advice": "Log every found reference with its source, why it is worth following and who uses it next.", "quote": "Every result needs a source, a reason it is worth following, and a clear next owner.", "flags": [], "proof_score": 2058, "source": {"url": "https://x.com/Voxyz_ai/status/2089355252306767990", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-08-17", "likes": 754, "bookmarks": 1524, "views": 156730}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 91, "type": "rule", "value": 4, "advice": "Keep reference clips in a raw-inputs layer the agent reads but never edits, and check for missing sources before export.", "quote": "you pick them. Claude reads them and never edits them", "flags": [], "proof_score": 100, "source": {"url": "https://x.com/francescoinweb3/status/2115074284787798396", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-27", "likes": 60, "bookmarks": 67, "views": 3499}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 92, "type": "rule", "value": 4, "advice": "For launch videos use real screenshots of the product, never invented UI.", "quote": "launch video: screenshots of your product, never invented U", "flags": [], "proof_score": 37, "source": {"url": "https://x.com/kaijucode/status/2117604049969369485", "author": "@kaijucode", "followers": 445, "date": "2026-11-03", "likes": 25, "bookmarks": 24, "views": 963}, "also": [{"url": "https://varg.ai/how-to/skills/video-shotcraft", "card": "Video Shotcraft", "kind": "skill", "publisher": "Vincent Wei", "installs": 5310, "stars": 13824, "source_post_stats": null, "repo": "https://github.com/Vincentwei1021/video-shotcraft", "license": "Apache-2.0"}, {"url": "https://x.com/twoclipping/status/2106526359589675085", "author": "@twoclipping", "followers": 9487, "date": "2026-10-03", "likes": 676, "bookmarks": 1365, "views": 41345}, {"url": "https://varg.ai/how-to/make-an-app-demo-video", "card": "How to make an app demo video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 93, "type": "technique", "value": 3, "advice": "Generate a dedicated reference image for any screen or prop that must appear (a trial dialog) before generating the video.", "quote": "I used GPT Image 2 to create the reference image for WinRAR's trial screen", "flags": [], "proof_score": 2218, "source": {"url": "https://x.com/buraktuyan/status/2092008235075084363", "author": "@buraktuyan", "followers": 2274, "date": "2026-08-24", "likes": 2015, "bookmarks": 530, "views": 680185}, "also": [{"url": "https://x.com/opencode/status/2116203934033354866", "author": "@opencode", "followers": 228403, "date": "2026-10-30", "likes": 3417, "bookmarks": 652, "views": 155933}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 94, "type": "technique", "value": 5, "advice": "Give each reference a role ('match exactly' or 'reference only for') and list what to keep or leave out, then add a scene paragraph, a grade and an Avoid line.", "quote": "Each reference gets a role (\"match exactly\" vs \"reference only for\") and a list of what to keep or leave out", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-gpt-image-crash-keyframe", "card": "21:9 fisheye key frame with four role-tagged references", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/iamsofiaijaz/status/2115406342802506033", "author": "@iamsofiaijaz", "followers": 15879, "date": "2026-10-28", "likes": 136, "bookmarks": 76, "views": 6157}, {"url": "https://x.com/ZssBecker/status/2113320998527221875", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, {"url": "https://x.com/ZentrixHQ/status/2116537788803809748", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-10-31", "likes": 84, "bookmarks": 80, "views": 12760}, {"url": "https://x.com/abxxai/status/2087189194720657649", "author": "@abxxai", "followers": 24382, "date": "2026-08-11", "likes": 491, "bookmarks": 199, "views": 59811}, {"url": "https://x.com/abulu8/status/2116476626917847495", "author": "@abulu8", "followers": 5176, "date": "2026-10-31", "likes": 155, "bookmarks": 49, "views": 58443}, {"url": "https://varg.ai/how-to/prompts/x-2079967504214921529", "card": "Four-member anime K-pop group video locked to a Suno track", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/yt-4r8mcwjrhsm", "card": "Furniture chain's first all-AI cinema film", "kind": "prompt", "publisher": "Royaloak Furniture", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 10, "top3": true}
{"step": "01", "step_name": "References", "n": 95, "type": "rule", "value": 5, "advice": "State what a face reference does not define: it fixes who the person is, not pose, location, expression, clothing, lighting or composition.", "quote": "The reference image defines WHO the person is, not the pose, location, expression, clothing, lighting, or composition.", "flags": [], "proof_score": 2392, "source": {"url": "https://x.com/swiat_ai/status/2100482637341012201", "author": "@swiat_ai", "followers": 39080, "date": "2026-09-17", "likes": 636, "bookmarks": 1521, "views": 553382}, "also": [{"url": "https://x.com/ImaStudio_ai/status/2115709098654335140", "author": "@ImaStudio_ai", "followers": 2646, "date": "2026-10-29", "likes": 26, "bookmarks": 15, "views": 2287}], "top10_rank": 4, "top3": false}
{"step": "01", "step_name": "References", "n": 96, "type": "rule", "value": 5, "advice": "Use a reference video only for pacing and light (or camera movement) and tell the model not to copy its people, places or lines.", "quote": "Refer to Video 1 only for pacing and warm cinema light; do not copy its people, places or lines.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-4r8mcwjrhsm", "card": "Furniture chain's first all-AI cinema film", "kind": "prompt", "publisher": "Royaloak Furniture", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2083364450900549639", "card": "Heist-movie reply ad to a copycat restaurant", "kind": "prompt", "publisher": "0xInk_", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/yt-3jzebaoypto", "card": "Fanta's AI horror-universe trailer, called AI slop", "kind": "prompt", "publisher": "Fanta", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 97, "type": "rule", "value": 4, "advice": "Take dance motion, expressions and camera from the video reference, but body shape and scale only from the image.", "quote": "take BODY SHAPE AND SCALE ONLY from @Image1, never from the video.", "flags": [], "proof_score": 149, "source": {"url": "https://x.com/abulu8/status/2117045784709652555", "author": "@abulu8", "followers": 5176, "date": "2026-11-02", "likes": 129, "bookmarks": 53, "views": 31251}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 98, "type": "technique", "value": 5, "advice": "Convert source dance footage to a depth map and feed it as the motion reference, with the character sheet as identity reference, so only motion transfers.", "quote": "Feed it a depth map and there's nothing left to interpret but the motion.", "flags": [], "proof_score": 1334, "source": {"url": "https://x.com/NexlowX/status/2094494202587398616", "author": "@NexlowX", "followers": 1536, "date": "2026-08-31", "likes": 691, "bookmarks": 868, "views": 120534}, "also": [], "top10_rank": 7, "top3": false}
{"step": "01", "step_name": "References", "n": 99, "type": "technique", "value": 4, "advice": "Declare the reference video the master for movement, actions, camera, editing and timing, and map each photo to the person it replaces.", "quote": "using the supplied reference video as the master for movement, actions, camera work, editing, and timing.", "flags": [], "proof_score": 135, "source": {"url": "https://x.com/ZentrixHQ/status/2116537788803809748", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-10-31", "likes": 84, "bookmarks": 80, "views": 12760}, "also": [{"url": "https://x.com/TrixiHQ/status/2117242258109972624", "author": "@TrixiHQ", "followers": 1853, "date": "2026-11-02", "likes": 21, "bookmarks": 7, "views": 1587}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 100, "type": "technique", "value": 4, "advice": "Tag each reference by scope: 'look only' for character sheets, 'set only' for location stills, 'prop only' for objects.", "quote": "@town, @forest = location stills, set only.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116728095323677043", "card": "Animal-knight fantasy short with dialogue, 21:9", "kind": "prompt", "publisher": "zzhan8", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2101350249059008629", "card": "Deadpan lab satire: scientists rebuild a rogue AI", "kind": "prompt", "publisher": "Gossip_Goblin", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2113582628024566084", "card": "Two-character café dramedy built from four reference maps", "kind": "prompt", "publisher": "ivanka_humeniuk", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2079967504214921529", "card": "Four-member anime K-pop group video locked to a Suno track", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 101, "type": "technique", "value": 4, "advice": "To reuse a reference image closely, list a priority order of what to match and apply only the specific changes you name.", "quote": "Apply two specific changes only: change the original green plunging top to white while keeping the same silhouette", "flags": [], "proof_score": 17351, "source": {"url": "https://x.com/jasonugc/status/2102447417194877159", "author": "@jasonugc", "followers": 4272, "date": "2026-09-22", "likes": 2609, "bookmarks": 8625, "views": 7421592}, "also": [{"url": "https://x.com/jasonugc/status/2101727704378659179", "author": "@jasonugc", "followers": 4272, "date": "2026-09-20", "likes": 1233, "bookmarks": 2600, "views": 285686}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 102, "type": "rule", "value": 3, "advice": "Tell the model to ignore and remove all text, captions, buttons, UI, timestamps, watermarks and logos from a screenshot reference.", "quote": "Completely ignore and remove all text, captions, buttons, interface graphics, timestamps, watermarks, logos, and any other screen elements.", "flags": [], "proof_score": 3502, "source": {"url": "https://x.com/jasonugc/status/2101727704378659179", "author": "@jasonugc", "followers": 4272, "date": "2026-09-20", "likes": 1233, "bookmarks": 2600, "views": 285686}, "also": [{"url": "https://x.com/jasonugc/status/2102447417194877159", "author": "@jasonugc", "followers": 4272, "date": "2026-09-22", "likes": 2609, "bookmarks": 8625, "views": 7421592}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 103, "type": "technique", "value": 5, "advice": "Keep the full character sheet as the design lock but feed the video model 2-3 cropped panels (hero portrait, front full-body) as separate references; small faces drift.", "quote": "For actual video generation I crop out just 2–3 panels from it: the hero portrait + front full-body (sometimes 3/4), each as a separate clean reference.", "flags": [], "proof_score": 4471, "source": {"url": "https://x.com/meAsifAi/status/2098429368053960936", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2097949170594193427", "card": "Studio model sheet: turnaround, expressions, poses, palette", "kind": "prompt", "publisher": "meAsifAi", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 3, "top3": false}
{"step": "01", "step_name": "References", "n": 104, "type": "technique", "value": 4, "advice": "When one reference shows two states of one subject, say so explicitly so the model makes one character, not two.", "quote": "The supplied reference image shows TWO STATES OF THE SAME ADULT WOMAN, not two characters.", "flags": [], "proof_score": 41, "source": {"url": "https://x.com/Mavern_0x/status/2117403866194903400", "author": "@Mavern_0x", "followers": 3413, "date": "2026-11-02", "likes": 48, "bookmarks": 14, "views": 2662}, "also": [{"url": "https://x.com/TrixiHQ/status/2116931380655349764", "author": "@TrixiHQ", "followers": 1853, "date": "2026-11-01", "likes": 26, "bookmarks": 9, "views": 1533}, {"url": "https://x.com/TrixiHQ/status/2117242258109972624", "author": "@TrixiHQ", "followers": 1853, "date": "2026-11-02", "likes": 21, "bookmarks": 7, "views": 1587}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 105, "type": "rule", "value": 4, "advice": "Tell the model never to reproduce a reference's side-by-side or grid layout, panel borders or gray backdrop.", "quote": "Never reproduce the reference's side-by-side layout.", "flags": [], "proof_score": 41, "source": {"url": "https://x.com/Mavern_0x/status/2117403866194903400", "author": "@Mavern_0x", "followers": 3413, "date": "2026-11-02", "likes": 48, "bookmarks": 14, "views": 2662}, "also": [{"url": "https://x.com/ImaStudio_ai/status/2115709098654335140", "author": "@ImaStudio_ai", "followers": 2646, "date": "2026-10-29", "likes": 26, "bookmarks": 15, "views": 2287}, {"url": "https://x.com/bmx_ai13/status/2086544422389547488", "author": "@bmx_ai13", "followers": 10642, "date": "2026-08-09", "likes": 523, "bookmarks": 772, "views": 80827}, {"url": "https://varg.ai/how-to/prompts/x-2107955984169881611", "card": "Talent-show audition with a tiny contestant kept to scale", "kind": "prompt", "publisher": "techhalla", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/TrixiHQ/status/2117242258109972624", "author": "@TrixiHQ", "followers": 1853, "date": "2026-11-02", "likes": 21, "bookmarks": 7, "views": 1587}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 106, "type": "technique", "value": 5, "advice": "Map every storyboard panel to a timestamp and lock the @ reference order; without the mapping the board is just another style reference.", "quote": "A board with no panel to timestamp mapping is just another style reference.", "flags": [], "proof_score": 1114, "source": {"url": "https://x.com/bmx_ai13/status/2086544422389547488", "author": "@bmx_ai13", "followers": 10642, "date": "2026-08-09", "likes": 523, "bookmarks": 772, "views": 80827}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 107, "type": "technique", "value": 3, "advice": "Say which references exist and which do not, e.g. 'Image1 is the only recurring character; no location references, every location is built from this prompt'.", "quote": "Image references: Image1 — the only recurring character. No location references; every location is built from this prompt.", "flags": [], "proof_score": 127, "source": {"url": "https://x.com/abulu8/status/2116999082413904166", "author": "@abulu8", "followers": 5176, "date": "2026-11-01", "likes": 147, "bookmarks": 39, "views": 14928}, "also": [{"url": "https://x.com/ZentrixHQ/status/2116844865279451613", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-01", "likes": 750, "bookmarks": 341, "views": 204185}, {"url": "https://x.com/TrixiHQ/status/2117242258109972624", "author": "@TrixiHQ", "followers": 1853, "date": "2026-11-02", "likes": 21, "bookmarks": 7, "views": 1587}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 108, "type": "technique", "value": 4, "advice": "Add an exact height to the character reference to fix size drift, and tell the model to ignore the sheet's gray background.", "quote": "the 'character sheet + scale reference' trick fixes size drift in Seedance cheaply", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2107955984169881611", "card": "Talent-show audition with a tiny contestant kept to scale", "kind": "prompt", "publisher": "techhalla", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 109, "type": "technique", "value": 3, "advice": "Cut reference audio precisely to whole seconds with no leftover tails before uploading it.", "quote": "when uploading reference audio, cut it precisely to whole seconds", "flags": [], "proof_score": 1017, "source": {"url": "https://x.com/Kiber_Alla/status/2078814921756754352", "author": "@Kiber_Alla", "followers": 1756, "date": "2026-07-19", "likes": 560, "bookmarks": 670, "views": 66930}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 110, "type": "technique", "value": 3, "advice": "Make the uploaded audio the master timing source and tell the model not to invent a different song or singer.", "quote": "Do not invent a different song or singer.", "flags": [], "proof_score": 273, "source": {"url": "https://x.com/Israa_Ali2077/status/2117286613739032729", "author": "@Israa_Ali2077", "followers": 1556, "date": "2026-11-02", "likes": 169, "bookmarks": 181, "views": 7466}, "also": [{"url": "https://x.com/ZssBecker/status/2113320998527221875", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 111, "type": "technique", "value": 3, "advice": "Assign a reference photo to a specific shot and list what to match: architecture, proportions, placement, lighting and signage.", "quote": "Use the attached gate photo as the exact visual reference for Shot 1 — match its architecture, proportions, torch placement, lighting, and signage precisely.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2074327891651842107", "card": "What if Jurassic Park were real? Tourist camera roll", "kind": "prompt", "publisher": "minchoi", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/sophiaparkerr_/status/2116891573799764118", "author": "@sophiaparkerr_", "followers": 31991, "date": "2026-11-01", "likes": 193, "bookmarks": 19, "views": 26358}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 112, "type": "technique", "value": 4, "advice": "Drive the video model's camera and cuts with a greybox previz clip used as the video reference.", "quote": "A Blender greybox clip drives Seedance 2.5's video reference: 7 shots, 6 hard cuts landing within 0.07 s of plan.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/blender-greybox-ai-video-cuts", "card": "Control AI Video Cuts and Camera With a Blender Greybox", "kind": "skill", "publisher": "7ohnson", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/7ohnson/VLM-Generation-Harness", "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2105285283298115670", "card": "Blender previz as the camera path: a 15 s one-take pull-back", "kind": "prompt", "publisher": "PJaccetturo", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 1225, "views": 83000}, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/comfyui-scene-camera-action", "card": "Playable 3D Previz for Seedance Reference Video in ComfyUI", "kind": "skill", "publisher": "arturitu", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/arturitu/ComfyUI-scene-camera-action", "license": null}, {"url": "https://varg.ai/how-to/component/varg.previz", "card": "varg Previz", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/varg-previz", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 113, "type": "technique", "value": 4, "advice": "When motion feels stiff, use real performance footage as the motion reference.", "quote": "Motion feels stiff? Use real performance footage as a motion reference.", "flags": [], "proof_score": 137, "source": {"url": "https://x.com/beginnersblog1/status/2115772390890438852", "author": "@beginnersblog1", "followers": 29874, "date": "2026-10-29", "likes": 81, "bookmarks": 93, "views": 3843}, "also": [{"url": "https://x.com/k1rallik/status/2110494738348458408", "author": "@k1rallik", "followers": 25994, "date": "2026-10-14", "likes": 2067, "bookmarks": 2484, "views": 296789}, {"url": "https://x.com/k1rallik/status/2107144164286578836", "author": "@k1rallik", "followers": 25994, "date": "2026-10-05", "likes": 794, "bookmarks": 1236, "views": 133839}, {"url": "https://x.com/Mellon0x/status/2107799107595046988", "author": "@Mellon0x", "followers": 317, "date": "2026-10-07", "likes": 1140, "bookmarks": 1480, "views": 217145}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 114, "type": "technique", "value": 3, "advice": "For state changes such as a glass emptying, make start and end frames that show both states.", "quote": "Water stays full? Create start and end frames showing different liquid levels.", "flags": [], "proof_score": 137, "source": {"url": "https://x.com/beginnersblog1/status/2115772390890438852", "author": "@beginnersblog1", "followers": 29874, "date": "2026-10-29", "likes": 81, "bookmarks": 93, "views": 3843}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 115, "type": "tool", "value": 3, "advice": "Turn recorded or generated video references into mocap (free: Unreal Engine 5.8; paid: Quick Magic) and give the agent that animation.", "quote": "The free option I tried was Unreal Engine 5.8; Quick Magic was the paid one.", "flags": [], "proof_score": 1462, "source": {"url": "https://x.com/Stefan_3D_AI/status/2099078934185070721", "author": "@Stefan_3D_AI", "followers": 15404, "date": "2026-09-13", "likes": 1033, "bookmarks": 794, "views": 151026}, "also": [{"url": "https://x.com/Stefan_3D_AI/status/2098387407565730203", "author": "@Stefan_3D_AI", "followers": 15404, "date": "2026-09-11", "likes": 2489, "bookmarks": 1423, "views": 315237}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 116, "type": "technique", "value": 3, "advice": "Show the agent a pose reference (a grip) and generate a video animation reference, then have it recreate that motion in Blender.", "quote": "Generated a video animation ref in Omni 1.1", "flags": [], "proof_score": 420, "source": {"url": "https://x.com/maxt3chno/status/2116120485503082818", "author": "@maxt3chno", "followers": 1375, "date": "2026-10-30", "likes": 286, "bookmarks": 259, "views": 17618}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 117, "type": "technique", "value": 4, "advice": "Use a proven viral clip as the motion reference and swap in your character sheet, keeping the same movements, camera quality and audio.", "quote": "replace the girl in {video} with the girl in {character sheet}.", "flags": [], "proof_score": 5524, "source": {"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}, "also": [{"url": "https://x.com/0xAI42exe/status/2115781696696308086", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-29", "likes": 64, "bookmarks": 64, "views": 21934}, {"url": "https://x.com/0xAI42exe/status/2116141568105074864", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-30", "likes": 42, "bookmarks": 40, "views": 18171}, {"url": "https://varg.ai/how-to/prompts/x-2096305054227869733", "card": "Re-cast a viral TikTok hook with your own AI creator", "kind": "prompt", "publisher": "simonecanciello", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/Lonely__MH/status/2117256917013680192", "author": "@Lonely__MH", "followers": 31761, "date": "2026-11-02", "likes": 50, "bookmarks": 46, "views": 36317}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 118, "type": "technique", "value": 4, "advice": "Swap one AI character onto real footage so every shot looks filmed, not generated.", "quote": "it works because the page swaps the same character onto real luxury footage, so every reel looks filmed, not generated", "flags": [], "proof_score": 991, "source": {"url": "https://x.com/denogrowth/status/2117401595612700860", "author": "@denogrowth", "followers": 2841, "date": "2026-11-02", "likes": 245, "bookmarks": 263, "views": 605772}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 119, "type": "warning", "value": 3, "advice": "Keep swapped props small and still; they melt once the character moves.", "quote": "keep swapped props small and still. his crocodile shoes melt into blurry boots the moment he walks", "flags": [], "proof_score": 991, "source": {"url": "https://x.com/denogrowth/status/2117401595612700860", "author": "@denogrowth", "followers": 2841, "date": "2026-11-02", "likes": 245, "bookmarks": 263, "views": 605772}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 120, "type": "technique", "value": 4, "advice": "Generate location plates in Midjourney; its cinematography and art direction rendered better as plates than Nano Banana or GPT Image.", "quote": "it renders far better as a plate than Nano Banana or GPT Image.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 121, "type": "technique", "value": 3, "advice": "Use an editing model to build anchor frames from the plates and turn characters into turnaround sheets.", "quote": "did the heavy lifting editing those plates, building anchor frames and turning MJ characters into turnaround sheets.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 122, "type": "technique", "value": 4, "advice": "Lock each win (composition, camera angle, performance) as an image or reference before asking the model for the next one.", "quote": "each one in as an image or a reference before asking the model for the next.", "flags": [], "proof_score": 50, "source": {"url": "https://x.com/PJaccetturo/status/2116160709180723486", "author": "@PJaccetturo", "followers": 101079, "date": "2026-10-30", "likes": 27, "bookmarks": 28, "views": 8001}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 123, "type": "technique", "value": 4, "advice": "Make reference images in the project's style and save every prompt that works as JSON so the style never drifts.", "quote": "every prompt that works saved as JSON, so the style never drifts.", "flags": [], "proof_score": 120, "source": {"url": "https://x.com/sorenxet/status/2117279394540519635", "author": "@sorenxet", "followers": 1035, "date": "2026-11-02", "likes": 92, "bookmarks": 69, "views": 5353}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 124, "type": "warning", "value": 4, "advice": "Inspect reference stills for defects before generating; a warped bike in one still made that trick the sloppiest part.", "quote": "A warped bike in one still made that trick the sloppiest part.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-bmx-crash-montage", "card": "30s BMX tricks, crash and a one-line payoff", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 125, "type": "technique", "value": 3, "advice": "Add a photo of the character as a reference for close-ups to keep the face.", "quote": "A follow-up close-up kept her face once a photo of her was added as a reference.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-bmx-crash-montage", "card": "30s BMX tricks, crash and a one-line payoff", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 126, "type": "check", "value": 5, "advice": "Render one still beside the reference picture and fix the differences round after round before making any video.", "quote": "opus matched its render to the picture side by side for 3 rounds before any video", "flags": [], "proof_score": 6791, "source": {"url": "https://x.com/elvar_official/status/2116192984299344372", "author": "@elvar_official", "followers": 40323, "date": "2026-10-30", "likes": 3964, "bookmarks": 4469, "views": 340386}, "also": [{"url": "https://x.com/0x_fokki/status/2116289885870981296", "author": "@0x_fokki", "followers": 16348, "date": "2026-10-30", "likes": 6751, "bookmarks": 7340, "views": 661794}, {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, {"url": "https://x.com/Nyxera0x/status/2116936449442357694", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-01", "likes": 1258, "bookmarks": 1283, "views": 134074}, {"url": "https://x.com/elvar_official/status/2117231488081023259", "author": "@elvar_official", "followers": 40323, "date": "2026-11-02", "likes": 438, "bookmarks": 312, "views": 36765}, {"url": "https://varg.ai/how-to/prompts/x-2116192984299344372", "card": "3D teardown of any machine from one reference picture", "kind": "prompt", "publisher": "elvar_official", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 2, "top3": false}
{"step": "01", "step_name": "References", "n": 127, "type": "check", "value": 4, "advice": "Build a review scene with the concept art pinned in the corner and play every clip there, listing what looks off before fixing.", "quote": "build a review scene: neutral floor, fixed camera, the concept art pinned in the corner, clip name and number on screen (1/23)", "flags": [], "proof_score": 1115, "source": {"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 128, "type": "technique", "value": 4, "advice": "Send three reference views (front, close-up, side) and compare front and side renders against them.", "quote": "send 3 reference views (front, close-up, side)", "flags": [], "proof_score": 641, "source": {"url": "https://x.com/rewind02/status/2116209421848064265", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 323, "bookmarks": 438, "views": 41707}, "also": [{"url": "https://x.com/rewind02/status/2116918597658305001", "author": "@rewind02", "followers": 7898, "date": "2026-11-01", "likes": 384, "bookmarks": 664, "views": 45229}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 129, "type": "technique", "value": 4, "advice": "For real objects, have the agent research real dimensions, reference photographs, technical specs and structure before building.", "quote": "An AI agent searches for real dimensions, reference photographs, technical specifications, and object structure.", "flags": [], "proof_score": 406, "source": {"url": "https://x.com/cutetoxicguy/status/2116530826586263715", "author": "@cutetoxicguy", "followers": 104, "date": "2026-10-31", "likes": 212, "bookmarks": 291, "views": 8915}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 130, "type": "technique", "value": 4, "advice": "Start from the closest of a set of gold examples instead of a blank page.", "quote": "4. examples: start from the closest of dozens of gold examples", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [{"url": "https://x.com/ScottyBeamIO/status/2116919908474789939", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-11-01", "likes": 219, "bookmarks": 289, "views": 18277}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 131, "type": "tool", "value": 3, "advice": "Drop your brand folder (PDFs, screenshots, moodboards, video) into Graphify so the agent keeps your style.", "quote": "drop your whole brand folder (PDFs, screenshots, moodboards, video), Claude maps it into one graph and never forgets your style", "flags": [], "proof_score": 656, "source": {"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}, "also": [{"url": "https://x.com/thegreatest_sv/status/2116587002493542781", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-31", "likes": 1423, "bookmarks": 2140, "views": 106846}, {"url": "https://x.com/thegreatest_sv/status/2114739076796428729", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-26", "likes": 943, "bookmarks": 1488, "views": 72410}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 132, "type": "tool", "value": 3, "advice": "Hand the actual Figma file to the agent with Figma-Context-MCP instead of pasting screenshots.", "quote": "it hands your actual Figma file to the agent. the README says it builds designs in one shot, and does it better than pasting screenshots.", "flags": [], "proof_score": 2032, "source": {"url": "https://x.com/thegreatest_sv/status/2114739076796428729", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-26", "likes": 943, "bookmarks": 1488, "views": 72410}, "also": [{"url": "https://x.com/thegreatest_sv/status/2115876572464812071", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-29", "likes": 2463, "bookmarks": 4719, "views": 167373}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 133, "type": "skill", "value": 3, "advice": "Install taste-skill for art direction drawn from 247 studied sites plus a real browser check, replacing template pages.", "quote": "taste-skill → art direction drawn from 247 studied sites plus a real browser check. Replaces template pages with directed design", "flags": [], "proof_score": 114, "source": {"url": "https://x.com/birmeya/status/2116267173580505398", "author": "@birmeya", "followers": 30409, "date": "2026-10-30", "likes": 104, "bookmarks": 58, "views": 3822}, "also": [{"url": "https://x.com/Voxyz_ai/status/2106474370860548341", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-03", "likes": 781, "bookmarks": 1400, "views": 104389}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 134, "type": "skill", "value": 3, "advice": "Use UI UX Pro Max for 192 colour palettes, 74 font pairings and rules for every industry.", "quote": "192 color palettes, 74 font pairings, rules for every industry", "flags": [], "proof_score": 6118, "source": {"url": "https://x.com/thegreatest_sv/status/2115876572464812071", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-29", "likes": 2463, "bookmarks": 4719, "views": 167373}, "also": [{"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 135, "type": "skill", "value": 3, "advice": "Run Impeccable to catch AI-slop design, then critique, polish or make it bolder.", "quote": "catches \"AI slop\" design the moment it's written", "flags": [], "proof_score": 6118, "source": {"url": "https://x.com/thegreatest_sv/status/2115876572464812071", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-29", "likes": 2463, "bookmarks": 4719, "views": 167373}, "also": [{"url": "https://x.com/birmeya/status/2116267173580505398", "author": "@birmeya", "followers": 30409, "date": "2026-10-30", "likes": 104, "bookmarks": 58, "views": 3822}, {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 136, "type": "technique", "value": 3, "advice": "Once you reach your taste with the agent, save it as a skill so the next video is faster.", "quote": "we went back and forth for like 3 hours cos i really wanted my taste but next time will be so much faster with my skill", "flags": [], "proof_score": 2765, "source": {"url": "https://x.com/naometzger/status/2117313324576821613", "author": "@naometzger", "followers": 10295, "date": "2026-11-02", "likes": 1426, "bookmarks": 1958, "views": 94301}, "also": [{"url": "https://x.com/pounddz/status/2115578348411720036", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, {"url": "https://x.com/alexgoughcooper/status/2115076988327076296", "author": "@alexgoughcooper", "followers": 34587, "date": "2026-10-27", "likes": 2539, "bookmarks": 5137, "views": 542550}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 137, "type": "technique", "value": 3, "advice": "List the default looks you do not want, e.g. no warm yellow interior lighting, glossy commercial lighting or beauty-filter skin.", "quote": "No warm yellow interior lighting, glossy commercial lighting or beauty-filter skin.", "flags": [], "proof_score": 234, "source": {"url": "https://x.com/YourAlphaMom/status/2116284031067476106", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-30", "likes": 125, "bookmarks": 154, "views": 17180}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2053415848967082361", "card": "Society-heiress birthday banquet, 2x2 flash candids", "kind": "prompt", "publisher": "zhongying14", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 138, "type": "technique", "value": 3, "advice": "Don't rely on text alone for consistency; prepare reference images of face and hair, the full outfit, key objects and the environment.", "quote": "If you want consistent characters, don’t rely on text descriptions alone.", "flags": ["promo"], "proof_score": 455, "source": {"url": "https://x.com/UchegbuPeaceM/status/2116447409505022268", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 139, "type": "technique", "value": 3, "advice": "Give the person and the product separate references and name both in the prompt.", "quote": "featuring the girl from the reference image modeling the exact black Miu Miu sunglasses from the product reference", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2081273233740083648", "card": "Studio sunglasses commercial from two reference images", "kind": "prompt", "publisher": "AIwithNatalia", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/Just_sharon7/status/2080193844776251575", "author": "@Just_sharon7", "followers": 48986, "date": "2026-07-23", "likes": 377, "bookmarks": 491, "views": 279066}, {"url": "https://x.com/YourAlphaMom/status/2116284031067476106", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-30", "likes": 125, "bookmarks": 154, "views": 17180}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 140, "type": "check", "value": 3, "advice": "Test reference fidelity per model with the same character reference; here Seedance matched the face first try while Kling failed 3 times.", "quote": "Kling looks like a serious downgrade here. It couldn’t get the face right in any of my 3 attempts.", "flags": ["unverified_claim"], "proof_score": 139, "source": {"url": "https://x.com/YourAlphaMom/status/2116635769729323171", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-31", "likes": 71, "bookmarks": 95, "views": 8773}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 141, "type": "data_stream", "value": 5, "advice": "Steal taste from work that already worked: film stills from Frameset and ShotDeck, boards from Savee and Cosmos, transitions from Eyecannndy.", "quote": "frameset․app and shotdeck․com for film stills", "flags": [], "proof_score": 750, "source": {"url": "https://x.com/EXM7777/status/2086834484390019153", "author": "@EXM7777", "followers": 156736, "date": "2026-08-10", "likes": 294, "bookmarks": 562, "views": 41310}, "also": [{"url": "https://x.com/xpg0970/status/2074264672887595432", "author": "@xpg0970", "followers": 4288, "date": "2026-07-06", "likes": 358, "bookmarks": 506, "views": 22616}, {"url": "https://x.com/MayorKingAI/status/2112257523080446285", "author": "@MayorKingAI", "followers": 36675, "date": "2026-10-19", "likes": 189, "bookmarks": 301, "views": 7449}, {"url": "https://x.com/noironx/status/2112549244305547639", "author": "@noironx", "followers": 9688, "date": "2026-10-20", "likes": 95, "bookmarks": 69, "views": 6693}, {"url": "https://x.com/Iancu_ai/status/2079936184516497702", "author": "@Iancu_ai", "followers": 3183, "date": "2026-07-22", "likes": 274, "bookmarks": 383, "views": 11951}, {"url": "https://x.com/MayorKingAI/status/2112593521571987673", "author": "@MayorKingAI", "followers": 36675, "date": "2026-10-19", "likes": 189, "bookmarks": 301, "views": 7449}], "top10_rank": 9, "top3": false}
{"step": "01", "step_name": "References", "n": 142, "type": "technique", "value": 5, "advice": "Have a vision model name the lens, light, palette and grain of your chosen references in one locked paragraph, and paste it into every prompt.", "quote": "then have a vision model name the lens, light, palette and grain of your picks in one locked paragraph you paste into every prompt", "flags": [], "proof_score": 750, "source": {"url": "https://x.com/EXM7777/status/2086834484390019153", "author": "@EXM7777", "followers": 156736, "date": "2026-08-10", "likes": 294, "bookmarks": 562, "views": 41310}, "also": [{"url": "https://x.com/Iancu_ai/status/2079936184516497702", "author": "@Iancu_ai", "followers": 3183, "date": "2026-07-22", "likes": 274, "bookmarks": 383, "views": 11951}], "top10_rank": 8, "top3": false}
{"step": "01", "step_name": "References", "n": 143, "type": "technique", "value": 4, "advice": "Keep an Obsidian folder as the reference bible: one page per asset with locked style, character sheets, reference images and the exact prompts that worked, plus an index.", "quote": "an obsidian folder as your reference bible, one page per asset (idea, locked style, character sheets, reference images, the exact prompts that worked) plus one index page", "flags": [], "proof_score": 750, "source": {"url": "https://x.com/EXM7777/status/2086834484390019153", "author": "@EXM7777", "followers": 156736, "date": "2026-08-10", "likes": 294, "bookmarks": 562, "views": 41310}, "also": [{"url": "https://x.com/sorenxet/status/2117279394540519635", "author": "@sorenxet", "followers": 1035, "date": "2026-11-02", "likes": 92, "bookmarks": 69, "views": 5353}, {"url": "https://x.com/shannholmberg/status/2098850243760808268", "author": "@shannholmberg", "followers": 37522, "date": "2026-09-12", "likes": 1555, "bookmarks": 2631, "views": 199278}, {"url": "https://x.com/RealMarvelX/status/2117635244140470699", "author": "@RealMarvelX", "followers": 2102, "date": "2026-11-03", "likes": 11, "bookmarks": 10, "views": 540}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 144, "type": "technique", "value": 5, "advice": "Feed a ShotDeck shot card (palette, contrast, lens, lighting, film stock) as a reference image and let the prompt say only 'scene tone strictly per image N'.", "quote": "I pull the card of a shot whose look I want, feed it in as a reference image, and the prompt says one thing: scene tone strictly per image 3.", "flags": [], "proof_score": 532, "source": {"url": "https://x.com/Iancu_ai/status/2079936184516497702", "author": "@Iancu_ai", "followers": 3183, "date": "2026-07-22", "likes": 274, "bookmarks": 383, "views": 11951}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 145, "type": "technique", "value": 4, "advice": "Let one general tone card lock the whole piece, give a scene its own card only when its light differs, and never change the card inside a scene.", "quote": "the warm interior is the only scene that needed its own. inside a scene the card never moves.", "flags": [], "proof_score": 532, "source": {"url": "https://x.com/Iancu_ai/status/2079936184516497702", "author": "@Iancu_ai", "followers": 3183, "date": "2026-07-22", "likes": 274, "bookmarks": 383, "views": 11951}, "also": [{"url": "https://x.com/Iancu_ai/status/2079936188467605804", "author": "@Iancu_ai", "followers": 3183, "date": "2026-07-22", "likes": 274, "bookmarks": 383, "views": 11951}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 146, "type": "technique", "value": 4, "advice": "Add a still from the previous episode as a reference so the next one picks up exactly where it stopped.", "quote": "a still from the previous episode so this one picks up exactly where that stopped", "flags": [], "proof_score": 532, "source": {"url": "https://x.com/Iancu_ai/status/2079936188467605804", "author": "@Iancu_ai", "followers": 3183, "date": "2026-07-22", "likes": 274, "bookmarks": 383, "views": 11951}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 147, "type": "technique", "value": 3, "advice": "Plan the reference stack as slots (character sheets on grey, an environment board, tone cards) and shoot a creature sheet inside its real setting, not on grey.", "quote": "one creature sheet shot inside the actual snow forest instead of on grey", "flags": [], "proof_score": 532, "source": {"url": "https://x.com/Iancu_ai/status/2079936188467605804", "author": "@Iancu_ai", "followers": 3183, "date": "2026-07-22", "likes": 274, "bookmarks": 383, "views": 11951}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 148, "type": "data_stream", "value": 4, "advice": "Search ShotDeck's millions of film stills by 50+ hand tags, HEX colour and similar-shot suggestions (paid, from $13 a month).", "quote": "最专业的电影截图库，数百万张高清镜头，50+维度手动标签，支持HEX颜色搜索+相似镜头推荐。付费$13/月起", "flags": [], "proof_score": 708, "source": {"url": "https://x.com/xpg0970/status/2074264672887595432", "author": "@xpg0970", "followers": 4288, "date": "2026-07-06", "likes": 358, "bookmarks": 506, "views": 22616}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 149, "type": "technique", "value": 4, "advice": "Search stills both by tag keyword ('mirror') and by natural-language description ('person at sink looking in mirror') on an AI semantic-search site.", "quote": "AI驱动语义搜索，150万+静帧+40万视频片段。直接打中文/英文描述就能搜\"人在洗手台前看镜子\"，不用纠结标签词", "flags": [], "proof_score": 708, "source": {"url": "https://x.com/xpg0970/status/2074264672887595432", "author": "@xpg0970", "followers": 4288, "date": "2026-07-06", "likes": 358, "bookmarks": 506, "views": 22616}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 150, "type": "data_stream", "value": 3, "advice": "Use Film Vibes (mostly free) for film, ad and music-video references filtered by shot size, camera angle and time period.", "quote": "Film Vibes（ 免费为主，电影/广告/MV参考都有。支持按景别、机位角度、时间段过滤，做分镜参考特别好用", "flags": [], "proof_score": 708, "source": {"url": "https://x.com/xpg0970/status/2074264672887595432", "author": "@xpg0970", "followers": 4288, "date": "2026-07-06", "likes": 358, "bookmarks": 506, "views": 22616}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 151, "type": "data_stream", "value": 4, "advice": "Search ShotCafe for cinematic shot references, and study FilmGrab frames of famous films for color, light, shadow and composition.", "quote": "ShotCafe — پیدا کردن رفرنس برای صحنه", "flags": [], "proof_score": 539, "source": {"url": "https://x.com/Yarad_ai/status/2112221094606188656", "author": "@Yarad_ai", "followers": 3854, "date": "2026-10-19", "likes": 200, "bookmarks": 429, "views": 9540}, "also": [{"url": "https://varg.ai/how-to/skills/craft-reference-finder", "card": "Reference Finder", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 152, "type": "data_stream", "value": 4, "advice": "Use Eyecannndy to learn the names of visual techniques and effects you can picture but cannot name, so you can describe them.", "quote": "Eyecannndy — یاد گرفتن اسم تکنیک‌های بصری", "flags": [], "proof_score": 539, "source": {"url": "https://x.com/Yarad_ai/status/2112221094606188656", "author": "@Yarad_ai", "followers": 3854, "date": "2026-10-19", "likes": 200, "bookmarks": 429, "views": 9540}, "also": [{"url": "https://x.com/EXM7777/status/2086834484390019153", "author": "@EXM7777", "followers": 156736, "date": "2026-08-10", "likes": 294, "bookmarks": 562, "views": 41310}, {"url": "https://varg.ai/how-to/skills/craft-reference-finder", "card": "Reference Finder", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 153, "type": "rule", "value": 4, "advice": "Hand over references as deep links to shot.cafe, film-grab and eyecannndy, never as copied frames.", "quote": "Pointer-only reference search: deep links to shot.cafe, film-grab and eyecannndy — never the frames.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-reference-finder", "card": "Reference Finder", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 154, "type": "warning", "value": 4, "advice": "Respect an artist's stated terms: some allow their image as a reference for drawing but forbid it as material for AI generation.", "quote": "I don’t mind at all if you use that image as a reference for your own drawing, but please don’t use it as material for AI generation.", "flags": [], "proof_score": 147, "source": {"url": "https://x.com/enargeia5525/status/2115331002625339901", "author": "@enargeia5525", "followers": 200763, "date": "2026-10-28", "likes": 270, "bookmarks": 8, "views": 3760}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 155, "type": "rule", "value": 4, "advice": "Attach screenshots of a polished product as a visual quality bar and match the polish, not the brand: original name, logo, icons and copy.", "quote": "I attached screenshots of CleanMyMac as a visual quality bar. Match the polish, not the brand:", "flags": [], "proof_score": 2590, "source": {"url": "https://x.com/0xMovez/status/2115870377523949687", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, "also": [{"url": "https://x.com/0xMovez/status/2115870373300326503", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 156, "type": "technique", "value": 3, "advice": "Send the agent a short video of a texture you like (smoky gradients) and have it rebuild that as a live shader.", "quote": "i sent it a random video of smoky gradients.", "flags": [], "proof_score": 2590, "source": {"url": "https://x.com/0xMovez/status/2115870373300326503", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 157, "type": "skill", "value": 3, "advice": "Use the design-to-code skill to build from Figma frames, screenshots or mockups; it checks itself against the design before calling it done.", "quote": "Checks itself against your design before calling it done", "flags": [], "proof_score": 293, "source": {"url": "https://x.com/athrix_codes/status/2117596718019789205", "author": "@athrix_codes", "followers": 3994, "date": "2026-11-03", "likes": 176, "bookmarks": 198, "views": 6670}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 158, "type": "warning", "value": 3, "advice": "Keep unrelated images out of the agent's context and test its decisions; simple shapes in an image can steer models on unrelated tasks.", "quote": "simple shapes in images can steer AI on unrelated tasks", "flags": [], "proof_score": 27, "source": {"url": "https://x.com/rohanpaul_ai/status/2117651708998484268", "author": "@rohanpaul_ai", "followers": 160724, "date": "2026-11-03", "likes": 33, "bookmarks": 8, "views": 2692}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 159, "type": "technique", "value": 3, "advice": "Use comic panels, reworked into a live-action version first, as the storyboard that guides action, camera angles and scene transitions.", "quote": "use the comic panels to guide the action, camera angles, and scene transitions", "flags": [], "proof_score": 31, "source": {"url": "https://x.com/EndFolding79421/status/2117287242351641054", "author": "@EndFolding79421", "followers": 823, "date": "2026-11-02", "likes": 18, "bookmarks": 20, "views": 1681}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 160, "type": "technique", "value": 3, "advice": "Make one reference image the exact first frame and the reference for look, outfit, set and light for the whole video.", "quote": "is the exact first frame and the reference for her look, outfit, the café and the light for the whole video.", "flags": [], "proof_score": 10, "source": {"url": "https://x.com/socialwithaayan/status/2112884714193420364", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-21", "likes": 11, "bookmarks": 3, "views": 1690}, "also": [{"url": "https://x.com/socialwithaayan/status/2112884698313879586", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-21", "likes": 13, "bookmarks": 1, "views": 1794}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 161, "type": "rule", "value": 3, "advice": "List 'use a celebrity face as style source' as an anti-goal in the spec.", "quote": "A: use celebrity face as style source", "flags": [], "proof_score": 41, "source": {"url": "https://x.com/ai_chuhai/status/2114426971862294672", "author": "@ai_chuhai", "followers": 4281, "date": "2026-10-25", "likes": 16, "bookmarks": 31, "views": 1781}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 162, "type": "rule", "value": 3, "advice": "Keep the hero character stylized and clearly fictional, and take only trailer pacing and lighting from the reference video, not its characters or titles.", "quote": "Image 2 is the hero character {CHARACTER}, stylized and clearly fictional.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-3jzebaoypto", "card": "Fanta's AI horror-universe trailer, called AI slop", "kind": "prompt", "publisher": "Fanta", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/chetaslua/status/2117224843661980093", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 106, "bookmarks": 175, "views": 16921}], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 163, "type": "technique", "value": 3, "advice": "Before building from a borrowed style, ask which look to use: the reference material as written, the product's own design tokens, or a mix.", "quote": "B. My product's own style: take the colors, radii, borders and shadows from my existing design tokens and components, and keep only the structure and motion rules from this prompt.", "flags": [], "proof_score": 347, "source": {"url": "https://x.com/Kubai087/status/2115393082472681875", "author": "@Kubai087", "followers": 6803, "date": "2026-10-28", "likes": 198, "bookmarks": 235, "views": 12585}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 164, "type": "tool", "value": 3, "advice": "Use TwelveLabs from Claude Code for semantic search across your own video library of references.", "quote": "Semantic search and analysis across your video library from Claude Code.", "flags": [], "proof_score": 13, "source": {"url": "https://varg.ai/how-to/skills/twelvelabs", "card": "TwelveLabs Video Understanding", "kind": "skill", "publisher": "TwelveLabs", "installs": null, "stars": 26, "source_post_stats": null, "repo": "https://github.com/twelvelabs-io/twelve-labs-claude-code-plugin", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "01", "step_name": "References", "n": 165, "type": "data_stream", "value": 3, "advice": "Browse top AI images and videos with their prompts and base models through the Civitai MCP.", "quote": "Top AI images and videos with prompts and base models, plus model search.", "flags": [], "proof_score": 1, "source": {"url": "https://varg.ai/how-to/skills/civitai-mcp", "card": "Civitai MCP", "kind": "skill", "publisher": "Civitai", "installs": null, "stars": 2, "source_post_stats": null, "repo": "https://github.com/civitai/civitai-mcp-server", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 1, "type": "technique", "value": 5, "advice": "Start a folder of template videos from creators whose reels or long-form snippets you like, and keep adding to it.", "quote": "create a folder to start collecting \"template\" videos of people who have reels/long form snippets you like", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [{"url": "https://x.com/ethancole_ai/status/2117283871272092007", "author": "@ethancole_ai", "followers": 119804, "date": "2026-11-02", "likes": 275, "bookmarks": 266, "views": 146976}, {"url": "https://x.com/poistudioltd/status/2086013571218149595", "author": "@poistudioltd", "followers": 3245, "date": "2026-08-08", "likes": 398, "bookmarks": 489, "views": 15412}], "top10_rank": 6, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 2, "type": "technique", "value": 5, "advice": "Pick 3–5 references you like, drop the screenshots into Claude Code, and have it say what makes each one look good.", "quote": "pick 3 to 5 sites you like on Godly, Refero or One Page Love, drag the screenshots straight into Claude Code, and have it tell you what makes each one look good.", "flags": [], "proof_score": 1895, "source": {"url": "https://x.com/Voxyz_ai/status/2106474370860548341", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-03", "likes": 781, "bookmarks": 1400, "views": 104389}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 3, "type": "technique", "value": 5, "advice": "Give the agent 1–2 reference videos and tell it to match them; naming a style works better than describing one.", "quote": "pick 1-2 videos whose style you want and tell opus to match them. naming a style works way better than describing one", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}, {"url": "https://x.com/abxxai/status/2115082361511760351", "author": "@abxxai", "followers": 24382, "date": "2026-10-27", "likes": 190, "bookmarks": 158, "views": 35391}], "top10_rank": 1, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 4, "type": "warning", "value": 5, "advice": "Expect the generic default look (centered text, gradient background, everything fading in) whenever the agent gets no reference.", "quote": "without a reference, opus falls back to its default look: centered text, gradient background, everything fading in", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 5, "type": "technique", "value": 5, "advice": "Tile frames from a reference video into one image, pull out its pacing, type and transitions, and write them up as code.", "quote": "tile frames from a reference video you love into one image, pull out its pacing, type and transitions, and write them up as HyperFrames code.", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 6, "type": "technique", "value": 3, "advice": "Feed about 10 frames of a reference video to the model and explain what happens in them.", "quote": "fed around 10 frames from it into ChatGPT, and explained what was happening so it could understand the story", "flags": [], "proof_score": 2914, "source": {"url": "https://x.com/YourAlphaMom/status/2098541423062548561", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-09-11", "likes": 2098, "bookmarks": 1227, "views": 637589}, "also": [{"url": "https://x.com/EXM7777/status/2100615302388330944", "author": "@EXM7777", "followers": 156736, "date": "2026-09-17", "likes": 440, "bookmarks": 805, "views": 29166}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 7, "type": "technique", "value": 3, "advice": "Let the agent pull references from the web and study motion design before it builds.", "quote": "You can use the internet freely to pull in references. You can look at motion design.", "flags": [], "proof_score": 7558, "source": {"url": "https://x.com/donaldjewkes/status/2102801469976248500", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 2393, "bookmarks": 5702, "views": 659177}, "also": [{"url": "https://x.com/donaldjewkes/status/2102801906573935057", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 2393, "bookmarks": 5702, "views": 659177}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 8, "type": "rule", "value": 4, "advice": "Trace every reference to its source and terms; hold any video whose references lack a source or whose stock license bans AI use.", "quote": "nothing posts until every reference has a source.", "flags": ["promo"], "proof_score": 550, "source": {"url": "https://x.com/ethancole_ai/status/2117283871272092007", "author": "@ethancole_ai", "followers": 119804, "date": "2026-11-02", "likes": 275, "bookmarks": 266, "views": 146976}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 9, "type": "tool", "value": 4, "advice": "Save reference videos by link, or Pinterest images, locally into the reference folder.", "quote": "Save any video by link (X, YouTube, Instagram, TikTok, 1800+ sites) or Pinterest images as references, locally, no key.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/media-download", "card": "Local-first video downloader: private, no subscription", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/media-download", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 10, "type": "skill", "value": 4, "advice": "Use the Are.na MCP so the agent can build and read moodboard channels itself.", "quote": "Build and read Are.na moodboard channels from your agent.", "flags": [], "proof_score": 10, "source": {"url": "https://varg.ai/how-to/skills/arena-mcp", "card": "Are.na MCP", "kind": "skill", "publisher": "Are.na", "installs": null, "stars": 19, "source_post_stats": null, "repo": "https://github.com/aredotna/mcp", "license": "unknown"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 11, "type": "data_stream", "value": 4, "advice": "Search film stills by lighting, lens, shot size, colour and mood with FrameThrower.", "quote": "Film stills from 5,489 films, searchable by lighting, lens, shot size, color and mood.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/framethrower", "card": "FrameThrower Film References", "kind": "skill", "publisher": "FrameThrower", "installs": null, "stars": 1, "source_post_stats": null, "repo": "https://github.com/framethrower-ai/framethrower-mcp", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 12, "type": "data_stream", "value": 4, "advice": "Collect film references as deep links to shot.cafe, film-grab and eyecannndy instead of copying the frames.", "quote": "Pointer-only reference search: deep links to shot.cafe, film-grab and eyecannndy — never the frames.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-reference-finder", "card": "Reference Finder", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 13, "type": "skill", "value": 4, "advice": "Give Brandprint a brand's X handle to get that brand's launch-film house style written as rules.", "quote": "Give it a brand's X handle: it blueprints that brand's launch films and writes its house style as rules.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/refs-brandprint", "card": "Brandprint by Refs", "kind": "skill", "publisher": "Refs", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://refs.video/connect", "license": "Refs: proprietary hosted service (free search, Pro for the rest)"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 14, "type": "data_stream", "value": 3, "advice": "Pull launch-film references from Refs' index of 4,322 films across 293 brands.", "quote": "An index of Refs' 4,322 measured launch films, demos and explainers: every category and all 293 brands", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/launch-video-examples-by-brand", "card": "Launch video examples from 293 brands", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 15, "type": "data_stream", "value": 3, "advice": "Browse Higgsfield's 100+ previewed photographic looks when picking a style.", "quote": "Higgsfield Soul styles: 100+ photographic looks (film, fashion, surreal, street) for Soul image generation, each with a preview.", "flags": [], "proof_score": 0, "source": {"url": null, "card": "How to pick a Higgsfield style", "kind": "how_to", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 16, "type": "data_stream", "value": 4, "advice": "Pick a Refero Styles DESIGN.md (a site's colours, typography and spacing), drop it into the project and have the agent follow it.", "quote": "Refero Styles: each product site's colors, typography and spacing, written up as a DESIGN.md for AI to read. Pick one, drop it into your project and have Opus follow it", "flags": [], "proof_score": 2166, "source": {"url": "https://x.com/Voxyz_ai/status/2104284941437784139", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 759, "bookmarks": 1693, "views": 93927}, "also": [{"url": "https://x.com/iamtanzil_/status/2108066324907962575", "author": "@iamtanzil_", "followers": 3352, "date": "2026-10-08", "likes": 2763, "bookmarks": 7180, "views": 189575}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 17, "type": "data_stream", "value": 4, "advice": "Start from a ready brand DESIGN.md in awesome-design-md instead of writing a style file from nothing.", "quote": "awesome-design-md -> 84 ready DESIGN.md files inspired by top brand sites, Claude picks up the whole design system in one go", "flags": [], "proof_score": 656, "source": {"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}, "also": [{"url": "https://x.com/Voxyz_ai/status/2104284941437784139", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 759, "bookmarks": 1693, "views": 93927}, {"url": "https://x.com/thegreatest_sv/status/2116587002493542781", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-31", "likes": 1423, "bookmarks": 2140, "views": 106846}, {"url": "https://x.com/thegreatest_sv/status/2116241528737693741", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-30", "likes": 865, "bookmarks": 1336, "views": 55008}, {"url": "https://x.com/Beaver_0x/status/2116906378052706730", "author": "@Beaver_0x", "followers": 2845, "date": "2026-11-01", "likes": 232, "bookmarks": 218, "views": 11876}, {"url": "https://x.com/kepochnik/status/2115095193858736267", "author": "@kepochnik", "followers": 25503, "date": "2026-10-27", "likes": 55, "bookmarks": 28, "views": 1986}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 18, "type": "data_stream", "value": 3, "advice": "Feed the agent curated high-end site references from Minimal Gallery.", "quote": "Minimal Gallery ( — curated high-end sites to feed your agent", "flags": [], "proof_score": 8751, "source": {"url": "https://x.com/iamtanzil_/status/2108066324907962575", "author": "@iamtanzil_", "followers": 3352, "date": "2026-10-08", "likes": 2763, "bookmarks": 7180, "views": 189575}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 19, "type": "tool", "value": 4, "advice": "Run npx designlang to pull a reference site's colours, fonts and spacing into agent-readable files.", "quote": "npx designlang pulls any site's colors, fonts and spacing into files your agent can use", "flags": [], "proof_score": 656, "source": {"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 20, "type": "tool", "value": 3, "advice": "Index the whole brand folder (PDFs, screenshots, moodboards, video) with Graphify so the agent keeps recalling your style.", "quote": "Graphify -> drop your whole brand folder (PDFs, screenshots, moodboards, video), Claude maps it into one graph and never forgets your style", "flags": ["unverified_claim"], "proof_score": 656, "source": {"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 21, "type": "technique", "value": 4, "advice": "Make the agent read the brand folder (brand, tone and manner, logo) before it starts building.", "quote": "Before you start, read the materials in the company folder (overview, business and workflow, brand, tone & manner, logo).", "flags": [], "proof_score": 2234, "source": {"url": "https://varg.ai/how-to/prompts/x-2105850638416404849", "card": "Agent-made 55 s corporate brand film from a company folder", "kind": "prompt", "publisher": "takuchang_n", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 2078, "views": 156000}, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2105574110965199208", "card": "17 s open-campus ad: AI presenter keyed into motion type", "kind": "prompt", "publisher": "takuchang_n", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 22, "type": "tool", "value": 3, "advice": "Use Google's Mixboard to create a moodboard and rearrange the images in it.", "quote": "Moodboard oluşturuyor.", "flags": [], "proof_score": 2150, "source": {"url": "https://x.com/AIVersePlay/status/2081791760586477755", "author": "@AIVersePlay", "followers": 11846, "date": "2026-07-27", "likes": 944, "bookmarks": 1602, "views": 75502}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 23, "type": "tool", "value": 3, "advice": "Give Pomelli just a website URL and it analyses the brand identity.", "quote": "Marka kimliğini analiz ediyor.", "flags": [], "proof_score": 2150, "source": {"url": "https://x.com/AIVersePlay/status/2081791760586477755", "author": "@AIVersePlay", "followers": 11846, "date": "2026-07-27", "likes": 944, "bookmarks": 1602, "views": 75502}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 24, "type": "data_stream", "value": 3, "advice": "Study the prompts behind successful Opus 5.5 animations in the awesome-opus5-5-videos archive.", "quote": "Özellikle başarılı animasyonların arkasındaki promptları incelemek için güzel bir kaynak.", "flags": [], "proof_score": 4576, "source": {"url": "https://x.com/theozguratillay/status/2117165062125215871", "author": "@theozguratillay", "followers": 1531, "date": "2026-11-02", "likes": 1689, "bookmarks": 3610, "views": 121665}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 25, "type": "data_stream", "value": 3, "advice": "Get CC0 HDRIs, textures and models from Poly Haven to light and texture 3D scenes.", "quote": "Poly Haven supplies CC0 HDRIs, textures and model", "flags": [], "proof_score": 352, "source": {"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 26, "type": "technique", "value": 5, "advice": "Compare a set of high-rated references and turn what the best ones share into written rules.", "quote": "Before release we compared the rules with 16 high-rated dashboards on Dribbble and Behance. What the best ones share became rules", "flags": [], "proof_score": 837, "source": {"url": "https://x.com/sinanyorulmazz/status/2116531845839851723", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}, "also": [], "top10_rank": 8, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 27, "type": "prompt", "value": 5, "advice": "Feed 2–3 loved references with one line asking the agent to extract mood, motion, typography and pacing and write it down as a style bible.", "quote": "extract the art direction: mood, motion, typography, pacing. write it down as a style bible", "flags": [], "proof_score": 2204, "source": {"url": "https://x.com/0xMiraqle/status/2076217897005855093", "author": "@0xMiraqle", "followers": 4886, "date": "2026-07-12", "likes": 763, "bookmarks": 1684, "views": 138757}, "also": [{"url": "https://x.com/0xMiraqle/status/2077199463278395732", "author": "@0xMiraqle", "followers": 4886, "date": "2026-07-15", "likes": 755, "bookmarks": 1581, "views": 207511}], "top10_rank": 4, "top3": true}
{"step": "02", "step_name": "Moodboard", "n": 28, "type": "technique", "value": 4, "advice": "Make the style bible record why each animation exists, not only what it looks like.", "quote": "reverse-engineer the art direction: mood, typography, pacing, and WHY each animation exists. save it as a style bible", "flags": [], "proof_score": 2166, "source": {"url": "https://x.com/0xMiraqle/status/2077199463278395732", "author": "@0xMiraqle", "followers": 4886, "date": "2026-07-15", "likes": 755, "bookmarks": 1581, "views": 207511}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 29, "type": "rule", "value": 5, "advice": "Turn the traits you pick into a DESIGN.md and import it into CLAUDE.md so every later output follows it.", "quote": "turn the parts you pick into a DESIGN.md and import it into CLAUDE.md. Every page after that follows it.", "flags": [], "proof_score": 1895, "source": {"url": "https://x.com/Voxyz_ai/status/2106474370860548341", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-03", "likes": 781, "bookmarks": 1400, "views": 104389}, "also": [{"url": "https://x.com/Voxyz_ai/status/2103977414711767244", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-26", "likes": 2903, "bookmarks": 6914, "views": 645020}], "top10_rank": 5, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 30, "type": "rule", "value": 5, "advice": "Write the DESIGN.md first and make every colour, font size, spacing and corner radius follow it.", "quote": "Write a DESIGN.md first, and make every color, font size, spacing and corner radius follow it", "flags": [], "proof_score": 9011, "source": {"url": "https://x.com/Voxyz_ai/status/2103977414711767244", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-26", "likes": 2903, "bookmarks": 6914, "views": 645020}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 31, "type": "rule", "value": 4, "advice": "Keep the palette restrained and the type hierarchy clear.", "quote": "Keep the palette restrained and the type hierarchy clear", "flags": [], "proof_score": 9011, "source": {"url": "https://x.com/Voxyz_ai/status/2103977414711767244", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-26", "likes": 2903, "bookmarks": 6914, "views": 645020}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 32, "type": "rule", "value": 4, "advice": "Add house rules to the style bible that ban template layouts and stock gradients and make motion carry the story.", "quote": "add house rules: no template hero-with-three-cards, no stock gradients, motion carries the story, every section earns its scroll", "flags": [], "proof_score": 2204, "source": {"url": "https://x.com/0xMiraqle/status/2076217897005855093", "author": "@0xMiraqle", "followers": 4886, "date": "2026-07-12", "likes": 763, "bookmarks": 1684, "views": 138757}, "also": [{"url": "https://x.com/0xMiraqle/status/2077199463278395732", "author": "@0xMiraqle", "followers": 4886, "date": "2026-07-15", "likes": 755, "bookmarks": 1581, "views": 207511}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 33, "type": "rule", "value": 5, "advice": "Describe the style's character in two or three concrete words, never clean, modern, sleek, minimal or premium.", "quote": "Character: two or three concrete words, not clean, modern, sleek, minimal or premium", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 34, "type": "technique", "value": 4, "advice": "Name the world: the setting or material the subject naturally belongs to.", "quote": "World: the setting or material this product naturally belongs to", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 35, "type": "rule", "value": 4, "advice": "Give rich colour and detail to only one or two spots in the frame.", "quote": "Focus: only one or two spots get rich color and detail; everything else stays", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 36, "type": "warning", "value": 4, "advice": "Audit for AI-slop signs first: purple gradients, glows, gradient text, emoji labels, sparkle badges, wide-tracked all-caps labels, endless animations.", "quote": "Start with purple gradients, glows, gradient text, emoji labels, \"New ✨\" badges, all-caps labels with wide letter spacing, animations that never stop", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [{"url": "https://x.com/Klonzu/status/2116229628431925731", "author": "@Klonzu", "followers": 879, "date": "2026-10-30", "likes": 154, "bookmarks": 131, "views": 7245}, {"url": "https://varg.ai/how-to/prompts/x-2107069202050019403", "card": "Vintage journaling sticker kit that doesn't look AI-made", "kind": "prompt", "publisher": "mweng_1004", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 37, "type": "check", "value": 4, "advice": "Write a five-line direction and get the person's OK before changing anything.", "quote": "before you change anything, write a five-line direction and wait for my OK", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 38, "type": "rule", "value": 4, "advice": "Fix one look (light, dark, blueprint or glass) with a single accent colour before building.", "quote": "look: light, dark, blueprint or glass, one accent", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [{"url": "https://x.com/ScottyBeamIO/status/2116919908474789939", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-11-01", "likes": 219, "bookmarks": 289, "views": 18277}, {"url": "https://varg.ai/how-to/styles/trending", "card": "Code-made motion design", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 39, "type": "technique", "value": 4, "advice": "Start from the closest gold example in your library instead of from scratch.", "quote": "examples: start from the closest of dozens of gold examples", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [{"url": "https://x.com/ScottyBeamIO/status/2116919908474789939", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-11-01", "likes": 219, "bookmarks": 289, "views": 18277}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 40, "type": "warning", "value": 3, "advice": "Check that the brand's own style shows up; bland output is one of the named failure modes.", "quote": "bland, your brand's style never shows up", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 41, "type": "rule", "value": 4, "advice": "Pick a real aesthetic before writing the first line of code.", "quote": "Claude picks a real aesthetic before the first line of code. no more purple gradient and the same default font on every landing page", "flags": [], "proof_score": 215, "source": {"url": "https://x.com/Klonzu/status/2116229628431925731", "author": "@Klonzu", "followers": 879, "date": "2026-10-30", "likes": 154, "bookmarks": 131, "views": 7245}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 42, "type": "rule", "value": 4, "advice": "Use reference screenshots as a quality bar: match their polish, not their brand.", "quote": "I attached screenshots of CleanMyMac as a visual quality bar. Match the polish, not the brand:", "flags": [], "proof_score": 2590, "source": {"url": "https://x.com/0xMovez/status/2115870377523949687", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 43, "type": "technique", "value": 4, "advice": "Mock up three clearly different directions, let the person pick one, then iterate on it.", "quote": "Make 3 different UI concepts (light glass, dark neon, minimal)", "flags": [], "proof_score": 2590, "source": {"url": "https://x.com/0xMovez/status/2115870377523949687", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, "also": [{"url": "https://x.com/0xMovez/status/2115870373300326503", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, {"url": "https://x.com/thegreatest_sv/status/2116587002493542781", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-31", "likes": 1423, "bookmarks": 2140, "views": 106846}, {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 44, "type": "technique", "value": 4, "advice": "Give the agent your style frames with a direction note for each frame.", "quote": "i gave claude my illustrator artboards with a direction note for each frame", "flags": [], "proof_score": 337, "source": {"url": "https://x.com/VadimCarazan/status/2115778589832429954", "author": "@VadimCarazan", "followers": 13886, "date": "2026-10-29", "likes": 235, "bookmarks": 211, "views": 8472}, "also": [{"url": "https://x.com/VadimCarazan/status/2115796754163765604", "author": "@VadimCarazan", "followers": 13886, "date": "2026-10-29", "likes": 235, "bookmarks": 211, "views": 8472}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 45, "type": "technique", "value": 4, "advice": "Log your edits and the reason for each in the style file so the agent has something specific to apply.", "quote": "for voice .md, include your edits. an approved post helps, but explaining why you changed the opening gives the agent something specific to apply", "flags": [], "proof_score": 3608, "source": {"url": "https://x.com/shannholmberg/status/2098850243760808268", "author": "@shannholmberg", "followers": 37522, "date": "2026-09-12", "likes": 1555, "bookmarks": 2631, "views": 199278}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 46, "type": "technique", "value": 4, "advice": "After each video that turns out decent, update the style skill with what worked.", "quote": "work with the agent driver on your videos and update the skills at the end of each process of getting a decent outcome", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 47, "type": "technique", "value": 3, "advice": "Pass your curated references as context when the agent calls the image or video model.", "quote": "call the relevant model (opus 5.5, kling 3.0, etc) with curations as context", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115216345612894362", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 48, "type": "technique", "value": 4, "advice": "Keep the style as its own .md file next to the brief, storyboard, motion and sound files.", "quote": "Eight .md files that turn Claude Code + Remotion into a launch-film studio: brief, style, storyboard, motion, sound, render.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/opus-5-5-motion-studio-harness", "card": "Opus 5.5 Motion Studio Harness", "kind": "skill", "publisher": "beamnxw", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/beamnxw/my_works/blob/main/opus55-motion-studio-harness.zip", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 49, "type": "technique", "value": 4, "advice": "Store the title and caption style as JSON the agent reads, with an HTML preview.", "quote": "Cut30's title and caption style kit for 9:16 and 16:9: JSON your agent reads plus an HTML preview.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/cut30-agent-video-style-kit", "card": "Agent Video Style Kit", "kind": "skill", "publisher": "Cut30", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://cut30.co/guides/agent-video-style-kit", "license": "Cut30 terms: use and customize for personal or commercial videos, keep Cut30 attribution on the kit page"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 50, "type": "skill", "value": 3, "advice": "Make an art bible its own step in the chain, before script, staging and storyboard.", "quote": "Seven chained skills from novel to AI short drama: characters, outline, art bible, script, staging, storyboard.", "flags": [], "proof_score": 2762, "source": {"url": "https://varg.ai/how-to/skills/shuohao-short-drama", "card": "Shuohao Short-Drama Skills", "kind": "skill", "publisher": "Wesley Wang", "installs": 1403, "stars": 5383, "source_post_stats": null, "repo": "https://github.com/eternityspring/shuohao-skills", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 51, "type": "technique", "value": 4, "advice": "Keep a style guide for captions, titles, transitions and graphics as part of the video stack.", "quote": "Style guide for captions, titles, transitions, and graphics.", "flags": [], "proof_score": 3460, "source": {"url": "https://x.com/landforce/status/2115925710611288362", "author": "@landforce", "followers": 68077, "date": "2026-10-29", "likes": 1622, "bookmarks": 2559, "views": 89616}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 52, "type": "skill", "value": 4, "advice": "Copy the Brand Guidelines skill as a compact template for your own colours-and-typography skill.", "quote": "Apply Anthropic's colors and typography to any artifact; a compact template for your own brand skill.", "flags": [], "proof_score": 97519, "source": {"url": "https://varg.ai/how-to/skills/anthropic-brand-guidelines", "card": "Brand Guidelines", "kind": "skill", "publisher": "Anthropic", "installs": 110500, "stars": 183988, "source_post_stats": null, "repo": "https://github.com/anthropics/skills/tree/main/skills/brand-guidelines", "license": "Apache-2.0"}, "also": [{"url": "https://x.com/charliejhills/status/2076221471375122811", "author": "@charliejhills", "followers": 16073, "date": "2026-07-12", "likes": 4156, "bookmarks": 9196, "views": 449450}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 53, "type": "skill", "value": 3, "advice": "Generate a full visual identity (palette, logo marks, type, brandbook) when the person has no brand kit.", "quote": "Build a complete visual identity: palette, SVG logo marks, type, mockups, packaging and an editable brandbook.", "flags": [], "proof_score": 5976, "source": {"url": "https://varg.ai/how-to/skills/higgsfield-brandkit", "card": "Higgsfield Brandkit", "kind": "skill", "publisher": "Higgsfield", "installs": 102700, "stars": 1682, "source_post_stats": null, "repo": "https://github.com/higgsfield-ai/skills/tree/main/higgsfield-brandkit", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 54, "type": "technique", "value": 3, "advice": "If the person gives no brand colours, pull them from the logo.", "quote": "my brand colours (or pull them from my logo)", "flags": [], "proof_score": 2327, "source": {"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 55, "type": "skill", "value": 3, "advice": "Pull brand tokens, components and storyboard frames from a Figma link straight into the video.", "quote": "Turn a Figma link into video: rendered assets, brand tokens, components and storyboard frames rebuilt as motion.", "flags": [], "proof_score": 53427, "source": {"url": "https://varg.ai/how-to/skills/hyperframes-figma", "card": "HyperFrames Figma", "kind": "skill", "publisher": "HeyGen", "installs": 337900, "stars": 73064, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/skills/figma", "license": "Apache-2.0"}, "also": [{"url": "https://x.com/AmirMushich/status/2113692928824484078", "author": "@AmirMushich", "followers": 91808, "date": "2026-10-23", "likes": 1492, "bookmarks": 3216, "views": 110741}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 56, "type": "skill", "value": 3, "advice": "Use UI UX Pro Max to choose palettes and font pairings that suit the industry.", "quote": "gives Claude real design taste: 192 color palettes, 74 font pairings, rules for every industry", "flags": [], "proof_score": 6118, "source": {"url": "https://x.com/thegreatest_sv/status/2115876572464812071", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-29", "likes": 2463, "bookmarks": 4719, "views": 167373}, "also": [{"url": "https://x.com/AmirMushich/status/2113692928824484078", "author": "@AmirMushich", "followers": 91808, "date": "2026-10-23", "likes": 1492, "bookmarks": 3216, "views": 110741}, {"url": "https://x.com/Suryanshti777/status/2081761224241627420", "author": "@Suryanshti777", "followers": 44111, "date": "2026-07-27", "likes": 2143, "bookmarks": 4181, "views": 162565}, {"url": "https://x.com/thegreatest_sv/status/2116967509735747833", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-01", "likes": 143, "bookmarks": 168, "views": 9394}, {"url": "https://x.com/Beaver_0x/status/2116545738775969964", "author": "@Beaver_0x", "followers": 2845, "date": "2026-10-31", "likes": 117, "bookmarks": 89, "views": 5263}, {"url": "https://x.com/kepochnik/status/2115095193858736267", "author": "@kepochnik", "followers": 25503, "date": "2026-10-27", "likes": 55, "bookmarks": 28, "views": 1986}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 57, "type": "skill", "value": 3, "advice": "Install taste-skill and use it while building so pages stop looking like templates.", "quote": "npx skills add Leonxlnx/taste-skill --skill design-taste-frontend", "flags": [], "proof_score": 1895, "source": {"url": "https://x.com/Voxyz_ai/status/2106474370860548341", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-03", "likes": 781, "bookmarks": 1400, "views": 104389}, "also": [{"url": "https://x.com/Suryanshti777/status/2081761224241627420", "author": "@Suryanshti777", "followers": 44111, "date": "2026-07-27", "likes": 2143, "bookmarks": 4181, "views": 162565}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 58, "type": "rule", "value": 3, "advice": "Design a distinct visual language on purpose; many brands run the same creative styles and viewers confuse them.", "quote": "you should be designing the visual language of your ads intentionally, and it does not take long to do", "flags": [], "proof_score": 325, "source": {"url": "https://x.com/zedmadeit/status/2116288864709218718", "author": "@zedmadeit", "followers": 7435, "date": "2026-10-30", "likes": 147, "bookmarks": 241, "views": 10240}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 59, "type": "rule", "value": 3, "advice": "Describe a borrowed famous look by its traits, without IP names.", "quote": "Original characters in famous cartoon looks (yellow sitcom, 3D family film, anime, clay), described without IP names.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-character-cartoon", "card": "Cartoon Look Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-cartoon", "license": "MIT"}, "also": [{"url": "https://x.com/chetaslua/status/2117224843661980093", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 106, "bookmarks": 175, "views": 16921}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 60, "type": "rule", "value": 4, "advice": "Take a reference's structure, not its pixels: swap the world and character until it feels like your own, not a copy.", "quote": "step 1: steal the structure, not the pixels", "flags": [], "proof_score": 1054, "source": {"url": "https://x.com/EXM7777/status/2100615302388330944", "author": "@EXM7777", "followers": 156736, "date": "2026-09-17", "likes": 440, "bookmarks": 805, "views": 29166}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 61, "type": "technique", "value": 5, "advice": "Write the palette as exact hex values plus the ground texture, e.g. cream paper with fine noise grain and three ink colours.", "quote": "A 1080x1920 explainer reel on warm cream paper (#EBE7E1 with fine noise grain). Colours: ink #1E1C1A, red #D7372C, grey #8A857E.", "flags": [], "proof_score": 2360, "source": {"url": "https://x.com/finnardley/status/2116010421740007894", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}, "also": [{"url": "https://x.com/finnardley/status/2116504270199554078", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 865, "bookmarks": 1923, "views": 170411}, {"url": "https://x.com/finnardley/status/2114305886420086817", "author": "@finnardley", "followers": 3467, "date": "2026-10-25", "likes": 3098, "bookmarks": 5288, "views": 256874}, {"url": "https://x.com/twoclipping/status/2110329502676951367", "author": "@twoclipping", "followers": 9487, "date": "2026-10-14", "likes": 2175, "bookmarks": 4371, "views": 153436}], "top10_rank": 3, "top3": true}
{"step": "02", "step_name": "Moodboard", "n": 62, "type": "technique", "value": 4, "advice": "Spec recurring elements to the pixel: fill hex, border width, corner radius and shadow pattern.", "quote": "Cards are #FBFAF8 with a 3px ink border, 20px corners and a halftone shadow (1.7px ink dots on an 8px grid, offset 13px left and 12px down).", "flags": [], "proof_score": 2360, "source": {"url": "https://x.com/finnardley/status/2116010421740007894", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 63, "type": "rule", "value": 4, "advice": "Fix caption type as font, weight, size and exact position so every scene sets text the same way.", "quote": "Captions sit top left (x 120, y 196, 850px wide) in Instrument Sans 500 at 62px.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116010421740007894", "card": "9:16 explainer reel with a talking cartoon presenter", "kind": "prompt", "publisher": "finnardley", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/twoclipping/status/2103835273813496100", "author": "@twoclipping", "followers": 9487, "date": "2026-09-26", "likes": 2194, "bookmarks": 3801, "views": 143709}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 64, "type": "technique", "value": 5, "advice": "Write the look brief in numbers (time of day, sun angle, colour temperature in Kelvin, focal length) so the agent can check against it.", "quote": "the trick is giving it something to check against. write the brief in numbers:", "flags": [], "proof_score": 156, "source": {"url": "https://x.com/QibazX/status/2115490139631743316", "author": "@QibazX", "followers": 1076, "date": "2026-10-28", "likes": 77, "bookmarks": 111, "views": 6736}, "also": [{"url": "https://x.com/finnardley/status/2116191842492453094", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 341, "bookmarks": 531, "views": 19638}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 65, "type": "technique", "value": 4, "advice": "Define an illustrated style by shape, outline and shading rules plus a short named palette.", "quote": "Flat colour shapes, no outlines, one slightly darker flat shade for form, a muted palette (dusty blue-grey, slate teal, warm beige, navy, soft purple),", "flags": [], "proof_score": 2957, "source": {"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, "also": [{"url": "https://x.com/treyscalez/status/2117602113509294520", "author": "@treyscalez", "followers": 58, "date": "2026-11-03", "likes": 48, "bookmarks": 65, "views": 2479}, {"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}, {"url": "https://varg.ai/how-to/prompts/x-2100497948945846631", "card": "Hand-drawn icon set: flat color shapes + loose pen lines", "kind": "prompt", "publisher": "konmari_tweet", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/IamEmily2050/status/2103173656356749367", "author": "@IamEmily2050", "followers": 49235, "date": "2026-09-24", "likes": 210, "bookmarks": 191, "views": 9353}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 66, "type": "prompt", "value": 4, "advice": "Write each style as one line of material, surface marks and motion rate, e.g. claymation with fingerprints at 12 fps.", "quote": "Make it claymation: soft clay with fingerprints, lumpy edges, stop-motion at 12 fps", "flags": [], "proof_score": 803, "source": {"url": "https://x.com/m4lkxx/status/2116893154322284929", "author": "@m4lkxx", "followers": 7191, "date": "2026-11-01", "likes": 461, "bookmarks": 548, "views": 24036}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 67, "type": "technique", "value": 4, "advice": "Build the palette on a warm/cold contrast: a cold base with warm pockets of light.", "quote": "Build the palette on strong warm/cold contrast: a cold, rainy night against warm pockets of firelight and glowing windows.", "flags": [], "proof_score": 1278, "source": {"url": "https://x.com/zer0point_eth/status/2116832762912973220", "author": "@zer0point_eth", "followers": 422, "date": "2026-11-01", "likes": 840, "bookmarks": 787, "views": 71113}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 68, "type": "technique", "value": 4, "advice": "Sum up a reference account's style as a short trait list: palette, figure style, interfaces, clock, subtitle type and accent colour.", "quote": "Dark navy palette with a single warm light under the door", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/Vynqorxe/status/2117046785168285990", "author": "@Vynqorxe", "followers": 1514, "date": "2026-11-02", "likes": 48, "bookmarks": 53, "views": 3008}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 69, "type": "technique", "value": 4, "advice": "Name the style reference and list which dimensions to borrow from it: design, line work, backgrounds, colour, atmosphere.", "quote": "Use Studio Ghibli films as the art style reference for the design, line work, painted backgrounds, color, and atmosphere.", "flags": [], "proof_score": 894, "source": {"url": "https://x.com/chetaslua/status/2117169800271270124", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 331, "bookmarks": 663, "views": 65682}, "also": [{"url": "https://x.com/chetaslua/status/2117224843661980093", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 106, "bookmarks": 175, "views": 16921}, {"url": "https://x.com/edizkan_/status/2116950812111102219", "author": "@edizkan_", "followers": 5980, "date": "2026-11-01", "likes": 42, "bookmarks": 3, "views": 4005}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 70, "type": "technique", "value": 4, "advice": "Write one STYLE block that names light sources, surfaces, grade and camera handling together.", "quote": "flickering fluorescent lights, wet concrete reflections, cold green-grey color grading, handheld camerawork", "flags": [], "proof_score": 178, "source": {"url": "https://x.com/Ciri_ai/status/2117143506443784677", "author": "@Ciri_ai", "followers": 11908, "date": "2026-11-02", "likes": 233, "bookmarks": 31, "views": 30457}, "also": [{"url": "https://x.com/KrishnaBio1/status/2116456895523471836", "author": "@KrishnaBio1", "followers": 11827, "date": "2026-10-31", "likes": 97, "bookmarks": 23, "views": 3677}, {"url": "https://x.com/john_my07/status/2115813691874832890", "author": "@john_my07", "followers": 13308, "date": "2026-10-29", "likes": 107, "bookmarks": 32, "views": 3818}, {"url": "https://x.com/john_my07/status/2115092422091026831", "author": "@john_my07", "followers": 13308, "date": "2026-10-27", "likes": 74, "bookmarks": 22, "views": 2759}, {"url": "https://x.com/maxxmalist/status/2085422370362110168", "author": "@maxxmalist", "followers": 34045, "date": "2026-08-06", "likes": 675, "bookmarks": 1105, "views": 241178}, {"url": "https://x.com/Just_sharon7/status/2104153857542553754", "author": "@Just_sharon7", "followers": 48986, "date": "2026-09-27", "likes": 235, "bookmarks": 83, "views": 33730}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 71, "type": "technique", "value": 4, "advice": "Put a palette line in the global style block and reserve one special colour for a single story beat.", "quote": "Palette: cool desaturated city grays, black wardrobe, chrome. A translucent black-purple smoke aura appears only after the heroine rises.", "flags": [], "proof_score": 150, "source": {"url": "https://x.com/iamsofiaijaz/status/2115406342802506033", "author": "@iamsofiaijaz", "followers": 15879, "date": "2026-10-28", "likes": 136, "bookmarks": 76, "views": 6157}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 72, "type": "rule", "value": 4, "advice": "List the looks to avoid in the style file, e.g. no warm yellow interior light, glossy commercial light or beauty-filter skin.", "quote": "No warm yellow interior lighting, glossy commercial lighting or beauty-filter skin.", "flags": [], "proof_score": 234, "source": {"url": "https://x.com/YourAlphaMom/status/2116284031067476106", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-30", "likes": 125, "bookmarks": 154, "views": 17180}, "also": [{"url": "https://x.com/doctorwasif/status/2117126965291598243", "author": "@doctorwasif", "followers": 13298, "date": "2026-11-02", "likes": 208, "bookmarks": 25, "views": 46105}, {"url": "https://x.com/AIwithNatalia/status/2115439798165107166", "author": "@AIwithNatalia", "followers": 12525, "date": "2026-10-28", "likes": 117, "bookmarks": 4, "views": 20899}, {"url": "https://x.com/higgsfield_ai/status/2083155162475217058", "author": "@higgsfield_ai", "followers": 253288, "date": "2026-07-31", "likes": 518, "bookmarks": 275, "views": 37857}, {"url": "https://x.com/JoywDan/status/2114383007138390475", "author": "@JoywDan", "followers": 7505, "date": "2026-10-25", "likes": 83, "bookmarks": 31, "views": 4645}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 73, "type": "rule", "value": 5, "advice": "Get a period or device look by naming the recording format and its artifacts, not a mood.", "quote": "Give FLUX 3 video a period look by naming the recording format and its artifacts, not a mood.", "flags": [], "proof_score": 73, "source": {"url": "https://varg.ai/how-to/skills/flux-3-archival-formats", "card": "FLUX 3 Archival Formats", "kind": "skill", "publisher": "Black Forest Labs", "installs": 101, "stars": 135, "source_post_stats": null, "repo": "https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-archival-formats", "license": "MIT"}, "also": [{"url": "https://x.com/abulu8/status/2116999082413904166", "author": "@abulu8", "followers": 5176, "date": "2026-11-01", "likes": 147, "bookmarks": 39, "views": 14928}, {"url": "https://x.com/abulu8/status/2116224268048712088", "author": "@abulu8", "followers": 5176, "date": "2026-10-30", "likes": 115, "bookmarks": 17, "views": 37317}, {"url": "https://x.com/ai_anelia/status/2117239438942306560", "author": "@ai_anelia", "followers": 10653, "date": "2026-11-02", "likes": 110, "bookmarks": 3, "views": 888}, {"url": "https://x.com/Mavern_0x/status/2115136746392314256", "author": "@Mavern_0x", "followers": 3413, "date": "2026-10-27", "likes": 46, "bookmarks": 24, "views": 15959}, {"url": "https://x.com/itxabdullaa/status/2107792780395458733", "author": "@itxabdullaa", "followers": 7470, "date": "2026-10-07", "likes": 203, "bookmarks": 17, "views": 12474}, {"url": "https://x.com/maarcoofdezz/status/2078162454744346803", "author": "@maarcoofdezz", "followers": 52556, "date": "2026-07-17", "likes": 122, "bookmarks": 60, "views": 139648}, {"url": "https://varg.ai/how-to/prompts/x-2102775755646337530", "card": "Y2K home-video road trip: who holds the camera is the prompt", "kind": "prompt", "publisher": "abxxai", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 3891, "views": 269000}, "repo": null, "license": null}], "top10_rank": 10, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 74, "type": "technique", "value": 3, "advice": "Write a format look as aspect ratio, resolution, edge artifacts, black level and colour temperature.", "quote": "4:3 standard-definition video with soft detail, interlaced edges, slightly crushed blacks and cool fluorescent or warm tungsten color", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "Early-2000s DV camcorder", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 75, "type": "technique", "value": 3, "advice": "For blockbuster realism, grade teal shadows against warm skin and practical fire, with anamorphic flares and heavy atmosphere.", "quote": "teal shadows against warm skin and practical fire, anamorphic flares, shallow depth and heavy atmosphere (rain, smoke, sparks)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "Hollywood blockbuster realism", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 76, "type": "technique", "value": 3, "advice": "For an editorial redraw, limit the art to ink lines or three to four flat colours on rough off-white paper.", "quote": "ink lines or three to four flat colors on rough off-white paper", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "Photo-to-editorial art poster", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 77, "type": "technique", "value": 3, "advice": "Name the feel as part of the look, e.g. spontaneous and observed rather than performed.", "quote": "The footage should feel spontaneous, intimate, imperfect, and genuinely observed rather than performed.", "flags": [], "proof_score": 19923, "source": {"url": "https://x.com/Sheldon056/status/2091396663718117706", "author": "@Sheldon056", "followers": 13980, "date": "2026-08-23", "likes": 7040, "bookmarks": 11051, "views": 5352182}, "also": [{"url": "https://x.com/Mavern_0x/status/2115136746392314256", "author": "@Mavern_0x", "followers": 3413, "date": "2026-10-27", "likes": 46, "bookmarks": 24, "views": 15959}, {"url": "https://varg.ai/how-to/prompts/x-2091396663718117706", "card": "Ordinary summer day in Seoul as a friend's home video", "kind": "prompt", "publisher": "Sheldon056", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 78, "type": "rule", "value": 4, "advice": "Motivate every light: a window, lamp, monitor or streetlight should explain where the glow comes from.", "quote": "Motivate the light. A window, lamp, monitor, or streetlight should explain where the glow comes from.", "flags": [], "proof_score": 225, "source": {"url": "https://x.com/beginnersblog1/status/2117355436789977462", "author": "@beginnersblog1", "followers": 29874, "date": "2026-11-02", "likes": 107, "bookmarks": 167, "views": 4588}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 79, "type": "technique", "value": 4, "advice": "Start with one key light placed 30–60° to one side and slightly above eye level.", "quote": "Start with one key light. Place it 30–60° to one side and slightly above eye level.", "flags": [], "proof_score": 225, "source": {"url": "https://x.com/beginnersblog1/status/2117355436789977462", "author": "@beginnersblog1", "followers": 29874, "date": "2026-11-02", "likes": 107, "bookmarks": 167, "views": 4588}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 80, "type": "technique", "value": 4, "advice": "Light the environment first, then light the character to match it so they don't look pasted onto the background.", "quote": "Light the environment first. Give the room depth, then light your character to match it.", "flags": [], "proof_score": 225, "source": {"url": "https://x.com/beginnersblog1/status/2117355436789977462", "author": "@beginnersblog1", "followers": 29874, "date": "2026-11-02", "likes": 107, "bookmarks": 167, "views": 4588}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 81, "type": "technique", "value": 3, "advice": "Put the camera on the darker side of the face to get depth.", "quote": "Shoot the shadow side. Position the camera toward the darker side of the face.", "flags": [], "proof_score": 225, "source": {"url": "https://x.com/beginnersblog1/status/2117355436789977462", "author": "@beginnersblog1", "followers": 29874, "date": "2026-11-02", "likes": 107, "bookmarks": 167, "views": 4588}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 82, "type": "technique", "value": 4, "advice": "Write each lighting setup in the style file with a named source, direction and quality.", "quote": "56 lighting setups — golden hour to chiaroscuro, rain and fog — each with a named source, direction and quality.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-lighting-setups", "card": "Lighting Setups", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 83, "type": "technique", "value": 3, "advice": "Plan how the light changes across the piece, e.g. dim early-morning blue to warm bright sunlight.", "quote": "Light shifts from dim early-morning blue to warm bright sunlight as the routine progresses.", "flags": [], "proof_score": 180, "source": {"url": "https://x.com/QAiStudio/status/2117128948048109820", "author": "@QAiStudio", "followers": 8766, "date": "2026-11-02", "likes": 202, "bookmarks": 74, "views": 4622}, "also": [{"url": "https://x.com/doctorwasif/status/2116871445372657902", "author": "@doctorwasif", "followers": 13298, "date": "2026-11-01", "likes": 88, "bookmarks": 60, "views": 4437}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 84, "type": "technique", "value": 4, "advice": "Replace generic 'cinematic' keywords with shot size, eye level, lens, camera move and a named light source.", "quote": "Medium shot, eye level, 35mm lens. Slow dolly in over 5 seconds. Blue light from the object falls across her face.", "flags": [], "proof_score": 240, "source": {"url": "https://x.com/beginnersblog1/status/2115272884352663928", "author": "@beginnersblog1", "followers": 29874, "date": "2026-10-28", "likes": 112, "bookmarks": 177, "views": 6970}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 85, "type": "rule", "value": 4, "advice": "Constrain the model with real photographic language (lens, aperture, light direction, grain) instead of vague adjectives.", "quote": "因为你还在用空泛的形容词，而没有用真实的摄影物理语言去约束 AI。", "flags": [], "proof_score": 795, "source": {"url": "https://x.com/AYi_AInotes/status/2117508777062584363", "author": "@AYi_AInotes", "followers": 77687, "date": "2026-11-03", "likes": 389, "bookmarks": 533, "views": 67063}, "also": [{"url": "https://varg.ai/how-to/skills/replicate-prompt-images", "card": "Replicate Prompt Images", "kind": "skill", "publisher": "Replicate", "installs": 2700, "stars": 142, "source_post_stats": null, "repo": "https://github.com/replicate/skills/tree/main/skills/prompt-images", "license": "Apache-2.0"}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 86, "type": "technique", "value": 3, "advice": "State framing as a measurable fraction, e.g. head occupying 50–60% of frame height.", "quote": "head from hair crown to chin occupying 50–60% of frame height", "flags": [], "proof_score": 882, "source": {"url": "https://x.com/VIBEQUIRKLABS/status/2116168611773726743", "author": "@VIBEQUIRKLABS", "followers": 15666, "date": "2026-10-30", "likes": 922, "bookmarks": 400, "views": 21359}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 87, "type": "technique", "value": 3, "advice": "Assign texture by shot size, e.g. satellite imagery for close-ups, vintage paper map for wides, one marker colour on top.", "quote": "Real satellite imagery for the close-ups, a vintage paper map for everything wider, red marker drawn on top.", "flags": [], "proof_score": 902, "source": {"url": "https://x.com/finnardley/status/2116339267123212551", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 386, "bookmarks": 686, "views": 23053}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 88, "type": "technique", "value": 4, "advice": "Lay out the board image as a designed concept board with a grid, set type and a consistent palette, not a random collage.", "quote": "The layout should look like a professionally designed fashion concept board, not a random collage.", "flags": [], "proof_score": 58, "source": {"url": "https://x.com/jackchen1919/status/2115109011444109797", "author": "@jackchen1919", "followers": 9099, "date": "2026-10-27", "likes": 55, "bookmarks": 28, "views": 2089}, "also": [{"url": "https://x.com/beginnersblog1/status/2051641323908903411", "author": "@beginnersblog1", "followers": 29874, "date": "2026-05-05", "likes": 1202, "bookmarks": 1895, "views": 68276}, {"url": "https://x.com/JunJun0321A/status/2113473743486079334", "author": "@JunJun0321A", "followers": 5096, "date": "2026-10-23", "likes": 131, "bookmarks": 142, "views": 14957}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 89, "type": "skill", "value": 4, "advice": "Pair each named look with prompt words and an ffmpeg grade: a LUT at partial strength, then moving grain.", "quote": "Name a look, get prompt words plus an ffmpeg grade: LUT at partial strength, then moving grain.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-color-looks", "card": "Color Looks & LUTs", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 90, "type": "tool", "value": 3, "advice": "Build film-look LUTs, grain and halation from real film-stock datasheets.", "quote": "Simulates negative, print and slide film stocks from digitized datasheets and exports LUTs, grain and halation stages for grading.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/spectral-film-lut", "card": "Turn Film Stock Datasheets Into Film-Look LUTs", "kind": "skill", "publisher": "JanLohse", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/JanLohse/spectral_film_lut", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 91, "type": "rule", "value": 3, "advice": "Keep every LUT with its license on record, and link to vendor LUT pages rather than copying the files.", "quote": "varg-baked .cube looks plus link-only vendor LUT pages — every file with its license on record.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-lut-pack", "card": "Original LUT Pack", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 92, "type": "skill", "value": 3, "advice": "Draw style-file terms from a vocabulary of shot, lens, lighting, composition and grade terms.", "quote": "700+ shot, camera move, lighting, lens, composition and color-grade terms plus a prompt formula for Veo, Kling, Sora and Runway.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/cinematography-vocabulary-ai-video", "card": "Cinematography Vocabulary for AI Video Prompts", "kind": "skill", "publisher": "Rylaispirit", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/Rylaispirit/cinematic-video-prompt-skill", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 93, "type": "skill", "value": 3, "advice": "Use a cinematography skill to direct shot language, lenses, lighting, grade and film texture.", "quote": "Direct cinematic stills and video: shot language, camera moves, lenses, lighting, grade and film texture.", "flags": [], "proof_score": 183, "source": {"url": "https://varg.ai/how-to/skills/fal-cinematography", "card": "fal Cinematography", "kind": "skill", "publisher": "fal", "installs": 1100, "stars": 256, "source_post_stats": null, "repo": "https://github.com/fal-ai-community/skills/tree/main/skills/cinematography", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 94, "type": "skill", "value": 3, "advice": "Pick a look and palette from a library of code-made film styles instead of inventing one.", "quote": "59 film styles made entirely in code (oil paint, watercolor, ukiyo-e, satellite briefing, exploded teardown).", "flags": [], "proof_score": 4053, "source": {"url": "https://varg.ai/how-to/skills/lemo-opuscar", "card": "Lemo-Opuscar Film Styles", "kind": "skill", "publisher": "Lemomo", "installs": 442, "stars": 8062, "source_post_stats": null, "repo": "https://github.com/lemomo-ai/lemo-opuscar", "license": "MIT"}, "also": [{"url": "https://x.com/Y0urDumble/status/2115843713964318848", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-29", "likes": 65, "bookmarks": 76, "views": 5599}, {"url": "https://x.com/AmirMushich/status/2113692928824484078", "author": "@AmirMushich", "followers": 91808, "date": "2026-10-23", "likes": 1492, "bookmarks": 3216, "views": 110741}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 95, "type": "tool", "value": 3, "advice": "Design the style frames, layout, colours and reusable components in Penpot.", "quote": "design the style frames, layout, colors, and reusable components", "flags": [], "proof_score": 471, "source": {"url": "https://x.com/renproton/status/2116534058645959120", "author": "@renproton", "followers": 469, "date": "2026-10-31", "likes": 251, "bookmarks": 332, "views": 13530}, "also": [{"url": "https://x.com/beamnxw/status/2111125001482936542", "author": "@beamnxw", "followers": 14694, "date": "2026-10-16", "likes": 895, "bookmarks": 1417, "views": 51698}, {"url": "https://x.com/beamnxw/status/2110408774737432738", "author": "@beamnxw", "followers": 14694, "date": "2026-10-14", "likes": 686, "bookmarks": 937, "views": 40284}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 96, "type": "tool", "value": 3, "advice": "Bring in fonts with Fontsource and set one type hierarchy for every scene.", "quote": "bring in the fonts and set the type hierarchy for every scene", "flags": [], "proof_score": 471, "source": {"url": "https://x.com/renproton/status/2116534058645959120", "author": "@renproton", "followers": 469, "date": "2026-10-31", "likes": 251, "bookmarks": 332, "views": 13530}, "also": [{"url": "https://x.com/beamnxw/status/2111125001482936542", "author": "@beamnxw", "followers": 14694, "date": "2026-10-16", "likes": 895, "bookmarks": 1417, "views": 51698}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 97, "type": "technique", "value": 5, "advice": "Keep the style as locked blocks and paste them verbatim into every clip prompt.", "quote": "locked blocks, paste verbatim into every single clip", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2086118407708250149", "card": "Whiteboard explainer ad, 9 clips chained by last frame", "kind": "prompt", "publisher": "ladprofit", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/sandmrk/status/2117243590661562547", "author": "@sandmrk", "followers": 10218, "date": "2026-11-02", "likes": 43, "bookmarks": 27, "views": 3665}, {"url": "https://x.com/sandmrk/status/2115934345320145227", "author": "@sandmrk", "followers": 10218, "date": "2026-10-29", "likes": 52, "bookmarks": 32, "views": 3715}, {"url": "https://x.com/sandmrk/status/2115834982996525446", "author": "@sandmrk", "followers": 10218, "date": "2026-10-29", "likes": 23, "bookmarks": 13, "views": 2863}, {"url": "https://x.com/techhalla/status/2115233504472486179", "author": "@techhalla", "followers": 103221, "date": "2026-10-28", "likes": 94, "bookmarks": 155, "views": 8318}, {"url": "https://x.com/OlatundeAI/status/2116971559160107064", "author": "@OlatundeAI", "followers": 6183, "date": "2026-11-01", "likes": 548, "bookmarks": 818, "views": 39916}], "top10_rank": 9, "top3": true}
{"step": "02", "step_name": "Moodboard", "n": 98, "type": "technique", "value": 3, "advice": "Chain clips by their last frame to carry the look across clips that share no memory.", "quote": "it solves the \"no memory between clips\" problem with a simple last-frame chain", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2086118407708250149", "card": "Whiteboard explainer ad, 9 clips chained by last frame", "kind": "prompt", "publisher": "ladprofit", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 99, "type": "rule", "value": 5, "advice": "Scope each reference image to what it defines and tell the model not to take pose, location, lighting or composition from it.", "quote": "The reference image defines WHO the person is, not the pose, location, expression, clothing, lighting, or composition.", "flags": [], "proof_score": 2392, "source": {"url": "https://x.com/swiat_ai/status/2100482637341012201", "author": "@swiat_ai", "followers": 39080, "date": "2026-09-17", "likes": 636, "bookmarks": 1521, "views": 553382}, "also": [{"url": "https://x.com/AiwithBloodline/status/2115841225106604469", "author": "@AiwithBloodline", "followers": 7256, "date": "2026-10-29", "likes": 128, "bookmarks": 80, "views": 5892}, {"url": "https://x.com/SirGlavan_/status/2116159204134199440", "author": "@SirGlavan_", "followers": 215729, "date": "2026-10-30", "likes": 96, "bookmarks": 70, "views": 55909}, {"url": "https://x.com/iamsofiaijaz/status/2115406342802506033", "author": "@iamsofiaijaz", "followers": 15879, "date": "2026-10-28", "likes": 136, "bookmarks": 76, "views": 6157}, {"url": "https://x.com/Aiminithoughts/status/2115261524206096596", "author": "@Aiminithoughts", "followers": 5256, "date": "2026-10-28", "likes": 72, "bookmarks": 2, "views": 2715}], "top10_rank": 2, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 100, "type": "rule", "value": 4, "advice": "Name what not to take from a reference sheet: its grey studio backdrop, standing pose and flat studio lighting.", "quote": "Do not copy the grey studio backdrop, the standing pose,", "flags": [], "proof_score": 150, "source": {"url": "https://x.com/AiwithBloodline/status/2115841225106604469", "author": "@AiwithBloodline", "followers": 7256, "date": "2026-10-29", "likes": 128, "bookmarks": 80, "views": 5892}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 101, "type": "rule", "value": 5, "advice": "Use a reference video only for camera movement, grade and pacing, and say not to copy its people, places or lines.", "quote": "Refer to Video 1 only for camera movement, grade and pacing; do not copy its people, places or lines.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-m0pudxvau5c", "card": "The RealReal's AI man who can't prove he is real", "kind": "prompt", "publisher": "The RealReal with Team One", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/yt-3jzebaoypto", "card": "Fanta's AI horror-universe trailer, called AI slop", "kind": "prompt", "publisher": "Fanta", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/yt-4r8mcwjrhsm", "card": "Furniture chain's first all-AI cinema film", "kind": "prompt", "publisher": "Royaloak Furniture", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2092024153276887396", "card": "AI creator skincare TikTok with a 7-day sales report", "kind": "prompt", "publisher": "ai_300", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 102, "type": "technique", "value": 5, "advice": "Pass a one-page style guide as an image reference and say it governs colours, type and logo only.", "quote": "Image 2 is the brand guide page (palette {PALETTE}, typeface {TYPEFACE}, logo rules): use it for colours, type and logo only.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2095902585194475945", "card": "Fictional energy-drink brand built from one brand skill", "kind": "prompt", "publisher": "AmirMushich", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 103, "type": "rule", "value": 3, "advice": "State a priority order between explicit instructions and the assigned image references.", "quote": "Priority: explicit instructions, assigned imag", "flags": [], "proof_score": 19, "source": {"url": "https://x.com/TrixiHQ/status/2117242258109972624", "author": "@TrixiHQ", "followers": 1853, "date": "2026-11-02", "likes": 21, "bookmarks": 7, "views": 1587}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 104, "type": "technique", "value": 3, "advice": "Declare which elements have reference images and which are built from the prompt text alone.", "quote": "Image references: Image1 — the only recurring character. No location references; every location is built from this prompt.", "flags": [], "proof_score": 127, "source": {"url": "https://x.com/abulu8/status/2116999082413904166", "author": "@abulu8", "followers": 5176, "date": "2026-11-01", "likes": 147, "bookmarks": 39, "views": 14928}, "also": [{"url": "https://x.com/Just_sharon7/status/2111825290150527310", "author": "@Just_sharon7", "followers": 48986, "date": "2026-10-18", "likes": 214, "bookmarks": 38, "views": 41784}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 105, "type": "rule", "value": 4, "advice": "Back consistency with reference images of face, outfit, key objects and environment, not text descriptions alone.", "quote": "If you want consistent characters, don’t rely on text descriptions alone.", "flags": ["promo"], "proof_score": 455, "source": {"url": "https://x.com/UchegbuPeaceM/status/2116447409505022268", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}, "also": [{"url": "https://x.com/beginnersblog1/status/2051645376143524289", "author": "@beginnersblog1", "followers": 29874, "date": "2026-05-05", "likes": 1202, "bookmarks": 1895, "views": 68276}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 106, "type": "rule", "value": 3, "advice": "Keep style instructions clear, specific and free of contradictions.", "quote": "You need clear, specific instructions that don’t contradict one another.", "flags": ["promo"], "proof_score": 455, "source": {"url": "https://x.com/UchegbuPeaceM/status/2116447416190746624", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 107, "type": "warning", "value": 4, "advice": "Set the look with stills; shots the model invents without a still come out looking more AI.", "quote": "Three stills (between yellow cabs, an overhead drone view, riding through steam) set the fisheye look; shots Kling invented looked a little more \"AI\" than the ones from the stills.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-scooter-traffic-montage", "card": "30s scooter run through NYC traffic, no slow motion", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/yt-kling4-breakdance-montage", "card": "30s breakdance montage from three pose stills", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 108, "type": "technique", "value": 5, "advice": "Keep what works and regenerate only what doesn't, locking each win (composition, camera angle, performance) as an image or reference before the next.", "quote": "The common thread is to keep what works and regenerate only what doesn't.", "flags": [], "proof_score": 50, "source": {"url": "https://x.com/PJaccetturo/status/2116160709180723486", "author": "@PJaccetturo", "followers": 101079, "date": "2026-10-30", "likes": 27, "bookmarks": 28, "views": 8001}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 109, "type": "tool", "value": 4, "advice": "Make location plates in Midjourney when you need stronger cinematography and art direction in the plate.", "quote": "Using MJ for the location plates was a revelation: the cinematography and art direction are a level above", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 110, "type": "technique", "value": 4, "advice": "Edit the plates into anchor frames and turn characters into turnaround sheets before animating.", "quote": "Nano Banana (@GoogleDeepMind run on @fal) did the heavy lifting editing those plates, building anchor frames and turning MJ characters into turnaround sheets.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 111, "type": "technique", "value": 5, "advice": "Keep the full board as the project's source of truth, but crop 2–3 clean panels as separate references for generation.", "quote": "I use it as the design lock / source of truth for the project. For actual video generation I crop out just 2–3 panels from it", "flags": [], "proof_score": 4471, "source": {"url": "https://x.com/meAsifAi/status/2098429368053960936", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}, "also": [{"url": "https://x.com/meAsifAi/status/2092329368722801150", "author": "@meAsifAi", "followers": 4494, "date": "2026-08-25", "likes": 788, "bookmarks": 1360, "views": 41995}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 112, "type": "warning", "value": 4, "advice": "Make faces large in reference sheets; small faces drift during video generation.", "quote": "If the face is too small in the character sheet, the AI starts drifting and changing the face during video generation.", "flags": [], "proof_score": 1796, "source": {"url": "https://x.com/meAsifAi/status/2092329368722801150", "author": "@meAsifAi", "followers": 4494, "date": "2026-08-25", "likes": 788, "bookmarks": 1360, "views": 41995}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 113, "type": "warning", "value": 3, "advice": "Fix a weak character sheet before generating; the author says failed takes burn money and the face drifts by clip 3.", "quote": "But if your character sheet is bad, you’ll just waste tokens.", "flags": ["unverified_claim"], "proof_score": 118, "source": {"url": "https://x.com/0xAI42exe/status/2115781696696308086", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-29", "likes": 64, "bookmarks": 64, "views": 21934}, "also": [{"url": "https://x.com/0xAI42exe/status/2115056920658846171", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-27", "likes": 41, "bookmarks": 46, "views": 16207}, {"url": "https://x.com/0xAI42exe/status/2116141568105074864", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-30", "likes": 42, "bookmarks": 40, "views": 18171}, {"url": "https://x.com/0xAI42exe/status/2112337881821815176", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-20", "likes": 599, "bookmarks": 1007, "views": 53537}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 114, "type": "technique", "value": 4, "advice": "Approve one master image and keep every derived asset on its limited palette.", "quote": "pixel mode keeps a limited palette, colors stay true to your master image", "flags": [], "proof_score": 1149, "source": {"url": "https://x.com/Mnilax/status/2116583914684702837", "author": "@Mnilax", "followers": 10079, "date": "2026-10-31", "likes": 642, "bookmarks": 737, "views": 90605}, "also": [{"url": "https://x.com/Mnilax/status/2116957029461868556", "author": "@Mnilax", "followers": 10079, "date": "2026-11-01", "likes": 252, "bookmarks": 469, "views": 28237}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 115, "type": "technique", "value": 3, "advice": "Make a photo board first, then turn the board into the film to keep talent and branding consistent.", "quote": "A clean two-step template (photo board -> board-to-film) that gives a TV-quality 9-cut hospitality spot with consistent talent and an on-brand end card", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2100162861045817624", "card": "9-panel board to a 10 s hot-spring inn brand film", "kind": "prompt", "publisher": "husky__create", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2100519237131395288", "card": "9-panel board to a 10 s factory brand and recruiting film", "kind": "prompt", "publisher": "husky__create", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 116, "type": "rule", "value": 3, "advice": "State that the location's layout and lighting stay identical throughout.", "quote": "Maintain identical layout and lighting throughout.", "flags": [], "proof_score": 154, "source": {"url": "https://x.com/doctorwasif/status/2117239135169908817", "author": "@doctorwasif", "followers": 13298, "date": "2026-11-02", "likes": 213, "bookmarks": 23, "views": 24694}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 117, "type": "technique", "value": 3, "advice": "Add a location map that says what sits in the foreground, midground and background in each segment.", "quote": "Segment A: river foreground, tree line behind. Segments B-D: gravel bar foreground, fire-ring and stump table midground, tree", "flags": [], "proof_score": 504, "source": {"url": "https://x.com/abxxai/status/2087189194720657649", "author": "@abxxai", "followers": 24382, "date": "2026-08-11", "likes": 491, "bookmarks": 199, "views": 59811}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 118, "type": "technique", "value": 4, "advice": "When the location changes, restate that texture, colour restraint and contrast stay the same.", "quote": "Outside, soft gray daylight retains the same slightly blurry tape texture, restrained colors and muted contrast.", "flags": [], "proof_score": 234, "source": {"url": "https://x.com/YourAlphaMom/status/2116284031067476106", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-30", "likes": 125, "bookmarks": 154, "views": 17180}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 119, "type": "technique", "value": 5, "advice": "Save each approved look as a reusable slash command that takes a subject, so a library of looks grows.", "quote": "every good clip becomes a /command, so a library of looks grows.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116545733197541787", "card": "Slash-command motion styles reel built in Claude", "kind": "prompt", "publisher": "prayag_sonar", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 120, "type": "technique", "value": 4, "advice": "Keep palette, copy and timing as constants at the top of the code so the look can be swapped.", "quote": "copy, palette and timing sit in constants at the top.", "flags": [], "proof_score": 119, "source": {"url": "https://x.com/Asteri_eth/status/2115870118475440307", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 78, "bookmarks": 76, "views": 3897}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 121, "type": "technique", "value": 3, "advice": "Render shots in code when every shot must stay consistent and editable.", "quote": "Everything is rendered in code with three.js and Remotion, so every shot is consistent and editable.", "flags": [], "proof_score": 1184, "source": {"url": "https://x.com/RoundtableSpace/status/2117236532482396349", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-02", "likes": 533, "bookmarks": 849, "views": 68917}, "also": [{"url": "https://x.com/zeuuss_01/status/2117380789608272078", "author": "@zeuuss_01", "followers": 30938, "date": "2026-11-02", "likes": 277, "bookmarks": 388, "views": 15152}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 122, "type": "technique", "value": 4, "advice": "Strip baked lighting from assets so the scene's own light can relight everything consistently.", "quote": "uvs plus 4k textures with remove lighting on, so the scene can relight him", "flags": [], "proof_score": 112, "source": {"url": "https://x.com/rewind02/status/2117278100480262484", "author": "@rewind02", "followers": 7898, "date": "2026-11-02", "likes": 90, "bookmarks": 64, "views": 3436}, "also": [{"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 123, "type": "technique", "value": 4, "advice": "Build one look-test scene to tune lighting, shaders, post-processing and effects before production.", "quote": "It basically allows you (and AI!) to tune the look of the game across lighting, shaders, post processing, effects and more.", "flags": [], "proof_score": 875, "source": {"url": "https://x.com/chongdashu/status/2116231342807748788", "author": "@chongdashu", "followers": 15096, "date": "2026-10-30", "likes": 492, "bookmarks": 605, "views": 23864}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 124, "type": "technique", "value": 4, "advice": "Test candidate styles on one fixed subject so only the style changes between versions.", "quote": "The room, the cat and the girl never change; only the style does.", "flags": [], "proof_score": 5064, "source": {"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, "also": [{"url": "https://x.com/m4lkxx/status/2116893154322284929", "author": "@m4lkxx", "followers": 7191, "date": "2026-11-01", "likes": 461, "bookmarks": 548, "views": 24036}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 125, "type": "rule", "value": 4, "advice": "Approve the look on cheap stills first, then make video only for approved variants.", "quote": "stills first (cheap), then video only for approved variants.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-video-ad-variants-for-testing", "card": "How to make video ad variants for testing with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/gbro-collage-broll", "card": "Halftone Collage B-roll", "kind": "skill", "publisher": "pyang5166", "installs": 185, "stars": 1528, "source_post_stats": null, "repo": "https://github.com/pyang5166/gbro-collage-broll", "license": "MIT"}, {"url": "https://varg.ai/how-to/skills/dlazy-image-storyboard", "card": "dLazy Image Storyboard", "kind": "skill", "publisher": "dlazyai", "installs": 69, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-image-storyboard", "license": "unknown"}, {"url": "https://x.com/EXM7777/status/2100615302388330944", "author": "@EXM7777", "followers": 156736, "date": "2026-09-17", "likes": 440, "bookmarks": 805, "views": 29166}, {"url": "https://x.com/abxxai/status/2115082379933204543", "author": "@abxxai", "followers": 24382, "date": "2026-10-27", "likes": 9, "bookmarks": 4, "views": 621}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 126, "type": "tool", "value": 4, "advice": "Grade every shot to one reference frame with color-matcher.", "quote": "color-matcher → grades every shot to one reference", "flags": [], "proof_score": 3431, "source": {"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, "also": [{"url": "https://varg.ai/how-to/skills/color-grade-ai", "card": "Color Grade AI", "kind": "skill", "publisher": "Isaac Rowntree", "installs": null, "stars": 30, "source_post_stats": null, "repo": "https://github.com/isaacrowntree/color-grade-ai", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 127, "type": "tool", "value": 3, "advice": "Grade every segment with one chosen preset or a custom ffmpeg chain.", "quote": "color grades each segment.. warm cinematic, neutral punch, or a custom ffmpeg chain", "flags": [], "proof_score": 2959, "source": {"url": "https://x.com/Axel_bitblaze69/status/2078551452201754980", "author": "@Axel_bitblaze69", "followers": 128822, "date": "2026-07-18", "likes": 1050, "bookmarks": 2316, "views": 117505}, "also": [{"url": "https://varg.ai/how-to/skills/video-use", "card": "video-use", "kind": "skill", "publisher": "Browser Use", "installs": null, "stars": 29979, "source_post_stats": null, "repo": "https://github.com/browser-use/video-use", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 128, "type": "tool", "value": 3, "advice": "Batch-grade a whole folder of images through an agent-run photo editor.", "quote": "whose 500+ commands an agent can run over MCP or CLI, e.g. batch-grade a folder of images.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/photocraft-mcp", "card": "PhotoCraft MCP (agent-driven photo editor)", "kind": "skill", "publisher": "ArtCraft (storytold)", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 129, "type": "warning", "value": 3, "advice": "Add human checkpoints for colour grading; agents are still weak on S-curves.", "quote": "with checkpoints for you to check color grading etc (still weak on S curves)", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 130, "type": "check", "value": 3, "advice": "Check dark scenes for banding on X and YouTube, and fix soft shots that don't match the rest of the edit.", "quote": "dark scenes that break into bands and blocks on X and YouTube, numbers that jiggle while they count, and soft shots that don't match the rest of the edit", "flags": [], "proof_score": 876, "source": {"url": "https://x.com/tetsuoai/status/2115277212824019367", "author": "@tetsuoai", "followers": 254228, "date": "2026-10-28", "likes": 789, "bookmarks": 434, "views": 47418}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 131, "type": "rule", "value": 5, "advice": "Judge every decision against the references and don't call the video finished until it holds up next to them.", "quote": "every decision is judged against the best work in the references, and the video isn't finished until it holds up next to them.", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 132, "type": "prompt", "value": 4, "advice": "Give the brief a style-references field (links or a folder of videos) next to brand name, logo, colours and fonts.", "quote": "style references: [links or a folder of videos whose motion i like]", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 133, "type": "check", "value": 4, "advice": "Have a second agent with fresh context grade the output against the style bar; the builder never grades itself.", "quote": "spin up a SECOND 5.6 with fresh context to grade against that bar. the builder never grades itself", "flags": [], "proof_score": 2204, "source": {"url": "https://x.com/0xMiraqle/status/2076217897005855093", "author": "@0xMiraqle", "followers": 4886, "date": "2026-07-12", "likes": 763, "bookmarks": 1684, "views": 138757}, "also": [{"url": "https://x.com/0xMiraqle/status/2077199463278395732", "author": "@0xMiraqle", "followers": 4886, "date": "2026-07-15", "likes": 755, "bookmarks": 1581, "views": 207511}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 134, "type": "check", "value": 4, "advice": "Review the output yourself, list every break from design.md, then fix them.", "quote": "Play it yourself, list each bug and each break from design.md, then fix them.", "flags": [], "proof_score": 54, "source": {"url": "https://x.com/alex_prompter/status/2117530980366078293", "author": "@alex_prompter", "followers": 284372, "date": "2026-11-03", "likes": 28, "bookmarks": 34, "views": 5643}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 135, "type": "check", "value": 5, "advice": "Build a review scene (neutral floor, fixed camera, concept art pinned in the corner) and check every clip in it.", "quote": "build a review scene: neutral floor, fixed camera, the concept art pinned in the corner, clip name and number on screen (1/23)", "flags": [], "proof_score": 1115, "source": {"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, "also": [{"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}], "top10_rank": 7, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 136, "type": "check", "value": 4, "advice": "Play the reference and your rebuild side by side in sync to see exactly where they drift.", "quote": "the original and the rebuild play side by side, in sync. you scrub, slow it down and see exactly where the timing drifts", "flags": [], "proof_score": 512, "source": {"url": "https://x.com/Asteri_eth/status/2115496727893410053", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-28", "likes": 257, "bookmarks": 370, "views": 13101}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 137, "type": "check", "value": 4, "advice": "For each shot, write what must stay the same in the next shot, then check the end frame matches it.", "quote": "What must stay the same in the next shot?", "flags": [], "proof_score": 240, "source": {"url": "https://x.com/beginnersblog1/status/2115272884352663928", "author": "@beginnersblog1", "followers": 29874, "date": "2026-10-28", "likes": 112, "bookmarks": 177, "views": 6970}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 138, "type": "check", "value": 3, "advice": "Run a rule checker that flags spacing off the grid, font sizes off the scale, gradient buttons and emoji icons.", "quote": "spacing off the 4 px grid, font sizes off the scale, gradient buttons, emoji as icons", "flags": [], "proof_score": 837, "source": {"url": "https://x.com/sinanyorulmazz/status/2116531845839851723", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 139, "type": "check", "value": 3, "advice": "Install Impeccable and finish each page with its polish pass.", "quote": "Run npx impeccable install in your project root, then /impeccable init in Claude Code", "flags": [], "proof_score": 1895, "source": {"url": "https://x.com/Voxyz_ai/status/2106474370860548341", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-03", "likes": 781, "bookmarks": 1400, "views": 104389}, "also": [{"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}, {"url": "https://x.com/AmirMushich/status/2113692928824484078", "author": "@AmirMushich", "followers": 91808, "date": "2026-10-23", "likes": 1492, "bookmarks": 3216, "views": 110741}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 140, "type": "check", "value": 3, "advice": "Check that every element of the same kind looks alike across the piece.", "quote": "Make every button, card and input of the same kind look alike", "flags": [], "proof_score": 9011, "source": {"url": "https://x.com/Voxyz_ai/status/2103977414711767244", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-26", "likes": 2903, "bookmarks": 6914, "views": 645020}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 141, "type": "technique", "value": 4, "advice": "Hand the agent a moodboard together with the brief and an image model, and let it build the whole piece from them.", "quote": "Gave Opus 5.5 donald's prompt, Midjourney, and a moodboard", "flags": [], "proof_score": 42381, "source": {"url": "https://x.com/anabology/status/2103534482930491441", "author": "@anabology", "followers": 93696, "date": "2026-09-25", "likes": 16506, "bookmarks": 13935, "views": 20192970}, "also": [{"url": "https://x.com/theSethian/status/2104508003948830877", "author": "@theSethian", "followers": 2252, "date": "2026-09-28", "likes": 1244, "bookmarks": 884, "views": 114933}, {"url": "https://x.com/Ubermenscchh/status/2089721160259035239", "author": "@Ubermenscchh", "followers": 50284, "date": "2026-08-18", "likes": 107, "bookmarks": 36, "views": 27368}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 142, "type": "technique", "value": 4, "advice": "Extract each reference's dominant colours with k-means and record them as hex codes with percentages.", "quote": "PALETTE – extract the 6 dominant colors (k-means); swatches fly", "flags": [], "proof_score": 560, "source": {"url": "https://x.com/aimikoda/status/2112590477144797190", "author": "@aimikoda", "followers": 34313, "date": "2026-10-20", "likes": 402, "bookmarks": 337, "views": 22088}, "also": [{"url": "https://x.com/inspiredDZN/status/2111457706250793386", "author": "@inspiredDZN", "followers": 8828, "date": "2026-10-17", "likes": 347, "bookmarks": 274, "views": 12347}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 143, "type": "technique", "value": 4, "advice": "Build moodboards in Midjourney, grab their style codes, and paste the codes into the prompt next to what you want to make.", "quote": "Build two moodboards in Midjourney. Grab the style codes from both.", "flags": [], "proof_score": 703, "source": {"url": "https://x.com/poistudioltd/status/2086013571218149595", "author": "@poistudioltd", "followers": 3245, "date": "2026-08-08", "likes": 398, "bookmarks": 489, "views": 15412}, "also": [{"url": "https://x.com/sergeantsref/status/2054305110914744648", "author": "@sergeantsref", "followers": 34900, "date": "2026-05-12", "likes": 261, "bookmarks": 144, "views": 22275}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 144, "type": "technique", "value": 3, "advice": "Give Claude your fixed report framework (brief, brand values, moodboard, vibe, how each element applies) before any raw material.", "quote": "I give Claude that framework first. Before anything else.", "flags": [], "proof_score": 703, "source": {"url": "https://x.com/poistudioltd/status/2086013571218149595", "author": "@poistudioltd", "followers": 3245, "date": "2026-08-08", "likes": 398, "bookmarks": 489, "views": 15412}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 145, "type": "technique", "value": 4, "advice": "Lock a look with one style-reference code, or feed a poster made in that look as the style reference image.", "quote": "a one-line prompt plus one sref code gives a gallery-poster look", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2104278802683851083", "card": "Halftone portrait poster with a prism light leak", "kind": "prompt", "publisher": "areej_design", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 146, "type": "technique", "value": 4, "advice": "Paste a video prompt into Krea 2 to get a shot-burst contact sheet that holds palette and framing, then pick the strong frames and upscale.", "quote": "What surprised me was how well it held onto the visual rules I’d built into the prompt i.e. colour palette, framing, subject placement, symmetry negative space, overall moodboard vibe", "flags": [], "proof_score": 311, "source": {"url": "https://x.com/VictorInFocus/status/2055026157020668365", "author": "@VictorInFocus", "followers": 2184, "date": "2026-05-14", "likes": 215, "bookmarks": 177, "views": 26065}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2112737725430554781", "card": "6-photo candid portrait collage in a 3x2 grid", "kind": "prompt", "publisher": "john_my07", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 147, "type": "technique", "value": 4, "advice": "Add halation and film grain with Dehancer so AI footage looks more authentic.", "quote": "Pair it with Dehancer for the halation and film grain and it looks more authentic.", "flags": [], "proof_score": 1923, "source": {"url": "https://x.com/godswayfoundinc/status/2092819297781334343", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-08-27", "likes": 928, "bookmarks": 1369, "views": 89543}, "also": [{"url": "https://x.com/thefinnmckenty/status/2083543406102663590", "author": "@thefinnmckenty", "followers": 29729, "date": "2026-08-01", "likes": 157, "bookmarks": 82, "views": 5422}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 148, "type": "technique", "value": 3, "advice": "Generate at 480p and upscale to 4K so edges come out softer and less clinically sharp than native 1080p.", "quote": "Native 1080p out of a video model looks like a render for this reason.", "flags": ["unverified_claim"], "proof_score": 1923, "source": {"url": "https://x.com/godswayfoundinc/status/2092819297781334343", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-08-27", "likes": 928, "bookmarks": 1369, "views": 89543}, "also": [{"url": "https://x.com/godswayfoundinc/status/2093080714379973045", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-08-27", "likes": 928, "bookmarks": 1369, "views": 89543}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 149, "type": "rule", "value": 4, "advice": "Pick 2–4 main colours per piece, build the set from neighbouring hues and warm/cold contrast, and add one high-saturation accent point.", "quote": "每张作品根据主题自动选择2—4个主色，通过相邻色与冷暖对比形成完整色组，并在门洞、转折、人物或局部结构加入1处较高纯度的橙红、玫红、蓝绿或明黄作为视觉跳点。", "flags": [], "proof_score": 811, "source": {"url": "https://x.com/xiaoxiaodong/status/2090016985883213883", "author": "@xiaoxiaodong", "followers": 30592, "date": "2026-08-19", "likes": 424, "bookmarks": 472, "views": 126810}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 150, "type": "rule", "value": 4, "advice": "Use a hard limited-colour rule, e.g. black, white and one accent, so every piece reads as one designed series.", "quote": "a short, well-ordered poster prompt with a hard three-color rule that makes every character read like a magazine cover", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2117195021556261317", "card": "Three-color character poster: black, white, one accent", "kind": "prompt", "publisher": "_a5_s_", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/mono-color-print", "card": "Monocolor Editorial Print", "kind": "skill", "publisher": "Yan Liu", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 151, "type": "technique", "value": 4, "advice": "Make one production board with character references, environment design, lighting notes, mood notes, prop details and continuity instructions.", "quote": "It should feel like a professional film/game preproduction sheet with character references, environment design, route map, numbered cinematic story panels, lighting notes, mood notes, prop details, and visual continuity instructions.", "flags": [], "proof_score": 765, "source": {"url": "https://x.com/IamEmily2050/status/2059100624256729250", "author": "@IamEmily2050", "followers": 49235, "date": "2026-05-26", "likes": 452, "bookmarks": 510, "views": 28722}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 152, "type": "rule", "value": 4, "advice": "Tell the model the moodboard sets the drawing treatment only, not characters, costumes or story content.", "quote": "Use the selected moodboard for drawing treatment, not as a source of characters, costumes or story content.", "flags": [], "proof_score": 305, "source": {"url": "https://x.com/IamEmily2050/status/2103173656356749367", "author": "@IamEmily2050", "followers": 49235, "date": "2026-09-24", "likes": 210, "bookmarks": 191, "views": 9353}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 153, "type": "rule", "value": 3, "advice": "Rule out the neighbouring styles the model could slide into, e.g. not low-poly 3D, not voxel, not a pixelation filter.", "quote": "Not low-poly 3D, not voxel art, not 3D rendered at low resolution, and not vector illustrations with a pixelation filter.", "flags": [], "proof_score": 22, "source": {"url": "https://x.com/AIandDesign/status/2117377837883851200", "author": "@AIandDesign", "followers": 18464, "date": "2026-11-02", "likes": 13, "bookmarks": 15, "views": 707}, "also": [{"url": "https://x.com/chetaslua/status/2117169800271270124", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 331, "bookmarks": 663, "views": 65682}, {"url": "https://x.com/IamEmily2050/status/2103173656356749367", "author": "@IamEmily2050", "followers": 49235, "date": "2026-09-24", "likes": 210, "bookmarks": 191, "views": 9353}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 154, "type": "technique", "value": 4, "advice": "Package the style as a platform-neutral system prompt with a core style thesis that turns any input into a prompt in that style.", "quote": "with a perfect system prompt you can do a lot more than SREF and Moodboard.", "flags": [], "proof_score": 258, "source": {"url": "https://x.com/IamEmily2050/status/2073320264151224693", "author": "@IamEmily2050", "followers": 49235, "date": "2026-07-04", "likes": 208, "bookmarks": 137, "views": 17449}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2107961457044492361", "card": "Portrait-director system prompt for photoreal skin and light", "kind": "prompt", "publisher": "IamEmily2050", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 155, "type": "check", "value": 4, "advice": "Make one colour reference frame per scene and have a continuity agent check them all together before production.", "quote": "I also asked color for a reference frame per scene so the crew could see the look.", "flags": ["promo"], "proof_score": 236, "source": {"url": "https://x.com/nrqa__/status/2113304737236070789", "author": "@nrqa__", "followers": 76449, "date": "2026-10-22", "likes": 200, "bookmarks": 64, "views": 71522}, "also": [{"url": "https://x.com/nrqa__/status/2114977207366074490", "author": "@nrqa__", "followers": 76449, "date": "2026-10-27", "likes": 159, "bookmarks": 28, "views": 41555}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 156, "type": "technique", "value": 4, "advice": "Before any video, build one reference image per location in the same mood, then the exact start frame.", "quote": "so i built a character sheet, one image per location in the same mood, then the exact start frame the video ope", "flags": [], "proof_score": 1054, "source": {"url": "https://x.com/EXM7777/status/2100615302388330944", "author": "@EXM7777", "followers": 156736, "date": "2026-09-17", "likes": 440, "bookmarks": 805, "views": 29166}, "also": [{"url": "https://x.com/itxsarmadd/status/2103694941260222603", "author": "@itxsarmadd", "followers": 4264, "date": "2026-09-26", "likes": 398, "bookmarks": 236, "views": 19234}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 157, "type": "check", "value": 3, "advice": "Check the model's reference limit before sizing the board; Krea's style transfer reads up to 10 reference images.", "quote": "Style transfer: Krea can extract the style of up to 10 reference images", "flags": [], "proof_score": 125, "source": {"url": "https://x.com/ArtificialAnlys/status/2061859279905370468", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-06-02", "likes": 162, "bookmarks": 25, "views": 18925}, "also": [{"url": "https://x.com/Ubermenscchh/status/2089721160259035239", "author": "@Ubermenscchh", "followers": 50284, "date": "2026-08-18", "likes": 107, "bookmarks": 36, "views": 27368}, {"url": "https://x.com/undefinedKi/status/2110483138413801661", "author": "@undefinedKi", "followers": 20049, "date": "2026-10-14", "likes": 396, "bookmarks": 963, "views": 29327}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 158, "type": "rule", "value": 2, "advice": "Study about 10 proven examples of the same kind of story; if fewer than 5 exist, walk away from that angle.", "quote": "Find 10 channels in the same niche and angle (the same kind of story), each averaging 1,000+ views per video. Under 5, walk away.", "flags": [], "proof_score": 92, "source": {"url": "https://x.com/thegoldeenhand/status/2114503097544495503", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-10-25", "likes": 32, "bookmarks": 73, "views": 2792}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 159, "type": "technique", "value": 3, "advice": "Sketch the composition yourself, give it to Midjourney's image editor and pair it with your moodboard.", "quote": "Mockup your composition in any drawing software", "flags": [], "proof_score": 95, "source": {"url": "https://x.com/Sprcube/status/2115915643476467743", "author": "@Sprcube", "followers": 167, "date": "2026-10-29", "likes": 53, "bookmarks": 64, "views": 4837}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 160, "type": "technique", "value": 4, "advice": "Define a look by fixed dimensions such as type, palette, rendering, text and mood.", "quote": "Article cover images built from five dimensions (type, palette, rendering, text, mood) in 2.35:1, 16:9 or 1:1.", "flags": [], "proof_score": 15097, "source": {"url": "https://varg.ai/how-to/skills/baoyu-cover-image", "card": "Baoyu Cover Image", "kind": "skill", "publisher": "Jim Liu", "installs": 32111, "stars": 26982, "source_post_stats": null, "repo": "https://github.com/JimLiu/baoyu-skills/tree/main/skills/baoyu-cover-image", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 161, "type": "data_stream", "value": 3, "advice": "Pick styles and prompt templates from a 530+ case GPT Image library instead of inventing a look.", "quote": "Pick styles and industrial prompt templates for GPT Image 2/2.5 from a 530+ case library (a 35K-star repo).", "flags": [], "proof_score": 17734, "source": {"url": "https://varg.ai/how-to/skills/gpt-image-2-style-library", "card": "GPT Image 2 Style Library", "kind": "skill", "publisher": "Canghe", "installs": 4036, "stars": 35064, "source_post_stats": null, "repo": "https://github.com/freestylefly/awesome-gpt-image-2/tree/main/agents/skills/gpt-image-2-style-library", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/nano-banana-pro-prompt-libraries", "card": "How to find Nano Banana Pro prompts for AI images", "kind": "skill", "publisher": "YouMind OpenLab", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/YouMind-OpenLab/awesome-nano-banana-pro-prompts", "license": "CC-BY-4.0"}, {"url": "https://x.com/kepochnik/status/2115095193858736267", "author": "@kepochnik", "followers": 25503, "date": "2026-10-27", "likes": 55, "bookmarks": 28, "views": 1986}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 162, "type": "data_stream", "value": 3, "advice": "Study Higgsfield's 33 open-sourced AI films, each with every prompt, model and asset public, as style references.", "quote": "33 AI films Higgsfield open-sourced, from a 2 h feature to 15 s spots, each with every prompt, model and asset public.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/higgsfield-open-source-films", "card": "Higgsfield Open-Source AI Films: Every Prompt and Asset", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/community/projects", "license": "unknown"}, "also": [{"url": "https://varg.ai/how-to/skills/higgsfield-open-cully-hill-boys", "card": "Cully Hill Boys (Higgsfield Open-Source Feature Film)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@higgsfield.studio/projects/cully-hill-boys", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-madseason", "card": "MADSEASON (Open-Source Fashion Film, Higgsfield Selected)", "kind": "skill", "publisher": "dinitrobenzoll", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@dinitrobenzoll/projects/madseason", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-dusk", "card": "The Dusk (Higgsfield Open-Source Drama Episode)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@merumeru/projects/dusk", "license": "unknown"}], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 163, "type": "skill", "value": 3, "advice": "Use a library of named motion and camera moves so the style file can name moves instead of describing them.", "quote": "A library of names for things you ask an AI to animate: 192 motion-graphics moves, camera moves and web effects, each with a moving sample", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/motion-prompt-moves", "card": "Motion Prompt: 192 named moves with live samples", "kind": "skill", "publisher": "Shohei Ohtaki", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 164, "type": "tool", "value": 3, "advice": "Use Inspired Pin Saver and Moodboard to pull a pin's prompt, camera angle and style, and extract its colours.", "quote": "Extract and copy colors from designs easily", "flags": ["promo"], "proof_score": 460, "source": {"url": "https://x.com/inspiredDZN/status/2111457706250793386", "author": "@inspiredDZN", "followers": 8828, "date": "2026-10-17", "likes": 347, "bookmarks": 274, "views": 12347}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 165, "type": "data_stream", "value": 2, "advice": "Connect a reference MCP such as ScreensDesign or Appllama so Claude gets references from other apps.", "quote": "those MCPs give Claude references from other apps", "flags": [], "proof_score": 1172, "source": {"url": "https://x.com/ErnestoSOFTWARE/status/2116996121432350860", "author": "@ErnestoSOFTWARE", "followers": 65338, "date": "2026-11-01", "likes": 436, "bookmarks": 928, "views": 25957}, "also": [], "top10_rank": null, "top3": false}
{"step": "02", "step_name": "Moodboard", "n": 166, "type": "prompt", "value": 3, "advice": "Generate a brand guideline board whose palette, type and shapes all derive from stated brand inputs, with no generic defaults.", "quote": "Color palette must reflect personality and industry", "flags": [], "proof_score": 222, "source": {"url": "https://x.com/beginnersblog1/status/2051892970782412932", "author": "@beginnersblog1", "followers": 29874, "date": "2026-05-06", "likes": 145, "bookmarks": 144, "views": 5960}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 1, "type": "rule", "value": 5, "advice": "Keep a facts file and treat it as the only source for any number, name or claim that appears on screen.", "quote": "facts file: [path]. this is the only source for any number, name or claim that appears on screen", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": 5, "top3": false}
{"step": "03", "step_name": "Script", "n": 2, "type": "technique", "value": 4, "advice": "Before writing, state who is watching, what they care about, and what they should do at the end.", "quote": "who's watching: [who the viewer is and what they care about]", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 3, "type": "technique", "value": 4, "advice": "Dictate the full vision, including camera angles and moves, save it as a skill, then build characters and locations from that skill.", "quote": "I whisper flow my entire vision for my ad exactly including all the camera angles and camera movements then save it as a skill in Claude", "flags": [], "proof_score": 1112, "source": {"url": "https://x.com/pounddz/status/2115578348411720036", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 4, "type": "technique", "value": 4, "advice": "If the user has no idea, pitch three premises, each with one shocking true angle, and let them pick.", "quote": "or pitch 3 with one shocking true angle each", "flags": [], "proof_score": 2957, "source": {"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, "also": [{"url": "https://x.com/finnardley/status/2116191842492453094", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 341, "bookmarks": 531, "views": 19638}, {"url": "https://x.com/finnardley/status/2116339267123212551", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 386, "bookmarks": 686, "views": 23053}, {"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 5, "type": "prompt", "value": 4, "advice": "Ask for the story as one line, a rule everyone obeys plus the real reason it exists, and use that reason as the twist.", "quote": "my story in one line (\"in this town, [a rule everyone obeys]\", plus the real reason the rule exists, which is the twist)", "flags": [], "proof_score": 2526, "source": {"url": "https://x.com/finnardley/status/2116504270199554078", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 865, "bookmarks": 1923, "views": 170411}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 6, "type": "technique", "value": 4, "advice": "Turn one strange true fact into a 60-second script with a twist at the end.", "quote": "I would ask Claude to turn one strange true fact into a 60-second script with a twist at the end.", "flags": [], "proof_score": 542, "source": {"url": "https://x.com/zeuuss_01/status/2117380789608272078", "author": "@zeuuss_01", "followers": 30938, "date": "2026-11-02", "likes": 277, "bookmarks": 388, "views": 15152}, "also": [{"url": "https://x.com/Y0urDumble/status/2115164938884862375", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-27", "likes": 253, "bookmarks": 742, "views": 138175}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 7, "type": "rule", "value": 3, "advice": "Build each video around one powerful idea.", "quote": "→ One powerful idea per video", "flags": [], "proof_score": 496, "source": {"url": "https://x.com/MuteeAutomation/status/2115200886662418763", "author": "@MuteeAutomation", "followers": 15576, "date": "2026-10-27", "likes": 269, "bookmarks": 347, "views": 14661}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 8, "type": "rule", "value": 4, "advice": "Copy a winning channel's format, but build your own characters, stories and visual identity around it.", "quote": "Build your own character, your own stories and your own visual identity around the same under", "flags": [], "proof_score": 496, "source": {"url": "https://x.com/MuteeAutomation/status/2115200886662418763", "author": "@MuteeAutomation", "followers": 15576, "date": "2026-10-27", "likes": 269, "bookmarks": 347, "views": 14661}, "also": [{"url": "https://x.com/finnardley/status/2115786060231770351", "author": "@finnardley", "followers": 3467, "date": "2026-10-29", "likes": 634, "bookmarks": 1082, "views": 56028}, {"url": "https://x.com/finnardley/status/2116504270199554078", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 865, "bookmarks": 1923, "views": 170411}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 9, "type": "technique", "value": 3, "advice": "Remake a scene millions already know with a new subject; the known shape plus the new subject is the hook.", "quote": "The shape is a scene millions already watched, the subject is a real cat nobody has seen in it, and that pairing is what the sheet hunts for.", "flags": [], "proof_score": 3414, "source": {"url": "https://x.com/elvar_official/status/2106003456771101016", "author": "@elvar_official", "followers": 40323, "date": "2026-10-02", "likes": 1658, "bookmarks": 1016, "views": 1568975}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 10, "type": "rule", "value": 3, "advice": "For a product story, build the whole concept around one product benefit.", "quote": "→ build the concept around one product benefit", "flags": [], "proof_score": 545, "source": {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 11, "type": "prompt", "value": 3, "advice": "For a loop format, ask the agent for 30 impossible worlds, each described in one sentence, before making any frame.", "quote": "I would ask Claude Code for 30 impossible worlds to ride through, each in one sentence.", "flags": [], "proof_score": 456, "source": {"url": "https://x.com/ghosstty_/status/2117394076622372992", "author": "@ghosstty_", "followers": 1056, "date": "2026-11-02", "likes": 230, "bookmarks": 324, "views": 17240}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 12, "type": "rule", "value": 5, "advice": "Check every fact on Wikipedia before writing a word of the script.", "quote": "Check every fact on Wikipedia before you write a word.", "flags": [], "proof_score": 902, "source": {"url": "https://x.com/finnardley/status/2116339267123212551", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 386, "bookmarks": 686, "views": 23053}, "also": [{"url": "https://x.com/thegoldeenhand/status/2082205641599496390", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-07-28", "likes": 364, "bookmarks": 324, "views": 22651}, {"url": "https://x.com/Y0urDumble/status/2115193601458151552", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-27", "likes": 1249, "bookmarks": 2396, "views": 79694}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 13, "type": "rule", "value": 5, "advice": "Research 5-7 real events with real numbers, give every number a source, and show the sources before scripting.", "quote": "Find 5-7 real events with real numbers. Every number needs a source. Show me the sources.", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/laurgrowth/status/2117346061241253933", "author": "@laurgrowth", "followers": 3682, "date": "2026-11-02", "likes": 36, "bookmarks": 60, "views": 2336}, "also": [{"url": "https://x.com/francescoinweb3/status/2111190424647782538", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-16", "likes": 706, "bookmarks": 1234, "views": 55949}, {"url": "https://x.com/Yarad_ai/status/2116177026927268266", "author": "@Yarad_ai", "followers": 3854, "date": "2026-10-30", "likes": 111, "bookmarks": 329, "views": 6502}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 14, "type": "data_stream", "value": 3, "advice": "For cost-versus-pay rankings, put two numbers on screen per item and pull pay data from the free Bureau of Labor Statistics.", "quote": "pull the pay from the Bureau of Labor Statistics, it's free", "flags": [], "proof_score": 492, "source": {"url": "https://x.com/MethodByVid/status/2116222098498826570", "author": "@MethodByVid", "followers": 3078, "date": "2026-10-30", "likes": 281, "bookmarks": 335, "views": 16476}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 15, "type": "check", "value": 3, "advice": "Have an agent fact-check the script and rewrite it in the speaker's voice before filming.", "quote": "This thing briefs it, fact-checks, and makes it sound like me before I film.", "flags": [], "proof_score": 2891, "source": {"url": "https://x.com/DavidCarbutt_/status/2090603356649562522", "author": "@DavidCarbutt_", "followers": 13648, "date": "2026-08-21", "likes": 2340, "bookmarks": 712, "views": 1008811}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 16, "type": "rule", "value": 3, "advice": "In before-and-after or proof ads, script only real results and real reviews; never invent results.", "quote": "A routine before and after with no invented results: morning and night shots, voiceover, captions, end card.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-studio-before-after", "card": "Before & After Ad", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "vargHQ", "license": "proprietary"}, "also": [{"url": "https://varg.ai/how-to/skills/gooseworks-static-ads", "card": "GooseWorks Static Ads", "kind": "skill", "publisher": "GooseWorks", "installs": null, "stars": 1272, "source_post_stats": null, "repo": "https://github.com/gooseworks-ai/goose-skills/tree/main/skills/marketing/make-static-ads", "license": "MIT"}, {"url": "https://varg.ai/how-to/skills/varg-studio-social-proof", "card": "Social Proof Ad", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "vargHQ", "license": "proprietary"}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 17, "type": "data_stream", "value": 3, "advice": "For business-breakdown scripts, pull verified revenue figures from business-for-sale marketplace listings instead of chasing founders.", "quote": "Smart operators skip the founder completely and pull verified financial statements straight off business-for-sale marketplaces", "flags": [], "proof_score": 798, "source": {"url": "https://x.com/boomerrbryan/status/2117327884918607947", "author": "@boomerrbryan", "followers": 29724, "date": "2026-11-02", "likes": 268, "bookmarks": 644, "views": 20336}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 18, "type": "technique", "value": 5, "advice": "Feed a viral video's transcript to the agent as an attention map: extract hook, pacing, scene order and climax, then write a new story on that skeleton.", "quote": "The system identifies the hook, pacing, scene order, and climax, then writes a completely new story around the same proven mechanisms.", "flags": [], "proof_score": 1568, "source": {"url": "https://x.com/BIGMayrr/status/2090100896084410407", "author": "@BIGMayrr", "followers": 8674, "date": "2026-08-19", "likes": 633, "bookmarks": 1117, "views": 134770}, "also": [{"url": "https://x.com/thegoldeenhand/status/2080098562981900527", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-07-23", "likes": 319, "bookmarks": 370, "views": 17195}, {"url": "https://x.com/0xKiyoro/status/2086460826081251678", "author": "@0xKiyoro", "followers": 9585, "date": "2026-08-09", "likes": 1266, "bookmarks": 2544, "views": 197875}, {"url": "https://x.com/BrunoF566/status/2116300118156841295", "author": "@BrunoF566", "followers": 2887, "date": "2026-10-30", "likes": 122, "bookmarks": 154, "views": 7936}, {"url": "https://x.com/iamveektoria_/status/2117230492429041809", "author": "@iamveektoria_", "followers": 36323, "date": "2026-11-02", "likes": 265, "bookmarks": 387, "views": 10900}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 19, "type": "warning", "value": 4, "advice": "Copy a competitor's structural skeleton, how the story moves through time, not its surface niche, length or voice style.", "quote": "The operators making real money study the SKELETON underneath the surface.", "flags": [], "proof_score": 128, "source": {"url": "https://x.com/thegoldeenhand/status/2117550772955336901", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-11-03", "likes": 68, "bookmarks": 91, "views": 3467}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 20, "type": "technique", "value": 4, "advice": "Pick 1-2 reference videos to direct from; without one the agent falls back to centered text, gradient backgrounds and fades.", "quote": "without a reference, opus falls back to its default look: centered text, gradient background, everything fading in", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 21, "type": "technique", "value": 4, "advice": "Tile frames from a reference video into one image and write down its pacing, type and transitions before building.", "quote": "tile frames from a reference video you love into one image, pull out its pacing, type and transitions", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/Mho_23/status/2082600596457341398", "author": "@Mho_23", "followers": 34382, "date": "2026-07-29", "likes": 1075, "bookmarks": 1517, "views": 100836}, {"url": "https://x.com/YourAlphaMom/status/2098541423062548561", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-09-11", "likes": 2098, "bookmarks": 1227, "views": 637589}, {"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 22, "type": "check", "value": 3, "advice": "Before cloning an outlier, transcribe it for the exact script and check whether its scenes actually move; if not, skip animation.", "quote": "before you clone an outlier, check if it actually moves", "flags": ["promo"], "proof_score": 253, "source": {"url": "https://x.com/seergioo_gil/status/2115488773500797046", "author": "@seergioo_gil", "followers": 3927, "date": "2026-10-28", "likes": 151, "bookmarks": 169, "views": 8910}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 23, "type": "technique", "value": 4, "advice": "For launch films, find one that worked on Refs, pull its measured timing and plan, then check your render against it.", "quote": "Find a launch film that worked on Refs, pull its measured timing and plan, make your own shots on varg, build, then check the render against it.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-a-launch-video-from-a-reference", "card": "How to make a launch video from a reference film", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 24, "type": "data_stream", "value": 4, "advice": "Pick a launch formula from the 28 Refs formulas, which come with measured lengths, pace and source films.", "quote": "All 28 Refs formulas for launch films, demos, explainers, teasers and motion pieces, with measured lengths, pace and the films each comes from.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/launch-video-formulas", "card": "Launch video formulas: 28 formats that work", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 25, "type": "rule", "value": 4, "advice": "When a reference video is attached, use it only for camera movement, framing and pacing; never copy its people, words or text.", "quote": "Refer to Video 1 only for camera movement, framing and pacing; do not copy its people, words or text.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2098795041187615050", "card": "ID-office standoff: she looks too young for her photo", "kind": "prompt", "publisher": "frankyecom", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2083364450900549639", "card": "Heist-movie reply ad to a copycat restaurant", "kind": "prompt", "publisher": "0xInk_", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2094760813794111843", "card": "Coconut-water spot made from one storyboard sheet", "kind": "prompt", "publisher": "Strength04_X", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 26, "type": "technique", "value": 5, "advice": "Rewrite source advice into a script that keeps the lesson, cuts all filler, hooks with the most painful consequence and withholds the answer until the end.", "quote": "hooks with the most expensive/painful consequence, and withholds the final answer until the last few seconds", "flags": [], "proof_score": 8320, "source": {"url": "https://x.com/MethodByVid/status/2103175381104935019", "author": "@MethodByVid", "followers": 3078, "date": "2026-09-24", "likes": 3066, "bookmarks": 6276, "views": 510994}, "also": [{"url": "https://x.com/MethodByVid/status/2101760054903087141", "author": "@MethodByVid", "followers": 3078, "date": "2026-09-20", "likes": 3926, "bookmarks": 6404, "views": 334702}], "top10_rank": 1, "top3": true}
{"step": "03", "step_name": "Script", "n": 27, "type": "check", "value": 4, "advice": "Read the generated script and change everything that sounds like AI slop.", "quote": "read over it and change everything that sounds like ai slop.", "flags": [], "proof_score": 8320, "source": {"url": "https://x.com/MethodByVid/status/2103175381104935019", "author": "@MethodByVid", "followers": 3078, "date": "2026-09-24", "likes": 3066, "bookmarks": 6276, "views": 510994}, "also": [{"url": "https://x.com/brivael/status/2115378583908553082", "author": "@brivael", "followers": 240056, "date": "2026-10-28", "likes": 200, "bookmarks": 84, "views": 13054}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 28, "type": "check", "value": 3, "advice": "When picking channels to study, skip those whose best videos do more than 5x their recent ones; they are viral-spike traps.", "quote": "Flag channels where the best 5 are more than 5x the recent 5 (viral-spike traps, skip these).", "flags": [], "proof_score": 118, "source": {"url": "https://x.com/thegoldeenhand/status/2115526298189852972", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-10-28", "likes": 42, "bookmarks": 93, "views": 3760}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 29, "type": "prompt", "value": 4, "advice": "Have the agent group recent competitor ads by hook, audience, selling angle and pain point, with source links, before writing ad scripts.", "quote": "Analyze their hooks, target audiences, selling angles and customer pain points. Group similar ads together and include source links for every example.", "flags": [], "proof_score": 1996, "source": {"url": "https://x.com/maxxmalist/status/2116597651676262808", "author": "@maxxmalist", "followers": 34045, "date": "2026-10-31", "likes": 549, "bookmarks": 1664, "views": 57627}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 30, "type": "data_stream", "value": 4, "advice": "Mine ad angles from competitors' one-star reviews and your customers' own words.", "quote": "Competitor 1 Star Reviews", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 31, "type": "technique", "value": 4, "advice": "Before scripting an ad, build a bank of buyers' own words from reviews and a claims matrix of every competitor.", "quote": "the research. a bank of your buyers' own words from reviews, and a claims matrix of every competitor", "flags": ["promo"], "proof_score": 675, "source": {"url": "https://x.com/Bogzabs96/status/2116278973030158384", "author": "@Bogzabs96", "followers": 14563, "date": "2026-10-30", "likes": 266, "bookmarks": 516, "views": 25600}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 32, "type": "skill", "value": 3, "advice": "Use Social Media Research Skills to research viral posts, mine comments and extract hooks from video transcripts.", "quote": "Use Claude Code or Codex to research viral posts, analyze competitors, mine comments, and extract hooks from video transcripts.", "flags": [], "proof_score": 1281, "source": {"url": "https://x.com/rosemoni18/status/2116674053016883308", "author": "@rosemoni18", "followers": 10541, "date": "2026-10-31", "likes": 599, "bookmarks": 953, "views": 28577}, "also": [{"url": "https://varg.ai/how-to/skills/head-of-content", "card": "Head of Content", "kind": "skill", "publisher": "Brad Bonanno", "installs": 4400, "stars": 285, "source_post_stats": null, "repo": "https://github.com/bradautomates/head-of-content", "license": "MIT"}, {"url": "https://x.com/heyrimsha/status/2110687947423088920", "author": "@heyrimsha", "followers": 25345, "date": "2026-10-15", "likes": 2730, "bookmarks": 5935, "views": 151737}, {"url": "https://x.com/He1s_Sammy/status/2111479837785313415", "author": "@He1s_Sammy", "followers": 13030, "date": "2026-10-17", "likes": 1331, "bookmarks": 2569, "views": 75480}, {"url": "https://x.com/rakib_hossen_ai/status/2115529519830585366", "author": "@rakib_hossen_ai", "followers": 5104, "date": "2026-10-28", "likes": 407, "bookmarks": 718, "views": 22393}, {"url": "https://x.com/abir35627/status/2117029359588688137", "author": "@abir35627", "followers": 3943, "date": "2026-11-01", "likes": 151, "bookmarks": 130, "views": 5796}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 33, "type": "skill", "value": 3, "advice": "Use a Reels skill that picks from 26 hook formulas and writes scripts with on-screen text and timed beats.", "quote": "choose from 26 hook formulas, and create scripts with on-screen text and timed beats", "flags": [], "proof_score": 1114, "source": {"url": "https://x.com/heyrimsha/status/2116475102577729613", "author": "@heyrimsha", "followers": 25345, "date": "2026-10-31", "likes": 487, "bookmarks": 843, "views": 27540}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 34, "type": "technique", "value": 3, "advice": "Generate six hook angles per topic and draft in your own voice profile.", "quote": "Generate six hook angles per topic and draft posts using your own voice profile.", "flags": [], "proof_score": 1114, "source": {"url": "https://x.com/heyrimsha/status/2116475102577729613", "author": "@heyrimsha", "followers": 25345, "date": "2026-10-31", "likes": 487, "bookmarks": 843, "views": 27540}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 35, "type": "technique", "value": 3, "advice": "Keep a hook bank from outlier videos, group hooks by structure and rank structures by median views.", "quote": "median views ranker", "flags": [], "proof_score": 1524, "source": {"url": "https://x.com/dsqjaffa/status/2115541614986711387", "author": "@dsqjaffa", "followers": 1626, "date": "2026-10-28", "likes": 627, "bookmarks": 1161, "views": 49035}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 36, "type": "data_stream", "value": 3, "advice": "Research a topic across Reddit, X, YouTube and HN for the last 30 days before choosing a format.", "quote": "Researches any topic across Reddit, X, YouTube and HN for the last 30 days", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-trending-ai-video-formats", "card": "How to make trending AI video formats", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 37, "type": "prompt", "value": 5, "advice": "For history or story hooks, fill this template: specific date, person with one defining detail, dramatic verb, place, expected outcome, what changed.", "quote": "\"On [SPECIFIC DATE], [PERSON with one defining detail] [DRAMATIC VERB] [SPECIFIC LOCATION]. [Their target] was [vulnerable]. [Person] expected [obvious outcome]. What [they] found instead [changed] [larger consequence].\"", "flags": [], "proof_score": 142, "source": {"url": "https://x.com/thegoldeenhand/status/2116601553792774150", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-10-31", "likes": 56, "bookmarks": 110, "views": 3691}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 38, "type": "rule", "value": 3, "advice": "In long-form scripts, treat the first 30 seconds as the part that decides whether people stay.", "quote": "The first 30 seconds of a script decide whether somebody watches for 40 minutes or leaves in 8 seconds.", "flags": [], "proof_score": 142, "source": {"url": "https://x.com/thegoldeenhand/status/2116601553792774150", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-10-31", "likes": 56, "bookmarks": 110, "views": 3691}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 39, "type": "technique", "value": 4, "advice": "Open a second-person story with an \"Imagine you…\" hook and a time stamp in the first 3 seconds.", "quote": "\"Imagine you…\" hook with a time stamp in the first 3 s", "flags": [], "proof_score": 1455, "source": {"url": "https://x.com/finnardley/status/2115786060231770351", "author": "@finnardley", "followers": 3467, "date": "2026-10-29", "likes": 634, "bookmarks": 1082, "views": 56028}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 40, "type": "rule", "value": 4, "advice": "Open an ad on a problem the target customer recognizes, not the product; one brand's account data shows it stops 2.5x more scrollers.", "quote": "Opening on the problem stops 2.5x more scrollers.", "flags": [], "proof_score": 240, "source": {"url": "https://x.com/PhilKiel/status/2113216005728325780", "author": "@PhilKiel", "followers": 17756, "date": "2026-10-22", "likes": 90, "bookmarks": 187, "views": 8203}, "also": [{"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, {"url": "https://x.com/UchegbuPeaceM/status/2117537073116712971", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-11-03", "likes": 26, "bookmarks": 28, "views": 899}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 41, "type": "warning", "value": 4, "advice": "Give the first 3 seconds a reason to exist; never spend them on a logo animation that tells viewers nothing.", "quote": "Don’t waste your opening on a beautiful logo animation that tells viewers nothing.", "flags": [], "proof_score": 42, "source": {"url": "https://x.com/UchegbuPeaceM/status/2117537073116712971", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-11-03", "likes": 26, "bookmarks": 28, "views": 899}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 42, "type": "rule", "value": 4, "advice": "In the first 3 seconds, make the frame, the spoken line and the on-screen text agree.", "quote": "The first 3 seconds of a product video: frame, line and text that agree, from a 70-line hook bank.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/product-video-hooks", "card": "Turn a product into scroll-stopping video hooks", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/product-video-hooks", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 43, "type": "skill", "value": 3, "advice": "Draw 3-second ad openers from a set of 12 hook styles with copy templates and brand-kit gates.", "quote": "Studio's 12 ad hook styles with copy templates, brand-kit gates and the Hook Lab recipe for new 3 s openers.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-studio-ad-hooks", "card": "Ad Hook Styles", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "vargHQ", "license": "proprietary"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 44, "type": "prompt", "value": 4, "advice": "Have the script use pattern interrupts, open loops, spoken English, pause markers and soft CTAs.", "quote": "Use his exact script prompt so Claude writes hooks with pattern interrupts, open loops, spoken English, pause markers, and soft CTAs", "flags": [], "proof_score": 1691, "source": {"url": "https://x.com/0xForce_/status/2115260959329489226", "author": "@0xForce_", "followers": 7601, "date": "2026-10-28", "likes": 1035, "bookmarks": 1124, "views": 49270}, "also": [{"url": "https://x.com/He1s_Sammy/status/2088533256991834143", "author": "@He1s_Sammy", "followers": 13030, "date": "2026-08-15", "likes": 145, "bookmarks": 107, "views": 11971}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 45, "type": "technique", "value": 4, "advice": "For documentary scripts, put a hook in the first seconds and raise a new question in every section.", "quote": "claude writes like a documentary scriptwriter - a hook in the first seconds, a new question every section, 1,500 words", "flags": [], "proof_score": 65, "source": {"url": "https://x.com/maixbt/status/2116959052768944344", "author": "@maixbt", "followers": 207, "date": "2026-11-01", "likes": 41, "bookmarks": 42, "views": 2432}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 46, "type": "technique", "value": 4, "advice": "Every few seconds of a short, plan a pattern break (angle, zoom, graphic or sound hit) so attention resets.", "quote": "Every few seconds of a short, break the visual pattern: angle, zoom, graphic, sound hit, so attention resets.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/pattern-interrupt", "card": "Pattern Interrupt", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/beat-accent", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 47, "type": "technique", "value": 3, "advice": "Reuse a viral hook-plus-demo structure: cut the 2-3 s hook, re-cast it, then attach your own demo.", "quote": "download a viral tiktok with a hook + demo format", "flags": [], "proof_score": 5524, "source": {"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2096305054227869733", "card": "Re-cast a viral TikTok hook with your own AI creator", "kind": "prompt", "publisher": "simonecanciello", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 48, "type": "prompt", "value": 5, "advice": "For a 30-60 s explainer, write a 2-line hook, 3-7 points and one closing line, and show the script before recording.", "quote": "Then write a 30-60 s script yourself (a 2-line hook, 3-7 points, 1 closing line) and show it to me before you record anything.", "flags": [], "proof_score": 2360, "source": {"url": "https://x.com/finnardley/status/2116010421740007894", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}, "also": [], "top10_rank": 8, "top3": false}
{"step": "03", "step_name": "Script", "n": 49, "type": "technique", "value": 5, "advice": "In a story ad, bring the product in at the character's lowest point so it becomes the turning point.", "quote": "> bring your product in at their lowest point, so it becomes the turning point of the story.", "flags": [], "proof_score": 599, "source": {"url": "https://x.com/sulfurscales/status/2115498631956770920", "author": "@sulfurscales", "followers": 16370, "date": "2026-10-28", "likes": 216, "bookmarks": 462, "views": 28532}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 50, "type": "technique", "value": 4, "advice": "Open on a character already failing at the buyer's problem and show the failure with props so no voiceover is needed.", "quote": "> show the failure with props in the room so you don't need a voiceover to explain it.", "flags": [], "proof_score": 599, "source": {"url": "https://x.com/sulfurscales/status/2115498631956770920", "author": "@sulfurscales", "followers": 16370, "date": "2026-10-28", "likes": 216, "bookmarks": 462, "views": 28532}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 51, "type": "technique", "value": 4, "advice": "Give the character a doubter, show the result as something specific, and end on the doubter changing their mind.", "quote": "> end on the doubter changing their mind.", "flags": [], "proof_score": 599, "source": {"url": "https://x.com/sulfurscales/status/2115498631956770920", "author": "@sulfurscales", "followers": 16370, "date": "2026-10-28", "likes": 216, "bookmarks": 462, "views": 28532}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 52, "type": "technique", "value": 4, "advice": "In absurd-story ads, make the product the next plot twist, the fix for a bizarre problem, or the reason the story started.", "quote": "your product could be the next ridiculous plot twist, the solution to some bizarre problem, or the reason the whole story started.", "flags": [], "proof_score": 537, "source": {"url": "https://x.com/notdwd/status/2116636944742703578", "author": "@notdwd", "followers": 2024, "date": "2026-10-31", "likes": 296, "bookmarks": 370, "views": 18613}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 53, "type": "technique", "value": 4, "advice": "For the Zack D. format, plan a new scene every second with the story turning again before viewers catch up.", "quote": "there's a new scene every second, some bizarre situation unfolding, and before you've even processed what's happening, the story takes another turn.", "flags": [], "proof_score": 537, "source": {"url": "https://x.com/notdwd/status/2116636944742703578", "author": "@notdwd", "followers": 2024, "date": "2026-10-31", "likes": 296, "bookmarks": 370, "views": 18613}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 54, "type": "technique", "value": 4, "advice": "Set up 3-4 rules early and pay each one off on screen.", "quote": "- 3-4 RULES, each one paid off on screen", "flags": [], "proof_score": 1455, "source": {"url": "https://x.com/finnardley/status/2115786060231770351", "author": "@finnardley", "followers": 3467, "date": "2026-10-29", "likes": 634, "bookmarks": 1082, "views": 56028}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 55, "type": "technique", "value": 4, "advice": "Escalate the threat mostly by showing it, not telling it.", "quote": "- a threat that escalates and is mostly shown, not told", "flags": [], "proof_score": 1455, "source": {"url": "https://x.com/finnardley/status/2115786060231770351", "author": "@finnardley", "followers": 3467, "date": "2026-10-29", "likes": 634, "bookmarks": 1082, "views": 56028}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 56, "type": "technique", "value": 3, "advice": "Add a twist that makes one established rule impossible, then end on a two-choice question to the viewer.", "quote": "- a twist that makes one rule impossible", "flags": [], "proof_score": 1455, "source": {"url": "https://x.com/finnardley/status/2115786060231770351", "author": "@finnardley", "followers": 3467, "date": "2026-10-29", "likes": 634, "bookmarks": 1082, "views": 56028}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 57, "type": "technique", "value": 5, "advice": "Give each clip its own hook, suspense and release, stacking them while every clip stays true to the premise.", "quote": "Each clip has a hook, and build suspense and release, stacking on each other while all of them stay true to the premise.", "flags": [], "proof_score": 2450, "source": {"url": "https://x.com/LinusEkenstam/status/2116850561832149323", "author": "@LinusEkenstam", "followers": 245822, "date": "2026-11-01", "likes": 1801, "bookmarks": 1250, "views": 299639}, "also": [], "top10_rank": 7, "top3": false}
{"step": "03", "step_name": "Script", "n": 58, "type": "technique", "value": 3, "advice": "End a character short on a moral.", "quote": "and the entire short ends with a morale", "flags": [], "proof_score": 2450, "source": {"url": "https://x.com/LinusEkenstam/status/2116850561832149323", "author": "@LinusEkenstam", "followers": 245822, "date": "2026-11-01", "likes": 1801, "bookmarks": 1250, "views": 299639}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 59, "type": "technique", "value": 4, "advice": "Turn a real event into a detective case with cartoon animal characters, cutting between conversations and flashbacks, and end on a surprising reveal.", "quote": "→ turn a real event into a detective case", "flags": [], "proof_score": 199, "source": {"url": "https://x.com/theodorsan/status/2115786981594529843", "author": "@theodorsan", "followers": 649, "date": "2026-10-29", "likes": 106, "bookmarks": 140, "views": 6263}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 60, "type": "technique", "value": 4, "advice": "For listicles, rank items from weakest to strongest so viewers stay to the end and argue in the comments.", "quote": "the ranking keeps people watching. it gives them a reason to stay until the end, and it starts a fight in the comments", "flags": [], "proof_score": 8702, "source": {"url": "https://x.com/MethodByVid/status/2101760054903087141", "author": "@MethodByVid", "followers": 3078, "date": "2026-09-20", "likes": 3926, "bookmarks": 6404, "views": 334702}, "also": [{"url": "https://x.com/MethodByVid/status/2116222098498826570", "author": "@MethodByVid", "followers": 3078, "date": "2026-10-30", "likes": 281, "bookmarks": 335, "views": 16476}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 61, "type": "prompt", "value": 5, "advice": "For factainment, script a question hook in 2 s, a real example, then a timed escalation with one real event and one on-screen number per step.", "quote": "Structure: question hook in the first 2s -> \"sounds impossible? it already happens\" + one real example -> an escalation (H+1, H+3, H+6...) with one real event", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/laurgrowth/status/2117346061241253933", "author": "@laurgrowth", "followers": 3682, "date": "2026-11-02", "likes": 36, "bookmarks": 60, "views": 2336}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 62, "type": "technique", "value": 4, "advice": "For music-driven promos, write the structure in bars of the song, e.g. 10 bars at 120 BPM, 2 seconds each, hook landing word by word.", "quote": "10 bars at 120 BPM, 2 seconds each.", "flags": [], "proof_score": 1791, "source": {"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 63, "type": "rule", "value": 3, "advice": "Put one idea in each shot.", "quote": "One idea per shot, lots of empty space, one accent color", "flags": [], "proof_score": 1791, "source": {"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}, "also": [{"url": "https://varg.ai/how-to/component/scenario.kinetic-film-words", "card": "Kinetic Words", "kind": "component", "publisher": "Scenario", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://iieqkinwjorxrzjp.public.blob.vercel-storage.com/explorations/2217ab5dbd452185a5c3c1509994da46b1ac20d2ebeaa888536244372ce73ebf/scenario-kinetic-film-skill.zip?download=1", "license": "Scenario: free download, no license file in the ZIP; fonts SIL OFL"}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 64, "type": "prompt", "value": 4, "advice": "For a launch film, write a fixed-shape 9-line voiceover and map every line to the product.", "quote": "Write a 9-line voiceover in this shape and map every line to my product:", "flags": [], "proof_score": 1744, "source": {"url": "https://x.com/twoclipping/status/2106526359589675085", "author": "@twoclipping", "followers": 9487, "date": "2026-10-03", "likes": 676, "bookmarks": 1365, "views": 41345}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 65, "type": "technique", "value": 3, "advice": "Ask for a song with a clear drop and its timestamp up front so the script can be timed to it.", "quote": "a royalty-free song with a clear drop (the file and the drop's timestamp)", "flags": [], "proof_score": 1744, "source": {"url": "https://x.com/twoclipping/status/2106526359589675085", "author": "@twoclipping", "followers": 9487, "date": "2026-10-03", "likes": 676, "bookmarks": 1365, "views": 41345}, "also": [{"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}, {"url": "https://x.com/twoclipping/status/2103835273813496100", "author": "@twoclipping", "followers": 9487, "date": "2026-09-26", "likes": 2194, "bookmarks": 3801, "views": 143709}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 66, "type": "technique", "value": 3, "advice": "For a one-take launch film, plan each scene to be made out of the previous one, with no fades, blurs or cuts.", "quote": "Every scene is made out of the previous one: nothing fades, blurs or cuts.", "flags": [], "proof_score": 5042, "source": {"url": "https://x.com/twoclipping/status/2103835273813496100", "author": "@twoclipping", "followers": 9487, "date": "2026-09-26", "likes": 2194, "bookmarks": 3801, "views": 143709}, "also": [{"url": "https://x.com/Iancu_ai/status/2098420840073236536", "author": "@Iancu_ai", "followers": 3183, "date": "2026-09-11", "likes": 530, "bookmarks": 474, "views": 65026}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 67, "type": "technique", "value": 4, "advice": "For a loop, make the last frame flow back into the first and leave out story and punchline so there is no reason to stop.", "quote": "7 seconds, and the last frame flows right back into the first.", "flags": [], "proof_score": 456, "source": {"url": "https://x.com/ghosstty_/status/2117394076622372992", "author": "@ghosstty_", "followers": 1056, "date": "2026-11-02", "likes": 230, "bookmarks": 324, "views": 17240}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 68, "type": "technique", "value": 3, "advice": "Use a short trailer of a longer story as the ad and ask viewers to get the app for the rest of the story.", "quote": "We run a 90 sec video trailer of an audio drama as an Ad and ask users to download the app if they're interested in the rest of the story.", "flags": [], "proof_score": 19235, "source": {"url": "https://x.com/RohanNayak2/status/2098104784264065525", "author": "@RohanNayak2", "followers": 13915, "date": "2026-09-10", "likes": 5475, "bookmarks": 12697, "views": 3800235}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 69, "type": "technique", "value": 4, "advice": "In a micro-drama ad, let the drama run long before the product appears.", "quote": "a 3-minute argument at an ID counter runs 1:45 before the product appears", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2098795041187615050", "card": "ID-office standoff: she looks too young for her photo", "kind": "prompt", "publisher": "frankyecom", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 70, "type": "technique", "value": 4, "advice": "For affiliate product ads, give each 2-second scene one benefit and end on a benefit card and CTA.", "quote": "One benefit per 2-second scene, ending on a benefit card and CTA, is the affiliate-ad skeleton people save", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2096519498622976124", "card": "8-scene affiliate tumbler ad from a storyboard sheet", "kind": "prompt", "publisher": "SeeratFatima112", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 71, "type": "rule", "value": 5, "advice": "Give every shot in the list a selling job, and tie the shots to one location photo with strict do-not-invent rules.", "quote": "A shot list where every shot has a selling job, tied to one location photo with strict 'do not invent' rules", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2099455792152011114", "card": "30 s stay ad from one location photo, 13 timed shots", "kind": "prompt", "publisher": "umesh_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 72, "type": "technique", "value": 3, "advice": "Write an action beat as a clear chain that reads in seconds: walk, danger, blur, rescue, disbelief.", "quote": "a clear superpower beat (walk, danger, blur, rescue, disbelief) that reads in seconds", "flags": [], "proof_score": 293, "source": {"url": "https://varg.ai/how-to/prompts/x-2109826808699068558", "card": "Speed-ramp rescue at a city crosswalk, superpower reveal", "kind": "prompt", "publisher": "Adnan_Ai2", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 250, "views": 43000}, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 73, "type": "technique", "value": 4, "advice": "Give a dialogue short concrete small stakes, a job to take, and a kind resolution with two original leads.", "quote": "A complete small story (rent is due, one coin left, take the boar job) with two lovable original leads", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116728095323677043", "card": "Animal-knight fantasy short with dialogue, 21:9", "kind": "prompt", "publisher": "zzhan8", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 74, "type": "technique", "value": 3, "advice": "Build a surreal short around one strong metaphor that reads instantly.", "quote": "a strong surreal metaphor (a crowd that never notices the flood) that reads instantly", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2117176888984801545", "card": "Surreal K-drama: a subway car floods, two hands meet", "kind": "prompt", "publisher": "KrishnaBio1", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 75, "type": "technique", "value": 3, "advice": "For a meme ad, use a familiar meme format with the product as the punchline: setup shot, then punchline shot.", "quote": "A familiar meme format with your product as the punchline: setup shot, punchline shot, voiceover, captions.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-studio-memes", "card": "Meme Ad", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "vargHQ", "license": "proprietary"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 76, "type": "technique", "value": 3, "advice": "For a cinematic ad, script a wide establishing shot, slow push-in, close-up and end card.", "quote": "Moody, high-polish shots that sell the feeling: wide establishing shot, slow push-in, close-up, end card.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-studio-cinematic", "card": "Cinematic Ad", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "vargHQ", "license": "proprietary"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 77, "type": "skill", "value": 3, "advice": "Write short-video scripts and shot lists as YAML/JSON from pain-solution, before-after or plot-twist templates.", "quote": "Writes a short-video script and shot list as YAML/JSON from pain-solution, before-after or plot-twist templates", "flags": [], "proof_score": 3, "source": {"url": "https://varg.ai/how-to/skills/video-script-generator", "card": "Video Script Generator", "kind": "skill", "publisher": "oliviapp8", "installs": 67, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/oliviapp8/skills/video-script-generator", "license": "unknown"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 78, "type": "data_stream", "value": 4, "advice": "For launch films, start from a 30 s or 60 s beat sheet that fixes the story shape and the timing of the one product beat.", "quote": "A launch film second by second: the story shape, a 30 s and 60 s beat sheet, the timing of one product beat, type and music rules, and the 5 mistakes", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/product-launch-video-beat-sheet", "card": "How to make a product launch video: the beat sheet", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 79, "type": "technique", "value": 3, "advice": "For horror, order the beats as suspense first, then explosive terror.", "quote": "Suspense first, then explosive terror.", "flags": [], "proof_score": 178, "source": {"url": "https://x.com/Ciri_ai/status/2117143506443784677", "author": "@Ciri_ai", "followers": 11908, "date": "2026-11-02", "likes": 233, "bookmarks": 31, "views": 30457}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 80, "type": "technique", "value": 3, "advice": "Consider a revenge arc: the main character rises, falls and rises one more time.", "quote": "revenge is one of the most Cinematic themes you can possible come up with because the main character rises & falls & eventually rises one more time", "flags": [], "proof_score": 667, "source": {"url": "https://x.com/CinemaTweets1/status/2076338469438423526", "author": "@CinemaTweets1", "followers": 447070, "date": "2026-07-12", "likes": 821, "bookmarks": 140, "views": 116717}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 81, "type": "rule", "value": 4, "advice": "For action, begin inside the chase with no slow motion, speed ramps or introductory establishing shot.", "quote": "Begin inside the chase. No slow motion, speed ramps or introductory establishing shot.", "flags": [], "proof_score": 48, "source": {"url": "https://x.com/ZentrixHQ/status/2117560982339744095", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-03", "likes": 54, "bookmarks": 18, "views": 2656}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 82, "type": "technique", "value": 4, "advice": "Design a 30 s short to grab attention in the first seconds and escalate tension until the final frame, with sub-second hook timing.", "quote": "specifically designed to grab attention within the first few seconds and maintain escalating tension until the final frame.", "flags": [], "proof_score": 60, "source": {"url": "https://x.com/mehvishs25/status/2115653772072648724", "author": "@mehvishs25", "followers": 10164, "date": "2026-10-29", "likes": 75, "bookmarks": 20, "views": 2757}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 83, "type": "rule", "value": 5, "advice": "Write story.md before anything moves: one point, one hero number, three beats.", "quote": "one point, one hero number, three beats. before anything moves", "flags": [], "proof_score": 4968, "source": {"url": "https://x.com/francescoinweb3/status/2111393917899808880", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-17", "likes": 2072, "bookmarks": 3770, "views": 162093}, "also": [{"url": "https://x.com/francescoinweb3/status/2111190424647782538", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-16", "likes": 706, "bookmarks": 1234, "views": 55949}, {"url": "https://x.com/ScottyBeamIO/status/2116919908474789939", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-11-01", "likes": 219, "bookmarks": 289, "views": 18277}, {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}], "top10_rank": 2, "top3": true}
{"step": "03", "step_name": "Script", "n": 84, "type": "technique", "value": 5, "advice": "Split the job into small steps that each produce one file the next step starts from, instead of one big prompt.", "quote": "I give it 6 small jobs. each one produces one file, and the next job starts from that file", "flags": [], "proof_score": 4968, "source": {"url": "https://x.com/francescoinweb3/status/2111393917899808880", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-17", "likes": 2072, "bookmarks": 3770, "views": 162093}, "also": [{"url": "https://x.com/francescoinweb3/status/2111190424647782538", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-16", "likes": 706, "bookmarks": 1234, "views": 55949}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 85, "type": "technique", "value": 4, "advice": "Have the agent watch a video you like and write a spec of why it works: pacing, first motion and cut rhythm.", "quote": "it watches a video I like and writes down why it works: pacing, first motion, cut rhythm", "flags": [], "proof_score": 4968, "source": {"url": "https://x.com/francescoinweb3/status/2111393917899808880", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-17", "likes": 2072, "bookmarks": 3770, "views": 162093}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 86, "type": "skill", "value": 4, "advice": "Use a brainstorming skill to pin down the story, hook and beats before anything gets built.", "quote": "Superpowers brainstorming skill: pins down the story, hook and beats before anything gets built", "flags": [], "proof_score": 3100, "source": {"url": "https://x.com/Y0urDumble/status/2115193601458151552", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-27", "likes": 1249, "bookmarks": 2396, "views": 79694}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 87, "type": "technique", "value": 5, "advice": "Write a director's brief of one character, one setting and one visual joke, and specify shots, expressions, camera moves and final pose before building.", "quote": "specify the shots, expressions, camera moves and final pose before building the scene", "flags": [], "proof_score": 352, "source": {"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}, "also": [{"url": "https://x.com/beamnxw/status/2113275303808160226", "author": "@beamnxw", "followers": 14694, "date": "2026-10-22", "likes": 881, "bookmarks": 1194, "views": 69200}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 88, "type": "rule", "value": 5, "advice": "Put character personalities, voices, camera moves, vibe and emotion in the script; that detail separates slop from quality.", "quote": "The difference between slop and quality where people don't even care if its AI is in the amount of detail you include in your script", "flags": [], "proof_score": 1112, "source": {"url": "https://x.com/pounddz/status/2115578348411720036", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 89, "type": "skill", "value": 4, "advice": "Use a plan-first flow: specs, character sheet and script get approved before any panel is rendered.", "quote": "Plan-first storyboard workflow: specs, character sheet and script approved before each panel is rendered", "flags": [], "proof_score": 3, "source": {"url": "https://varg.ai/how-to/skills/dlazy-image-storyboard", "card": "dLazy Image Storyboard", "kind": "skill", "publisher": "dlazyai", "installs": 69, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-image-storyboard", "license": "unknown"}, "also": [{"url": "https://varg.ai/how-to/skills/wedding-video-guided-wizard", "card": "Wedding Video Guided Wizard", "kind": "skill", "publisher": "aaronyi97", "installs": null, "stars": 392, "source_post_stats": null, "repo": "https://github.com/aaronyi97/wedding-video-guided-wizard", "license": "MIT"}, {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 90, "type": "rule", "value": 5, "advice": "Write the script and the shot plan, and show both to the user before spending anything.", "quote": "Then write a 55-65 s script and a shot plan, and show me both before you spend anything.", "flags": [], "proof_score": 2957, "source": {"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, "also": [{"url": "https://x.com/finnardley/status/2116010421740007894", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}, {"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}], "top10_rank": 6, "top3": false}
{"step": "03", "step_name": "Script", "n": 91, "type": "technique", "value": 4, "advice": "From a topic or copy, write the caption script, lay out the storyboard and sound, render a 30 s sample, and make the full film only after approval.", "quote": "它写字幕稿、排分镜、配音效，先出 30 秒样片，你点头了再做全片。", "flags": [], "proof_score": 4147, "source": {"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}, "also": [{"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, {"url": "https://x.com/Yarad_ai/status/2116987783663292454", "author": "@Yarad_ai", "followers": 3854, "date": "2026-11-01", "likes": 209, "bookmarks": 504, "views": 11617}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 92, "type": "technique", "value": 5, "advice": "Lay out 3 storyboard options in one image for the user to pick, then make one still per scene for the chosen one.", "quote": "lay out 3 storyboard options in one image for you to pick from, then make one still per scene for the one you choose", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/0xMovez/status/2115870377523949687", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, {"url": "https://x.com/thegreatest_sv/status/2116241528737693741", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-30", "likes": 865, "bookmarks": 1336, "views": 55008}], "top10_rank": 9, "top3": false}
{"step": "03", "step_name": "Script", "n": 93, "type": "technique", "value": 4, "advice": "Break the script into scenes and write timestamped storyboard prompts for each, matched to pacing.", "quote": "a custom claude skill breaks your script into scenes and writes timestamped storyboard prompts for each one, matched to pacing so nothing feels random.", "flags": [], "proof_score": 3530, "source": {"url": "https://x.com/sulfurscales/status/2084256472322781622", "author": "@sulfurscales", "followers": 16370, "date": "2026-08-03", "likes": 1279, "bookmarks": 1537, "views": 1353499}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 94, "type": "technique", "value": 4, "advice": "Turn the chosen idea into a one-minute episode with a scene-by-scene breakdown, character actions, camera direction and visual prompts.", "quote": "a complete one-minute episode with a scene-by-scene breakdown, character actions, camera direction and visual prompts", "flags": [], "proof_score": 3375, "source": {"url": "https://x.com/0xKiyoro/status/2086460826081251678", "author": "@0xKiyoro", "followers": 9585, "date": "2026-08-09", "likes": 1266, "bookmarks": 2544, "views": 197875}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 95, "type": "technique", "value": 4, "advice": "Write a beat sheet first, then match every transcript to it to find usable footage.", "quote": "having it take every transcript and match it to the beat sheet of the story I wanted to tell?", "flags": [], "proof_score": 77, "source": {"url": "https://x.com/visionsbyjake/status/2115489752132853780", "author": "@visionsbyjake", "followers": 311, "date": "2026-10-28", "likes": 37, "bookmarks": 54, "views": 4026}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 96, "type": "technique", "value": 3, "advice": "Have the agent say exactly where each b-roll or stock clip goes for each script line.", "quote": "you pull broll and stock footage that matches each line and Claude tells you exactly where each clip goes", "flags": [], "proof_score": 1392, "source": {"url": "https://x.com/vampScally/status/2083711186051223694", "author": "@vampScally", "followers": 1600, "date": "2026-08-02", "likes": 710, "bookmarks": 973, "views": 63752}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 97, "type": "technique", "value": 3, "advice": "In fast cartoon explainers, change the place every 2-3 seconds.", "quote": "Characters are cutouts that move over illustrated backgrounds, and the place changes every 2-3 s.", "flags": [], "proof_score": 812, "source": {"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 98, "type": "prompt", "value": 5, "advice": "Turn the script into a shot-by-shot list that preserves the script exactly and puts the matching voiceover line next to each shot.", "quote": "Preserve the script exactly as written and include the corresponding script/voiceover line next to each shot so the visuals can be easily matched during editing.", "flags": [], "proof_score": 65, "source": {"url": "https://x.com/OlatundeAI/status/2116043943892734000", "author": "@OlatundeAI", "followers": 6183, "date": "2026-10-30", "likes": 34, "bookmarks": 45, "views": 3192}, "also": [{"url": "https://x.com/meAsifAi/status/2109025550807556139", "author": "@meAsifAi", "followers": 4494, "date": "2026-10-10", "likes": 241, "bookmarks": 415, "views": 13295}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 99, "type": "rule", "value": 4, "advice": "Identify recurring characters first and repeat each one's established description verbatim in every shot.", "quote": "repeating each appearing character's established description verbatim", "flags": [], "proof_score": 65, "source": {"url": "https://x.com/OlatundeAI/status/2116043943892734000", "author": "@OlatundeAI", "followers": 6183, "date": "2026-10-30", "likes": 34, "bookmarks": 45, "views": 3192}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 100, "type": "prompt", "value": 5, "advice": "Make a storyboard sheet of numbered panels, each with a timestamp and VISUAL, ACTION and DIALOGUE notes, plus duration, style, audience and audio boxes.", "quote": "Timestamp (0–2.5s, 2.5–5s, etc.)", "flags": [], "proof_score": 4178, "source": {"url": "https://x.com/Ciri_ai/status/2076202198888022135", "author": "@Ciri_ai", "followers": 11908, "date": "2026-07-12", "likes": 2207, "bookmarks": 2773, "views": 301002}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2076202198888022135", "card": "12-panel ASMR unboxing storyboard sheet that becomes the ad", "kind": "prompt", "publisher": "Ciri_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2076572186220155024", "card": "Steam iron ASMR unboxing storyboard with a specs footer", "kind": "prompt", "publisher": "Ziha_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2078315376660939132", "card": "12-scene POV storyboard sheet for a chocolate drink ad", "kind": "prompt", "publisher": "Strength04_X", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/Caromuffet/status/2117098441637863504", "author": "@Caromuffet", "followers": 40381, "date": "2026-11-02", "likes": 152, "bookmarks": 44, "views": 11545}], "top10_rank": 4, "top3": true}
{"step": "03", "step_name": "Script", "n": 101, "type": "technique", "value": 5, "advice": "Write a short as a timecoded beat sheet (e.g. 7 beats in 30 s) so a full arc lands in the runtime.", "quote": "a 1.2k-character beat sheet that lands a full K-horror arc in 30 s", "flags": [], "proof_score": 627, "source": {"url": "https://varg.ai/how-to/prompts/x-2113840061104206005", "card": "K-horror: a wave at the guard turns into a zombie chase", "kind": "prompt", "publisher": "AIwithSynthia", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 361, "views": 266000}, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2117176888984801545", "card": "Surreal K-drama: a subway car floods, two hands meet", "kind": "prompt", "publisher": "KrishnaBio1", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/navi_Ai2/status/2115443358965379088", "author": "@navi_Ai2", "followers": 49649, "date": "2026-10-28", "likes": 376, "bookmarks": 98, "views": 102012}, {"url": "https://x.com/ch_h234/status/2115450323682906409", "author": "@ch_h234", "followers": 8882, "date": "2026-10-28", "likes": 159, "bookmarks": 63, "views": 51571}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 102, "type": "technique", "value": 4, "advice": "Fix runtime and shot count up front, sizing each shot to one 10-15 s generation.", "quote": "9:16, about 75 s, 6 shots of 10-15 s (one seedance_2_5 generation each, native dialogue)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2101350249059008629", "card": "Deadpan lab satire: scientists rebuild a rogue AI", "kind": "prompt", "publisher": "Gossip_Goblin", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2116728095323677043", "card": "Animal-knight fantasy short with dialogue, 21:9", "kind": "prompt", "publisher": "zzhan8", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/ZentrixHQ/status/2117560982339744095", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-03", "likes": 54, "bookmarks": 18, "views": 2656}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 103, "type": "technique", "value": 4, "advice": "Cut a longer story into self-contained 15 s clips and keep their order.", "quote": "four self-contained 15 s clips (a cut-down of a 3-minute story; keep the order)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2098795041187615050", "card": "ID-office standoff: she looks too young for her photo", "kind": "prompt", "publisher": "frankyecom", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2083364450900549639", "card": "Heist-movie reply ad to a copycat restaurant", "kind": "prompt", "publisher": "0xInk_", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/abulu8/status/2116476626917847495", "author": "@abulu8", "followers": 5176, "date": "2026-10-31", "likes": 155, "bookmarks": 49, "views": 58443}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 104, "type": "rule", "value": 4, "advice": "When feeding a storyboard sheet to a video model, tell it to follow the sheet's shot order and camera notes only.", "quote": "Image 2 is the storyboard sheet: follow its shot order and camera notes only.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2094760813794111843", "card": "Coconut-water spot made from one storyboard sheet", "kind": "prompt", "publisher": "Strength04_X", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 105, "type": "prompt", "value": 4, "advice": "Make one development board image that holds both the character design sheet and the cinematic storyboard page.", "quote": "The output must be ONE combined image with two sections: an anime character design sheet and a cinematic storyboard page.", "flags": [], "proof_score": 1099, "source": {"url": "https://x.com/HeyAbhishek/status/2116142400934703371", "author": "@HeyAbhishek", "followers": 111373, "date": "2026-10-30", "likes": 730, "bookmarks": 692, "views": 41770}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 106, "type": "technique", "value": 4, "advice": "Write each shot as CAMERA + SUBJECT + ACTION + ENVIRONMENT + LIGHTING + AUDIO, not as a photo description.", "quote": "CAMERA + SUBJECT + ACTION + ENVIRONMENT + LIGHTING + AUDIO", "flags": ["promo"], "proof_score": 455, "source": {"url": "https://x.com/UchegbuPeaceM/status/2116447409505022268", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 107, "type": "check", "value": 3, "advice": "Keep shot instructions clear and specific, and check they do not contradict one another; length is not needed.", "quote": "You need clear, specific instructions that don’t contradict one another.", "flags": ["promo"], "proof_score": 455, "source": {"url": "https://x.com/UchegbuPeaceM/status/2116447416190746624", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 108, "type": "rule", "value": 4, "advice": "Show each new location wide enough to read in its first second.", "quote": "Each location is shown wide enough to read in its first second.", "flags": [], "proof_score": 127, "source": {"url": "https://x.com/abulu8/status/2116999082413904166", "author": "@abulu8", "followers": 5176, "date": "2026-11-01", "likes": 147, "bookmarks": 39, "views": 14928}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 109, "type": "rule", "value": 3, "advice": "Name the only recurring character in the script and build every location from the prompt.", "quote": "Image1 — the only recurring character. No location references; every location is built from this prompt.", "flags": [], "proof_score": 127, "source": {"url": "https://x.com/abulu8/status/2116999082413904166", "author": "@abulu8", "followers": 5176, "date": "2026-11-01", "likes": 147, "bookmarks": 39, "views": 14928}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 110, "type": "technique", "value": 4, "advice": "For a dialogue gag, let stills do the framing and have the prompt give only the order, the line in quotes and a camera event.", "quote": "the prompt only gives order, the line in quotes and a camera event", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-pumpkin-dialogue-scene", "card": "15s dialogue gag from two stills, camera falls", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 111, "type": "technique", "value": 4, "advice": "Fix fake-sounding AI dialogue in the writing: pay close attention to the punctuation in each line.", "quote": "1. Paying close attention to the written punctuation used.", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 112, "type": "technique", "value": 5, "advice": "Break long dialogue lines into shorter ones with intentional pauses.", "quote": "2. Breaking long lines into shorter ones, with intentional pauses.", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 113, "type": "technique", "value": 5, "advice": "Use bodily actions, such as sniffles between lines, as punctuation in dialogue.", "quote": "3. Using bodily actions as punctuation (this one gave the biggest improvement BY FAR!", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": 3, "top3": false}
{"step": "03", "step_name": "Script", "n": 114, "type": "technique", "value": 3, "advice": "Write anchor gestures into dialogue, such as lifting a finger, to steer delivery.", "quote": "4. Using \"anchor gestures\" (he lifts his finger as if to say", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 115, "type": "technique", "value": 4, "advice": "For speaking shots, generate the voice separately, put its exact text in the prompt and lock the audio so the model does not add or adjust.", "quote": "Then layer on the actual text/script of the voice in the prompt like I have in the prompt below.", "flags": [], "proof_score": 3797, "source": {"url": "https://x.com/ZssBecker/status/2113320998527221875", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, "also": [{"url": "https://x.com/ZssBecker/status/2113497202702115226", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 116, "type": "technique", "value": 4, "advice": "When a song or voice drives the piece, make it the master timing source and sync cuts, breath, gaze and gestures to it.", "quote": "Use @Audio1 as the master timing source", "flags": [], "proof_score": 273, "source": {"url": "https://x.com/Israa_Ali2077/status/2117286613739032729", "author": "@Israa_Ali2077", "followers": 1556, "date": "2026-11-02", "likes": 169, "bookmarks": 181, "views": 7466}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2102844654169575547", "card": "3-minute code-only history film made in Claude Code", "kind": "prompt", "publisher": "kimmonismus", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/donaldjewkes/status/2102801469976248500", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 2393, "bookmarks": 5702, "views": 659177}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 117, "type": "technique", "value": 3, "advice": "Leave stumbles in UGC voice lines.", "quote": "Stumbles Left In", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 118, "type": "technique", "value": 3, "advice": "For sung lines, write lyrics in IPA and expressions as FACS codes to keep singing and choreography in sync.", "quote": "IPA lyrics and FACS codes kept singing and choreography in sync in one clip", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2053053922332262547", "card": "Singer dances and sings live from a color-coded storyboard", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 119, "type": "technique", "value": 4, "advice": "Drive gauges, cursor, on-screen rows and audio from one timeline so every element ticks off the same beats.", "quote": "one timeline drives the whole thing: the jet gauge, the operator's cursor, the console rows and the audio all tick off it", "flags": ["suspect_engagement"], "proof_score": 5172, "source": {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, "also": [{"url": "https://varg.ai/how-to/component/hf.beat-timeline", "card": "Beat Timeline", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/beat-timeline", "license": "Apache-2.0"}, {"url": "https://x.com/0x_fokki/status/2116627926762373247", "author": "@0x_fokki", "followers": 16348, "date": "2026-10-31", "likes": 481, "bookmarks": 658, "views": 49769}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 120, "type": "technique", "value": 3, "advice": "Put scene cuts and titles appearing on the beat; change the animation, or move where the music starts.", "quote": "Put the big moves, like scene cuts and titles appearing, on the beat.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [{"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}, {"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 121, "type": "technique", "value": 3, "advice": "For a music video, map the song's beats and word timings first, then storyboard on that beat grid.", "quote": "song map with beats and word timings, a beat-grid storyboard", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/varg.music-video", "card": "varg Music Video", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/varg-music-video", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 122, "type": "rule", "value": 4, "advice": "Keep UGC ad scripts under 85 words.", "quote": "📁 Under 85 Words", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 123, "type": "rule", "value": 4, "advice": "Bring the product in before the halfway point of the script.", "quote": "Product Before Halfway", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 124, "type": "technique", "value": 4, "advice": "Hold one set of elements constant across the whole film and change only one thing, e.g. the room, cat and girl stay while the style changes.", "quote": "The room, the cat and the girl never change; only the style does.", "flags": [], "proof_score": 5064, "source": {"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, "also": [{"url": "https://varg.ai/how-to/prompts/reddit-1wogab3", "card": "One-prompt collage short: Claude picks its own models", "kind": "prompt", "publisher": "u/Singularity-42", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 125, "type": "technique", "value": 4, "advice": "Make shorts feel like a series with the same faces, same set, tight close-ups and subtitled dialogue.", "quote": "Same faces, same lab, tight close-ups and subtitled dialogue make it feel like a series", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2101350249059008629", "card": "Deadpan lab satire: scientists rebuild a rogue AI", "kind": "prompt", "publisher": "Gossip_Goblin", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/make-an-ai-influencer-video", "card": "How to make an AI influencer video", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2113233227582406813", "card": "Talking street cats and a shiba: bilingual pet skit", "kind": "prompt", "publisher": "junjun_ranran", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/0xKiyoro/status/2086460826081251678", "author": "@0xKiyoro", "followers": 9585, "date": "2026-08-09", "likes": 1266, "bookmarks": 2544, "views": 197875}, {"url": "https://x.com/theodorsan/status/2115786981594529843", "author": "@theodorsan", "followers": 649, "date": "2026-10-29", "likes": 106, "bookmarks": 140, "views": 6263}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 126, "type": "technique", "value": 4, "advice": "Tell a wordless story through a run of small recurring gestures, like secret gifts, that build to the last shot.", "quote": "who gradually fall in love through shy glances, secret gifts, flowers, seashells, and tender moments", "flags": [], "proof_score": 91, "source": {"url": "https://x.com/Adnan_Ai2/status/2114907956089381341", "author": "@Adnan_Ai2", "followers": 9190, "date": "2026-10-27", "likes": 39, "bookmarks": 54, "views": 17451}, "also": [{"url": "https://x.com/Adnan_Ai2/status/2114907946635407578", "author": "@Adnan_Ai2", "followers": 9190, "date": "2026-10-27", "likes": 20812, "bookmarks": 6947, "views": 4299185}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 127, "type": "warning", "value": 4, "advice": "A script that follows hook and pacing rules can still be dead; keep a human angle, conviction and taste in the loop.", "quote": "The structure is right, the hook \"follows the rules,\" the pacing is optimized, and it's still dead.", "flags": [], "proof_score": 197, "source": {"url": "https://x.com/brivael/status/2115378583908553082", "author": "@brivael", "followers": 240056, "date": "2026-10-28", "likes": 200, "bookmarks": 84, "views": 13054}, "also": [{"url": "https://x.com/NotMikeHarlow/status/2116060279679197268", "author": "@NotMikeHarlow", "followers": 53255, "date": "2026-10-30", "likes": 851, "bookmarks": 130, "views": 44637}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 128, "type": "check", "value": 4, "advice": "Read the script out loud before producing it.", "quote": "Read It Out Loud", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 129, "type": "skill", "value": 3, "advice": "Gate the drama with a story check before the script, then review a rough cut and fix failed shots.", "quote": "story check, script, character masters, storyboard, model and cost routing, voices, rough-cut review and fixes for failed shots.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/dramake-story-to-short-drama", "card": "Turn a Story into a Publishable AI Short Drama With Budget and QC Gates", "kind": "skill", "publisher": "xixihhhh", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/xixihhhh/ai-short-drama-skill/tree/main/skills/dramake", "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/short-drama-director-asset-locks", "card": "Lock Cast and Sets Before Storyboarding Short Dramas for Seedance and H3", "kind": "skill", "publisher": "lixiaoxiao9888-create", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/lixiaoxiao9888-create/manju-laoli-skill/tree/main/short-drama-director", "license": null}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 130, "type": "skill", "value": 4, "advice": "Use ZenStory Drama Skills for short-drama script, assets, storyboard and prompts; it beat a no-skill control in blind tests.", "quote": "Short-drama skills that beat a no-skill control in blind tests: script, assets, storyboard, keyframe and video prompts.", "flags": [], "proof_score": 2636, "source": {"url": "https://varg.ai/how-to/skills/zenstory-drama-skills", "card": "Drama Skills (ZenStory)", "kind": "skill", "publisher": "ZenStory AI", "installs": 18834, "stars": 3388, "source_post_stats": null, "repo": "https://github.com/zenstory-ai/drama-skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 131, "type": "skill", "value": 4, "advice": "Use Screenwriting Skills for story structure and dramaturgy, including writing in a named author's style.", "quote": "26 screenwriting and dramaturgy skills, from story structure to writing in the style of Ozu, Chekhov or Succession.", "flags": [], "proof_score": 1103, "source": {"url": "https://varg.ai/how-to/skills/screenwriting-skills", "card": "Screenwriting Skills", "kind": "skill", "publisher": "Terry Jia", "installs": 3849, "stars": 1821, "source_post_stats": null, "repo": "https://github.com/jtydhr88/screenwriting-skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 132, "type": "skill", "value": 3, "advice": "Chain the drama steps in order: characters, outline, art bible, script, staging, storyboard.", "quote": "Seven chained skills from novel to AI short drama: characters, outline, art bible, script, staging, storyboard.", "flags": [], "proof_score": 2762, "source": {"url": "https://varg.ai/how-to/skills/shuohao-short-drama", "card": "Shuohao Short-Drama Skills", "kind": "skill", "publisher": "Wesley Wang", "installs": 1403, "stars": 5383, "source_post_stats": null, "repo": "https://github.com/eternityspring/shuohao-skills", "license": "Apache-2.0"}, "also": [{"url": "https://varg.ai/how-to/skills/idea-to-ai-short-drama-series", "card": "Turn One Idea into an AI Short Drama Series", "kind": "skill", "publisher": "HITsz-TMG", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/HITsz-TMG/VideoClaw/tree/main/video-claw", "license": null}, {"url": "https://varg.ai/how-to/skills/source-available-ai-drama-production-line", "card": "Source-available AI Drama Production Line (DramaClaw)", "kind": "skill", "publisher": "dramaclaw", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/dramaclaw/dramaclaw", "license": null}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 133, "type": "skill", "value": 4, "advice": "Plan multi-shot stories with storyboards, shot lists, first-to-last-frame chains and continuity across scenes.", "quote": "Plan multi-shot stories: storyboards, shot lists, first-to-last-frame chains and continuity across scenes.", "flags": [], "proof_score": 150, "source": {"url": "https://varg.ai/how-to/skills/fal-storytelling", "card": "fal Storytelling", "kind": "skill", "publisher": "fal", "installs": 446, "stars": 256, "source_post_stats": null, "repo": "https://github.com/fal-ai-community/skills/tree/main/skills/storytelling", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 134, "type": "skill", "value": 4, "advice": "Turn a script into beats, blocking and a shot list with coverage, then keyframe and motion prompts.", "quote": "Script, prose or a keyframe to beats, blocking, shot list with coverage, keyframe and motion prompts for Runway, Veo, Kling, Seedance.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/cinematic-director-shot-list", "card": "Turn a Script Into a Shot List and AI Video Prompts", "kind": "skill", "publisher": "wuwangzhang1216", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/wuwangzhang1216/DirectorSKILL", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 135, "type": "skill", "value": 4, "advice": "Storyboard before generating, with shot types, angles, moves, the 180-degree rule and annotated panels.", "quote": "Storyboard a video before generating: shot types, angles, moves, the 180-degree rule, annotated panels.", "flags": [], "proof_score": 391, "source": {"url": "https://varg.ai/how-to/skills/inference-sh-storyboard-creation", "card": "Storyboard Creation", "kind": "skill", "publisher": "inference.sh", "installs": 11, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/guides/video/storyboard-creation", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 136, "type": "skill", "value": 3, "advice": "Turn a topic into a script with a shot list, per-shot image/video prompts and voiceover text.", "quote": "Turns a topic into a video script: shot list, per-shot image/video prompts and voiceover text", "flags": [], "proof_score": 21, "source": {"url": "https://varg.ai/how-to/skills/ai-video-script", "card": "AI Video Script", "kind": "skill", "publisher": "aguo333", "installs": 420, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/aguo333/skills/ai-video-script", "license": "unknown"}, "also": [{"url": "https://varg.ai/how-to/skills/video-producer", "card": "Video Producer", "kind": "skill", "publisher": "a1024708231", "installs": 94, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/a1024708231/skills/video-producer", "license": "unknown"}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 137, "type": "skill", "value": 4, "advice": "Plan a multi-shot AI video before paying: story, anchor sheets, a grey-box previz, then the video pack.", "quote": "Plan multi-shot AI video before paying: story, anchor sheets, a three.js grey-box previz, then a Seedance v2v pack.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-previz", "card": "Previz to Seedance", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-previz", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/component/varg.previz", "card": "varg Previz", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/varg-previz", "license": "MIT"}, {"url": "https://varg.ai/how-to/make-an-ai-short-film", "card": "How to make an AI short film", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 138, "type": "skill", "value": 3, "advice": "Group storyboards into 25-30 s generation units with performance notes, continuity checks and per-shot sound.", "quote": "episodes, asset plan, 25–30 s Seedance 2.5 storyboard groups, performance, continuity checks and per-shot sound.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/comic-drama-director-seedance-25", "card": "Turn a Script into Seedance 2.5 Storyboard Prompts for Comic Dramas", "kind": "skill", "publisher": "djyy1031", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/djyy1031/ai-comic-drama-director-skills/tree/main/skills/make-ai-comic-drama", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 139, "type": "skill", "value": 3, "advice": "Use the cartoon short skill: it writes the script, plans the shots and renders a 55-70 s vertical short in code.", "quote": "It writes the script, plans the shots and renders a 55-70 second vertical short", "flags": [], "proof_score": 1184, "source": {"url": "https://x.com/RoundtableSpace/status/2117236532482396349", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-02", "likes": 533, "bookmarks": 849, "views": 68917}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 140, "type": "data_stream", "value": 3, "advice": "Study Higgsfield's 33 open-sourced AI films, each with every prompt, model and asset public, as worked script examples.", "quote": "33 AI films Higgsfield open-sourced, from a 2 h feature to 15 s spots, each with every prompt, model and asset public.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/higgsfield-open-source-films", "card": "Higgsfield Open-Source AI Films: Every Prompt and Asset", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/community/projects", "license": "unknown"}, "also": [{"url": "https://varg.ai/how-to/skills/higgsfield-open-inside-ai", "card": "Inside AI (Higgsfield Open-Source Commercial)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@higgsfield.commercials/projects/inside-ai-commercial", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/higgsfield-open-top-up", "card": "Top Up (Higgsfield Open-Source Cinematic Ad)", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/@adilinthewild/projects/top-up", "license": "unknown"}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 141, "type": "technique", "value": 5, "advice": "Pick ONE motif, such as a glowing word, a dot or a line, that carries the whole film, and let it evolve across the parts.", "quote": "pick ONE motif that carries the whole film ({MOTIF}, e.g. a glowing word, a dot, a line) and let it evolve in", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2102844654169575547", "card": "3-minute code-only history film made in Claude Code", "kind": "prompt", "publisher": "kimmonismus", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 142, "type": "technique", "value": 4, "advice": "Write the narration in parts and end on one closing line that echoes the opening; show the script before building.", "quote": "write a 7-part script of about 380 words with one closing line that echoes the opening", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2102844654169575547", "card": "3-minute code-only history film made in Claude Code", "kind": "prompt", "publisher": "kimmonismus", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 143, "type": "technique", "value": 3, "advice": "Treat a recurring visual motif as meaning, not decoration: a film-strip frame repeated across a whole era reads as an archive of the past.", "quote": "One visual motif keeps appearing throughout the ARIRANG era: film.", "flags": [], "proof_score": 699, "source": {"url": "https://x.com/kthnoir7/status/2078693618064425104", "author": "@kthnoir7", "followers": 2371, "date": "2026-07-19", "likes": 852, "bookmarks": 256, "views": 17492}, "also": [{"url": "https://x.com/teeheehyung/status/2075235132542480391", "author": "@teeheehyung", "followers": 5369, "date": "2026-07-09", "likes": 2780, "bookmarks": 215, "views": 123431}, {"url": "https://x.com/MckKirk/status/2095567937209766102", "author": "@MckKirk", "followers": 16053, "date": "2026-09-03", "likes": 548, "bookmarks": 12, "views": 15812}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 144, "type": "technique", "value": 3, "advice": "Reuse one motif across several pieces of a series to create a cyclical connection between them.", "quote": "a recurring motif, which is used in Algorithm with her ‘nanana’ and later in Flower Rhythm to create this cyclical connection between the three songs.", "flags": [], "proof_score": 951, "source": {"url": "https://x.com/xio_orbit/status/2106794179011711148", "author": "@xio_orbit", "followers": 3079, "date": "2026-10-04", "likes": 1435, "bookmarks": 221, "views": 12297}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 145, "type": "technique", "value": 2, "advice": "Repeat a key-art pose as a recurring composition across the work.", "quote": "It's neat how this key art pose became a recurring composition motif across FFXV", "flags": [], "proof_score": 426, "source": {"url": "https://x.com/_bazztek/status/2103804956679836057", "author": "@_bazztek", "followers": 1129, "date": "2026-09-26", "likes": 671, "bookmarks": 78, "views": 12588}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 146, "type": "technique", "value": 5, "advice": "Write dialogue with subtext: let characters talk around the point, e.g. 'you seem too young to be here' instead of 'how old are you?'.", "quote": "✅ : you seem too young to be here", "flags": [], "proof_score": 1823, "source": {"url": "https://x.com/diraism/status/2111414191940882724", "author": "@diraism", "followers": 14341, "date": "2026-10-17", "likes": 1820, "bookmarks": 888, "views": 25120}, "also": [{"url": "https://x.com/Gallway_girl04/status/2072322750405050491", "author": "@Gallway_girl04", "followers": 2809, "date": "2026-07-01", "likes": 1584, "bookmarks": 161, "views": 30736}, {"url": "https://x.com/aelfred_D/status/2080995451612909926", "author": "@aelfred_D", "followers": 63211, "date": "2026-07-25", "likes": 830, "bookmarks": 24, "views": 35479}, {"url": "https://x.com/godswayfoundinc/status/2097514585754325056", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-09-09", "likes": 186, "bookmarks": 256, "views": 11363}, {"url": "https://x.com/JovanGThinks/status/2100947675310895594", "author": "@JovanGThinks", "followers": 989, "date": "2026-09-18", "likes": 2901, "bookmarks": 886, "views": 36404}], "top10_rank": 10, "top3": false}
{"step": "03", "step_name": "Script", "n": 147, "type": "technique", "value": 4, "advice": "Let characters dodge questions by asking back or changing the subject, so dialogue becomes a tug-of-war rather than an exchange of information.", "quote": "dialogue jadi media tarik-menarik, bukan tukar informasi", "flags": [], "proof_score": 1823, "source": {"url": "https://x.com/diraism/status/2111414197276086735", "author": "@diraism", "followers": 14341, "date": "2026-10-17", "likes": 1820, "bookmarks": 888, "views": 25120}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 148, "type": "technique", "value": 4, "advice": "Mark tone with punctuation: ellipsis for hesitation, a dash for stuttering, an em dash for a line cut off, and write interruptions.", "quote": "bisa pakai ellipsis (...) buat keraguan. bisa pakai (–) buat stuttering. bisa pakai (—) buat omongan yang dipotong abruptly.", "flags": [], "proof_score": 1823, "source": {"url": "https://x.com/diraism/status/2111414203592688030", "author": "@diraism", "followers": 14341, "date": "2026-10-17", "likes": 1820, "bookmarks": 888, "views": 25120}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 149, "type": "technique", "value": 4, "advice": "Let an action beat contradict the line, e.g. 'I'm fine' while setting a cup down too hard, so viewers know the character is lying.", "quote": "\"i'm fine.\" he set the cup down the table with more force than necessary", "flags": [], "proof_score": 1823, "source": {"url": "https://x.com/diraism/status/2111414208743321830", "author": "@diraism", "followers": 14341, "date": "2026-10-17", "likes": 1820, "bookmarks": 888, "views": 25120}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 150, "type": "technique", "value": 4, "advice": "Write stutters, false starts and trail-offs straight into Seedance dialogue so it is not too clean; the model performs them well.", "quote": "Put the false starts and trail-offs straight in the prompt.", "flags": [], "proof_score": 360, "source": {"url": "https://x.com/godswayfoundinc/status/2097514585754325056", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-09-09", "likes": 186, "bookmarks": 256, "views": 11363}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 151, "type": "technique", "value": 4, "advice": "Give characters something to do with their hands during dialogue; one action can replace a whole line and show their dynamic.", "quote": "That one action replaced a whole line of dialogue.", "flags": [], "proof_score": 360, "source": {"url": "https://x.com/godswayfoundinc/status/2097514585754325056", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-09-09", "likes": 186, "bookmarks": 256, "views": 11363}, "also": [{"url": "https://x.com/diraism/status/2111414208743321830", "author": "@diraism", "followers": 14341, "date": "2026-10-17", "likes": 1820, "bookmarks": 888, "views": 25120}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 152, "type": "technique", "value": 3, "advice": "Give characters two selves: kind and nurturing to those around them, yet capable of committing or watching violence.", "quote": "How every character has basically two selves", "flags": [], "proof_score": 2350, "source": {"url": "https://x.com/jerkus110/status/2113379559143813251", "author": "@jerkus110", "followers": 464, "date": "2026-10-22", "likes": 3978, "bookmarks": 326, "views": 34581}, "also": [{"url": "https://x.com/jerkus110/status/2113380006390804912", "author": "@jerkus110", "followers": 464, "date": "2026-10-22", "likes": 141, "bookmarks": 1, "views": 3300}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 153, "type": "technique", "value": 4, "advice": "For a twist, plant moments that read one way under the viewer's assumption and turn out innocent when reviewed after the reveal.", "quote": "when you actually go back and review the tape once the twist has been revealed, you'll find example after example of things you thought Snape did that were bad", "flags": [], "proof_score": 1133, "source": {"url": "https://x.com/CitizenAmedia/status/2114955213731664235", "author": "@CitizenAmedia", "followers": 2137, "date": "2026-10-27", "likes": 1653, "bookmarks": 218, "views": 88151}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 154, "type": "warning", "value": 3, "advice": "Do not withhold information just for the sake of it; give the story a reason it cannot be revealed yet.", "quote": "Deltarune is just withholding information for the sake of withholding it", "flags": [], "proof_score": 277, "source": {"url": "https://x.com/crowdeacon/status/2113977109437939935", "author": "@crowdeacon", "followers": 1627, "date": "2026-10-24", "likes": 318, "bookmarks": 77, "views": 40790}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 155, "type": "rule", "value": 4, "advice": "Size narration for normal conversational pace, which runs around 120 to 150 words per minute.", "quote": "For context, normal conversation runs around 120 to 150 words per minute.", "flags": [], "proof_score": 1315, "source": {"url": "https://x.com/brivael/status/2115553835443732554", "author": "@brivael", "followers": 240056, "date": "2026-10-28", "likes": 2172, "bookmarks": 187, "views": 42444}, "also": [{"url": "https://x.com/XFreeze/status/2115538593620066759", "author": "@XFreeze", "followers": 295105, "date": "2026-10-28", "likes": 316, "bookmarks": 22, "views": 10952}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 156, "type": "rule", "value": 4, "advice": "Do not pad scripts with filler to stretch length; a short video viewers love beats a long one they tolerate.", "quote": "youtube confirmed that a 3-minute video viewers love will now outrank a 20-minute video they tolerate.", "flags": ["unverified_claim"], "proof_score": 297, "source": {"url": "https://x.com/fyreinteractive/status/2086728041649360979", "author": "@fyreinteractive", "followers": 9481, "date": "2026-08-10", "likes": 191, "bookmarks": 186, "views": 15123}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 157, "type": "check", "value": 4, "advice": "Turn your copy principles into a checklist and have the agent audit its script against it.", "quote": "create a checklist and tell it to audit its output  against it the checklist.", "flags": ["promo"], "proof_score": 1227, "source": {"url": "https://x.com/iblamejulius/status/2114662858399044071", "author": "@iblamejulius", "followers": 6738, "date": "2026-10-26", "likes": 485, "bookmarks": 957, "views": 27717}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 158, "type": "technique", "value": 3, "advice": "Mirror the identity your audience holds of itself in the copy so the pitch aligns with who they think they are.", "quote": "If you have a strong understanding of the identities that your avatars and sub-avatars internalize then you can literally call them out in your copy and mirror them", "flags": ["promo"], "proof_score": 1227, "source": {"url": "https://x.com/iblamejulius/status/2114662858399044071", "author": "@iblamejulius", "followers": 6738, "date": "2026-10-26", "likes": 485, "bookmarks": 957, "views": 27717}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 159, "type": "rule", "value": 3, "advice": "In a creator brief, limit the product to the features that matter: six features, one line each.", "quote": "Six features, one line each.", "flags": [], "proof_score": 240, "source": {"url": "https://x.com/PhilKiel/status/2113216005728325780", "author": "@PhilKiel", "followers": 17756, "date": "2026-10-22", "likes": 90, "bookmarks": 187, "views": 8203}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 160, "type": "technique", "value": 3, "advice": "Put what is selling right now, with numbers from account data, into the brief so creators film what works.", "quote": "We pull it from the account data every month.", "flags": [], "proof_score": 240, "source": {"url": "https://x.com/PhilKiel/status/2113216005728325780", "author": "@PhilKiel", "followers": 17756, "date": "2026-10-22", "likes": 90, "bookmarks": 187, "views": 8203}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 161, "type": "technique", "value": 3, "advice": "For long-form scripts, use a JSON script framework that locks characters, pacing rules, emotional beats and cliffhangers.", "quote": "Opus 5 JSON script framework for 8,000+ word videos with locked characters, pacing rules, emotional beats, and cliffhangers.", "flags": ["promo"], "proof_score": 529, "source": {"url": "https://x.com/thegoldeenhand/status/2082205641599496390", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-07-28", "likes": 364, "bookmarks": 324, "views": 22651}, "also": [{"url": "https://x.com/thegoldeenhand/status/2080098562981900527", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-07-23", "likes": 319, "bookmarks": 370, "views": 17195}], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 162, "type": "technique", "value": 3, "advice": "Have the AI split each idea into exactly 10 scenes, each with narrator script plus an image prompt.", "quote": "The AI splits it into exactly 10 scenes - narrator script plus an image prompt for each.", "flags": [], "proof_score": 302, "source": {"url": "https://x.com/ridark_eth/status/2072382197231694207", "author": "@ridark_eth", "followers": 15539, "date": "2026-07-01", "likes": 149, "bookmarks": 208, "views": 19410}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 163, "type": "prompt", "value": 4, "advice": "For an edu-song, write 8 short lines that teach in order, pair each with one visual, and show the lyric/visual table first.", "quote": "8 short lines that teach {TOPIC} in order, each line pairs with ONE visual ({DIAGRAM_1}...{DIAGRAM_8}). Show me the lyric/diagram table first.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2112601639672566182", "card": "Agent-made explainer song: host sings rhythm math", "kind": "prompt", "publisher": "anabology", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 164, "type": "skill", "value": 3, "advice": "Build narrated explainers from 10-second voiced blocks.", "quote": "Turn a topic or document into a narrated, stylized explainer assembled from 10-second voiced blocks.", "flags": [], "proof_score": 7071, "source": {"url": "https://varg.ai/how-to/skills/higgsfield-video-explainer", "card": "Higgsfield Video Explainer", "kind": "skill", "publisher": "Higgsfield", "installs": 124600, "stars": 1682, "source_post_stats": null, "repo": "https://github.com/higgsfield-ai/skills/tree/main/higgsfield-video-explainer", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 165, "type": "skill", "value": 3, "advice": "Use a short-drama writing kit for hooks, outlines, dialogue, trims and US localization; it beat a no-skill control in blind tests.", "quote": "Short-drama writing kit (hooks, outlines, dialogue, trims, US localization) that beat a no-skill control in blind tests.", "flags": [], "proof_score": 4, "source": {"url": "https://varg.ai/how-to/skills/emma-screenwriting", "card": "Emma Short-Drama Writing Skills", "kind": "skill", "publisher": "Emma Wang", "installs": 52, "stars": 3, "source_post_stats": null, "repo": "https://github.com/adoria111/emma-screenwriting-skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 166, "type": "technique", "value": 3, "advice": "For a dialogue ad, have two people talk it through, one of them already a fan.", "quote": "Two people talk it through, one of them already a fan: two lip-synced presenters, captions, end card.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-studio-dialogue", "card": "Two-Person Dialogue Ad", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "vargHQ", "license": "proprietary"}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 167, "type": "technique", "value": 3, "advice": "For a wordless cartoon series, keep recurring original characters and plan each 30 s episode on a 9-panel storyboard.", "quote": "30-second wordless cartoon episodes with recurring original characters: character sheets, a 9-panel storyboard and one Seedance 2.5 render.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/ai-cartoon-series-episode", "card": "Turn One Sentence into an AI Cartoon Series Episode", "kind": "skill", "publisher": "10291124jcjc-dotcom", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/10291124jcjc-dotcom/ai-anime-series", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "03", "step_name": "Script", "n": 168, "type": "technique", "value": 3, "advice": "Label every ad you have run by asset type, messaging angle, hook tactic and funnel stage, and compare win rates per label.", "quote": "Auto-labels each ad by asset type, messaging angle, hook tactic, and funnel stage", "flags": ["promo"], "proof_score": 775, "source": {"url": "https://x.com/mikefutia/status/2055738296308043888", "author": "@mikefutia", "followers": 78147, "date": "2026-05-16", "likes": 477, "bookmarks": 498, "views": 38473}, "also": [{"url": "https://x.com/mikefutia/status/2074674892604399941", "author": "@mikefutia", "followers": 78147, "date": "2026-07-08", "likes": 310, "bookmarks": 278, "views": 27477}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 1, "type": "rule", "value": 5, "advice": "Record the narration first, get word timestamps from it, and let the voice timing drive every cut.", "quote": "Step 2: voice it with an ElevenLabs narrator ({VOICE_STYLE}, calm, mid pace); get word timestamps; the voice drives every cut.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2102844654169575547", "card": "3-minute code-only history film made in Claude Code", "kind": "prompt", "publisher": "kimmonismus", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/tryahdd/status/2116596929815581094", "author": "@tryahdd", "followers": 17768, "date": "2026-10-31", "likes": 250, "bookmarks": 420, "views": 10665}, {"url": "https://x.com/MuteeAutomation/status/2115200886662418763", "author": "@MuteeAutomation", "followers": 15576, "date": "2026-10-27", "likes": 269, "bookmarks": 347, "views": 14661}, {"url": "https://x.com/BIGMayrr/status/2104044281056874802", "author": "@BIGMayrr", "followers": 8674, "date": "2026-09-27", "likes": 625, "bookmarks": 939, "views": 73946}, {"url": "https://x.com/0xrux/status/2093770237187363135", "author": "@0xrux", "followers": 6976, "date": "2026-08-29", "likes": 510, "bookmarks": 634, "views": 46726}, {"url": "https://x.com/BIGMayrr/status/2088258814554390943", "author": "@BIGMayrr", "followers": 8674, "date": "2026-08-14", "likes": 1251, "bookmarks": 2255, "views": 117857}, {"url": "https://x.com/Y0urDumble/status/2115843713964318848", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-29", "likes": 65, "bookmarks": 76, "views": 5599}], "top10_rank": 9, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 2, "type": "prompt", "value": 5, "advice": "When a song exists, name the uploaded audio as the master timing source and tell the model to sync cuts, breath, gaze and gestures to it.", "quote": "Synchronize cuts, breath, gaze, gestures and type to the actual audio. Do not invent a different song or singer.", "flags": [], "proof_score": 273, "source": {"url": "https://x.com/Israa_Ali2077/status/2117286613739032729", "author": "@Israa_Ali2077", "followers": 1556, "date": "2026-11-02", "likes": 169, "bookmarks": 181, "views": 7466}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2115233501037633736", "card": "A song as a 1970s 16 mm studio session, lip-synced to audio", "kind": "prompt", "publisher": "techhalla", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 792, "views": 142000}, "repo": null, "license": null}, {"url": "https://x.com/donaldjewkes/status/2102801469976248500", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 2393, "bookmarks": 5702, "views": 659177}], "top10_rank": 8, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 3, "type": "technique", "value": 5, "advice": "Write a rhythm sheet before animating: a hook inside 3 s, a burst in the middle, and one beat of silence before the biggest hit.", "quote": "writes a rhythm sheet: hook inside 3s, a burst in the middle, one beat of silence before the biggest hit", "flags": [], "proof_score": 57, "source": {"url": "https://x.com/Asteri_eth/status/2117328625552826530", "author": "@Asteri_eth", "followers": 3340, "date": "2026-11-02", "likes": 48, "bookmarks": 31, "views": 1851}, "also": [{"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, {"url": "https://x.com/socialwithaayan/status/2116567606882967790", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-31", "likes": 335, "bookmarks": 613, "views": 21507}, {"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}], "top10_rank": 10, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 4, "type": "technique", "value": 4, "advice": "Write the score before any frame is drawn, and make each sound effect land on the frame where its motion lands.", "quote": "writes the score as sheet music, sampled piano, strings and drums play it, sound effects land on the frame the motion lands", "flags": [], "proof_score": 57, "source": {"url": "https://x.com/Asteri_eth/status/2117328625552826530", "author": "@Asteri_eth", "followers": 3340, "date": "2026-11-02", "likes": 48, "bookmarks": 31, "views": 1851}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 5, "type": "technique", "value": 4, "advice": "For short product spots, write the sound design first and cut the scenes (e.g. 15 one-second scenes) to it.", "quote": "Writing the sound design first and cutting 15 one-second scenes to it gives a punchy, on-brand beverage spot from text alone", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2093175677373845634", "card": "15 s flat-vector soda spot, 15 scenes cut to the beat", "kind": "prompt", "publisher": "onofumi_AI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 6, "type": "rule", "value": 4, "advice": "Make the sound first, then derive every visual from it.", "quote": "Own every creative call and push past the first idea. Every visual must come from the sound itself.", "flags": [], "proof_score": 726, "source": {"url": "https://varg.ai/how-to/prompts/x-2107696042053431360", "card": "Agent makes a track, then carves a 3D loop from its spectrum", "kind": "prompt", "publisher": "kloss_xyz", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 668, "views": 58000}, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 7, "type": "technique", "value": 4, "advice": "Drive visuals and audio from one shared timeline so every motion and sound ticks off the same beats.", "quote": "one timeline drives the whole thing: the jet gauge, the operator's cursor, the console rows and the audio all tick off it", "flags": ["suspect_engagement"], "proof_score": 5172, "source": {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, "also": [{"url": "https://x.com/Y0urDumble/status/2117396633889427646", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-02", "likes": 85, "bookmarks": 113, "views": 5012}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 8, "type": "prompt", "value": 3, "advice": "When remixing footage to a song, tell the agent to make the video exactly match the supplied music's duration.", "quote": "Create a 1:1 high-energy poster-grid music video, exactly matching the supplied music's duration.", "flags": [], "proof_score": 1143, "source": {"url": "https://x.com/aimikoda/status/2114167098284839305", "author": "@aimikoda", "followers": 34313, "date": "2026-10-25", "likes": 731, "bookmarks": 746, "views": 31340}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2114167098284839305", "card": "Poster-grid music video: one clip remixed on a beat grid", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 9, "type": "technique", "value": 5, "advice": "For speaking clips, generate the voice separately (ElevenLabs or a recording), then paste the exact script of that audio into the video prompt.", "quote": "If its speaking, you need to generate the voice in eleven (or record it) separately. Then layer on the actual text/script of the voice in the prompt", "flags": [], "proof_score": 3797, "source": {"url": "https://x.com/ZssBecker/status/2113320998527221875", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2113320998527221875", "card": "Walk-and-talk selfie ad lip-synced to a recorded voice", "kind": "prompt", "publisher": "ZssBecker", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 2, "top3": true}
{"step": "04", "step_name": "Sound and voice", "n": 10, "type": "warning", "value": 5, "advice": "Lock the audio over the whole clip, or Seedance will add or adjust things to fit the body movements.", "quote": "The audio must be locked over all or SD will try ad stuff/or adjust it to make up for body movements etc.", "flags": [], "proof_score": 3797, "source": {"url": "https://x.com/ZssBecker/status/2113320998527221875", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, "also": [{"url": "https://x.com/mikefutia/status/2053866141064548396", "author": "@mikefutia", "followers": 78147, "date": "2026-05-11", "likes": 744, "bookmarks": 636, "views": 42360}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 11, "type": "check", "value": 4, "advice": "Check lip-synced output against the source audio, because Seedance can still slightly speed up, slow down or change speech with the speaker's movement.", "quote": "SD still alters the speech slightly/speeds/slow it/changes with the speakers movement.", "flags": [], "proof_score": 3797, "source": {"url": "https://x.com/ZssBecker/status/2113497202702115226", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 12, "type": "rule", "value": 5, "advice": "Cut reference audio to exact whole seconds (6, 8, 10, 15) with no leftover tails before uploading it.", "quote": "when uploading reference audio, cut it precisely to whole seconds (6, 8, 10, 15…) with no leftover tails", "flags": [], "proof_score": 1017, "source": {"url": "https://x.com/Kiber_Alla/status/2078814921756754352", "author": "@Kiber_Alla", "followers": 1756, "date": "2026-07-19", "likes": 560, "bookmarks": 670, "views": 66930}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2078814921756754352", "card": "Lip-synced singer with five dancers in one 15 s take", "kind": "prompt", "publisher": "Kiber_Alla", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 7, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 13, "type": "technique", "value": 5, "advice": "Split a long song into 15-second chunks, each starting one second before the previous one ends, so the animated clips can be stitched cleanly.", "quote": "chop your song up into 15-second chunks, and make sure each chunk starts one second before the previous one ends", "flags": [], "proof_score": 210, "source": {"url": "https://x.com/techhalla/status/2115233504472486179", "author": "@techhalla", "followers": 103221, "date": "2026-10-28", "likes": 94, "bookmarks": 155, "views": 8318}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 14, "type": "technique", "value": 4, "advice": "Animate each 15-second chunk from its audio reference plus one image, using multiple shots so the clip stays dynamic and synced to the vocals.", "quote": "Take the 15-second audio reference and the image, then use a prompt like this one, with multiple shots to keep the clip dynamic", "flags": [], "proof_score": 210, "source": {"url": "https://x.com/techhalla/status/2115233504472486179", "author": "@techhalla", "followers": 103221, "date": "2026-10-28", "likes": 94, "bookmarks": 155, "views": 8318}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 15, "type": "prompt", "value": 4, "advice": "In lip-sync prompts, state that the singer sings the audio reference from the first second to the end, lip-synced word by word whenever the mouth is visible.", "quote": "sings the vocals of [audio_ref] from the very first second to the end, perfectly lip-synced word by word in every shot where his mouth is visible", "flags": [], "proof_score": 934, "source": {"url": "https://varg.ai/how-to/prompts/x-2115233501037633736", "card": "A song as a 1970s 16 mm studio session, lip-synced to audio", "kind": "prompt", "publisher": "techhalla", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 792, "views": 142000}, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2093001366922744183", "card": "Suno song to multi-shot lip-sync music video, one prompt", "kind": "prompt", "publisher": "Framer_X", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 16, "type": "technique", "value": 5, "advice": "Feed lip-sync models (sync-3, Hedra) an isolated vocal track instead of the full song mix.", "quote": "Lip-sync: sync-3 and Hedra, fed an isolated vocal track", "flags": [], "proof_score": 45, "source": {"url": "https://x.com/AjHosny/status/2115879746739286137", "author": "@AjHosny", "followers": 51, "date": "2026-10-29", "likes": 27, "bookmarks": 16, "views": 15982}, "also": [{"url": "https://varg.ai/how-to/skills/elevenlabs-voice-isolator", "card": "ElevenLabs Voice Isolator", "kind": "skill", "publisher": "ElevenLabs", "installs": 6900, "stars": 510, "source_post_stats": null, "repo": "https://github.com/elevenlabs/skills/tree/main/voice-isolator", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 17, "type": "skill", "value": 4, "advice": "Use ElevenLabs Voice Isolator to strip background noise and music from dialogue and get clean speech.", "quote": "Strip background noise and music from dialogue to get clean, isolated speech.", "flags": [], "proof_score": 600, "source": {"url": "https://varg.ai/how-to/skills/elevenlabs-voice-isolator", "card": "ElevenLabs Voice Isolator", "kind": "skill", "publisher": "ElevenLabs", "installs": 6900, "stars": 510, "source_post_stats": null, "repo": "https://github.com/elevenlabs/skills/tree/main/voice-isolator", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/inference-sh-elevenlabs-voice-isolator", "card": "ElevenLabs Voice Isolator (inference.sh)", "kind": "skill", "publisher": "inference.sh", "installs": 6, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/elevenlabs-voice-isolator", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 18, "type": "tool", "value": 4, "advice": "For a talking avatar, voice the script on eleven_v4, drive minimax_h3_max_lipsync with one image plus that audio, and re-sync existing footage with sync_v3.", "quote": "turns one image + an audio track into a talking video (5 s to 15 min)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-a-talking-avatar-video", "card": "How to make a talking avatar video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/dlazy-jimeng-omnihuman-1-5", "card": "OmniHuman 1.5 via dLazy", "kind": "skill", "publisher": "dlazyai", "installs": 62, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-jimeng-omnihuman-1-5", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/inference-sh-talking-head-production", "card": "Talking Head Production", "kind": "skill", "publisher": "inference.sh", "installs": 6, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/guides/video/talking-head-production", "license": "MIT"}, {"url": "https://varg.ai/how-to/skills/inference-sh-ai-avatar-video", "card": "AI Avatar Video", "kind": "skill", "publisher": "inference.sh", "installs": 14, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/video/ai-avatar-video", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 19, "type": "prompt", "value": 3, "advice": "When a performer should not sing, say so explicitly: no miming the lyrics, no lip-sync.", "quote": "This is a pure dance performance, not acting — no miming the lyrics, no lip-sync, no narrative gestures.", "flags": [], "proof_score": 62, "source": {"url": "https://x.com/sandmrk/status/2115934345320145227", "author": "@sandmrk", "followers": 10218, "date": "2026-10-29", "likes": 52, "bookmarks": 32, "views": 3715}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 20, "type": "tool", "value": 3, "advice": "For 3D characters, NVIDIA Audio2Face-3D turns a voice line into lip-sync and facial animation, with a UE5 plugin.", "quote": "-> a voice line in, lip-sync and facial animation out, with a UE5 plugin", "flags": [], "proof_score": 7013, "source": {"url": "https://x.com/Mnilax/status/2110039818524660135", "author": "@Mnilax", "followers": 10079, "date": "2026-10-13", "likes": 2750, "bookmarks": 5357, "views": 280751}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 21, "type": "rule", "value": 4, "advice": "When AI characters sound fake, fix how the dialogue is written and directed in the prompt first.", "quote": "If your AI characters sound fake, the fix is almost always in how you write and DIRECT the dialogue in your prompt.", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 22, "type": "check", "value": 4, "advice": "Listen for the three failure modes of generated dialogue: too theatrical, too monotone, or like a practice read-through.", "quote": "They’d sound too theatrical, too monotone, or too much like a practice read-through between actors.", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 23, "type": "technique", "value": 4, "advice": "Control delivery through the written punctuation of each line.", "quote": "1. Paying close attention to the written punctuation used.", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 24, "type": "technique", "value": 5, "advice": "Break long dialogue lines into shorter ones with intentional pauses.", "quote": "2. Breaking long lines into shorter ones, with intentional pauses.", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 25, "type": "technique", "value": 5, "advice": "Use bodily actions (e.g. sniffles between lines) as punctuation in dialogue; the author found this the biggest improvement.", "quote": "3. Using bodily actions as punctuation (this one gave the biggest improvement BY FAR!", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": 1, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 26, "type": "technique", "value": 3, "advice": "Add anchor gestures to lines, such as a lifted finger, to shape how they are delivered.", "quote": "Using \"anchor gestures\" (he lifts his finger as if to say", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 27, "type": "check", "value": 4, "advice": "Have a second listener check generated dialogue for AI gibberish; the creator's own ears missed it.", "quote": "And shoutout to @suddenlyFleck for flagging all the AI gibberish. Cuz this was the original (which sounded perfectly fine to my ears. lol)", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117365915385839995", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 28, "type": "technique", "value": 4, "advice": "Have the agent build a skill from the TTS API docs (e.g. Gemini 3.8 TTS) so it can put emotion into the voice.", "quote": "Use Gemini 3.8 TTS and make it create a skill from the API to put emotion into the voice.", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [{"url": "https://x.com/bloggerbasith/status/2115096866568503429", "author": "@bloggerbasith", "followers": 4605, "date": "2026-10-27", "likes": 316, "bookmarks": 519, "views": 18994}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 29, "type": "prompt", "value": 4, "advice": "Tell the agent to avoid Claudisms in narration, like short punchy sentences and many numbers, e.g. \"Narrate like a university professor.\"", "quote": "Explicitly tell it to avoid Claudisms like short punchy sentences and a lot of numbers. “Narrate like a university professor.”", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 30, "type": "prompt", "value": 3, "advice": "Label every spoken line in the prompt with its voice, e.g. 'Voice-over (deep emotional male voice):' or 'Girl (soft emotional voice):'.", "quote": "Voice-over (deep emotional male voice):", "flags": [], "proof_score": 132, "source": {"url": "https://x.com/Caromuffet/status/2117098441637863504", "author": "@Caromuffet", "followers": 40381, "date": "2026-11-02", "likes": 152, "bookmarks": 44, "views": 11545}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 31, "type": "prompt", "value": 3, "advice": "For short dialogue gags, give the model only the order of events, the line in quotes and a camera event; Kling voiced the character without a sample.", "quote": "the prompt only gives order, the line in quotes and a camera event. Kling cut to her by itself, voiced her without a sample", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-pumpkin-dialogue-scene", "card": "15s dialogue gag from two stills, camera falls", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 32, "type": "prompt", "value": 3, "advice": "Give the voice an arc across the clip, e.g. sleepy and soft-spoken at first, then waking into cheerful energy.", "quote": "She starts sleepy and soft-spoken, then gradually wakes up into a cheerful, ready-for-the-day energy.", "flags": [], "proof_score": 180, "source": {"url": "https://x.com/QAiStudio/status/2117128948048109820", "author": "@QAiStudio", "followers": 8766, "date": "2026-11-02", "likes": 202, "bookmarks": 74, "views": 4622}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2087193875681022233", "card": "FaceTime-style talking head with four acting beats", "kind": "prompt", "publisher": "ErnestoSOFTWARE", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 33, "type": "prompt", "value": 3, "advice": "Tie voice changes to performance beats, e.g. the voice softens when the eyes drop to recall a memory.", "quote": "Eyes flick down and off to the side as she recalls the memory. Voice softens.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2087193875681022233", "card": "FaceTime-style talking head with four acting beats", "kind": "prompt", "publisher": "ErnestoSOFTWARE", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 34, "type": "rule", "value": 3, "advice": "Write the characters' voices and personalities into the script, not just the dialogue.", "quote": "Its the characters personalities, their voices, their swagger, the way the camera moves, the vibe and emotion", "flags": [], "proof_score": 1112, "source": {"url": "https://x.com/pounddz/status/2115578348411720036", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 35, "type": "rule", "value": 4, "advice": "Write a shot list before generating, noting the exact dialogue for every shot alongside size, lens, move and action.", "quote": "Write a shot list before you generate anything. For each one note the size, lens, camera move, action and the exact dialogue", "flags": [], "proof_score": 57, "source": {"url": "https://x.com/diamai_/status/2115372779570704540", "author": "@diamai_", "followers": 1065, "date": "2026-10-28", "likes": 49, "bookmarks": 31, "views": 1008}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 36, "type": "prompt", "value": 4, "advice": "Split every video request into blocks that include audio and SFX as separate items: camera, action, environment, physics, audio, SFX, constraints.", "quote": "Split every video request into 7 blocks: camera, action, environment, physics, audio, SFX, constraints", "flags": [], "proof_score": 57, "source": {"url": "https://x.com/diamai_/status/2115372779570704540", "author": "@diamai_", "followers": 1065, "date": "2026-10-28", "likes": 49, "bookmarks": 31, "views": 1008}, "also": [{"url": "https://x.com/UchegbuPeaceM/status/2116447409505022268", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 37, "type": "technique", "value": 3, "advice": "Script each video as shots with a duration and one line of voiceover each.", "quote": "Scriptwriter turns the survivors into 80 seconds: 7 shots, a duration and one line of voiceover each.", "flags": [], "proof_score": 2147, "source": {"url": "https://x.com/ScottyBeamIO/status/2101280444914258251", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-09-19", "likes": 674, "bookmarks": 1684, "views": 125929}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 38, "type": "prompt", "value": 3, "advice": "For dialogue scenes on Seedance, plan 10-15 s shots, one generation each, with native dialogue.", "quote": "9:16, about 75 s, 6 shots of 10-15 s (one seedance_2_5 generation each, native dialogue), deadpan satire in a sterile retro-futurist lab.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2101350249059008629", "card": "Deadpan lab satire: scientists rebuild a rogue AI", "kind": "prompt", "publisher": "Gossip_Goblin", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/varg-podcast-video", "card": "Turn a script into a two-person podcast video", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-podcast-video", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 39, "type": "rule", "value": 4, "advice": "Cast the narrator to the niche: finance is trust heavy, so use an older man's voice, not a teenage TikTok voice.", "quote": "use an older guys voice in elevenlabs for your voiceover", "flags": [], "proof_score": 8320, "source": {"url": "https://x.com/MethodByVid/status/2103175381104935019", "author": "@MethodByVid", "followers": 3078, "date": "2026-09-24", "likes": 3066, "bookmarks": 6276, "views": 510994}, "also": [{"url": "https://x.com/sulfurscales/status/2084256472322781622", "author": "@sulfurscales", "followers": 16370, "date": "2026-08-03", "likes": 1279, "bookmarks": 1537, "views": 1353499}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 40, "type": "technique", "value": 4, "advice": "Pick an ElevenLabs voice by gender, age, accent and use case, listen to the preview, then pass its preset id or voice_id.", "quote": "Pick by gender, age, accent and use case, listen to the preview, then pass its preset id (or voice_id) to speech.", "flags": [], "proof_score": 0, "source": {"url": null, "card": "How to pick an ElevenLabs voice", "kind": "how_to", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 41, "type": "technique", "value": 5, "advice": "For a consistent character voice, design an original voice from a text description, generate its lines with TTS, then bring that audio into Seedance.", "quote": "Bring that audio into Seedance 2.5 on ElevenCreative and your character keeps the same voice across every generation.", "flags": ["promo"], "proof_score": 1082, "source": {"url": "https://x.com/rourke_heath/status/2100512791039778832", "author": "@rourke_heath", "followers": 4120, "date": "2026-09-17", "likes": 620, "bookmarks": 722, "views": 50234}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 42, "type": "tool", "value": 3, "advice": "VoiceStudio can build a voice from a text description such as \"middle-aged british narrator, low pitch\".", "quote": "type \"middle-aged british narrator, low pitch\" → it builds the voice", "flags": ["suspect_engagement", "unverified_claim"], "proof_score": 4825, "source": {"url": "https://x.com/adiix_official/status/2115934916898648404", "author": "@adiix_official", "followers": 30120, "date": "2026-10-29", "likes": 1830, "bookmarks": 3482, "views": 427776}, "also": [{"url": "https://x.com/ItsVictoriabel/status/2116094679913796025", "author": "@ItsVictoriabel", "followers": 22131, "date": "2026-10-30", "likes": 38, "bookmarks": 20, "views": 24044}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 43, "type": "tool", "value": 3, "advice": "For local voice cloning and dubbing, VoiceStudio clones a voice from one clean reference clip and offers 14 TTS engines.", "quote": "clone a voice from one clean reference clip", "flags": ["unverified_claim"], "proof_score": 28404, "source": {"url": "https://x.com/mikenevermiss/status/2098689336858309094", "author": "@mikenevermiss", "followers": 28342, "date": "2026-09-12", "likes": 12058, "bookmarks": 21110, "views": 1265069}, "also": [{"url": "https://x.com/adiix_official/status/2115934916898648404", "author": "@adiix_official", "followers": 30120, "date": "2026-10-29", "likes": 1830, "bookmarks": 3482, "views": 427776}, {"url": "https://x.com/liambraus/status/2103825720807993573", "author": "@liambraus", "followers": 146657, "date": "2026-09-26", "likes": 18848, "bookmarks": 33461, "views": 1600384}, {"url": "https://x.com/Nozelcode/status/2111142128860762476", "author": "@Nozelcode", "followers": 208685, "date": "2026-10-16", "likes": 4956, "bookmarks": 7386, "views": 367728}, {"url": "https://x.com/nikosolenne/status/2109718442739925031", "author": "@nikosolenne", "followers": 1413, "date": "2026-10-12", "likes": 6002, "bookmarks": 6899, "views": 281095}, {"url": "https://x.com/kyronis_talks/status/2102266396260606002", "author": "@kyronis_talks", "followers": 28957, "date": "2026-09-22", "likes": 664, "bookmarks": 918, "views": 50907}, {"url": "https://x.com/0xForce_/status/2116697949249896901", "author": "@0xForce_", "followers": 7601, "date": "2026-11-01", "likes": 178, "bookmarks": 235, "views": 7685}, {"url": "https://x.com/coreyganim/status/2115476203184218336", "author": "@coreyganim", "followers": 63110, "date": "2026-10-28", "likes": 157, "bookmarks": 377, "views": 11149}, {"url": "https://varg.ai/how-to/skills/dlazy-kling-audio-clone", "card": "dLazy Kling Voice Clone", "kind": "skill", "publisher": "dlazyai", "installs": 64, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-kling-audio-clone", "license": "unknown"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 44, "type": "rule", "value": 3, "advice": "Ask upfront which voice service the user has: ElevenLabs, or a free local voice such as Kokoro.", "quote": "which voice service (ElevenLabs, or Kokoro for free)", "flags": [], "proof_score": 2957, "source": {"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, "also": [{"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}, {"url": "https://x.com/finnardley/status/2114305886420086817", "author": "@finnardley", "followers": 3467, "date": "2026-10-25", "likes": 3098, "bookmarks": 5288, "views": 256874}, {"url": "https://x.com/finnardley/status/2115786060231770351", "author": "@finnardley", "followers": 3467, "date": "2026-10-29", "likes": 634, "bookmarks": 1082, "views": 56028}, {"url": "https://x.com/finnardley/status/2116505330943193498", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}, {"url": "https://x.com/finnardley/status/2116340893317824722", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 341, "bookmarks": 531, "views": 19638}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 45, "type": "rule", "value": 4, "advice": "Write the script and show it for approval before recording any voice.", "quote": "Then write a 30-60 s script yourself (a 2-line hook, 3-7 points, 1 closing line) and show it to me before you record anything.", "flags": [], "proof_score": 2360, "source": {"url": "https://x.com/finnardley/status/2116010421740007894", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}, "also": [{"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, {"url": "https://varg.ai/how-to/prompts/x-2112601639672566182", "card": "Agent-made explainer song: host sings rhythm math", "kind": "prompt", "publisher": "anabology", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/bloggerbasith/status/2115096866568503429", "author": "@bloggerbasith", "followers": 4605, "date": "2026-10-27", "likes": 316, "bookmarks": 519, "views": 18994}, {"url": "https://x.com/iHamadFahad7/status/2115753238645415977", "author": "@iHamadFahad7", "followers": 260038, "date": "2026-10-29", "likes": 24, "bookmarks": 21, "views": 3408}, {"url": "https://x.com/SyntheSarah/status/2091914003819688241", "author": "@SyntheSarah", "followers": 14489, "date": "2026-08-24", "likes": 158, "bookmarks": 12, "views": 17525}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 46, "type": "rule", "value": 4, "advice": "Ask for the ElevenLabs API key and voice ID up front, and fall back to a named default voice and model (e.g. Samara X on eleven_v4).", "quote": "Ask me for: my product's name, a one-line pitch, my logo, 3-6 screenshots of my product, 40+ images of what it makes (or photos of it), my brand colours and font, an ElevenLabs API key and voice ID", "flags": [], "proof_score": 1744, "source": {"url": "https://x.com/twoclipping/status/2106526359589675085", "author": "@twoclipping", "followers": 9487, "date": "2026-10-03", "likes": 676, "bookmarks": 1365, "views": 41345}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 47, "type": "warning", "value": 2, "advice": "Do not assume the voice is what makes a narrated channel work; one $38k/mo channel used robotic free TTS and won on script structure.", "quote": "The channel was using free TTS with robotic pacing and zero vocal emotion.", "flags": [], "proof_score": 128, "source": {"url": "https://x.com/thegoldeenhand/status/2117550772955336901", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-11-03", "likes": 68, "bookmarks": 91, "views": 3467}, "also": [{"url": "https://x.com/thegoldeenhand/status/2117205818957508785", "author": "@thegoldeenhand", "followers": 11752, "date": "2026-11-02", "likes": 27, "bookmarks": 25, "views": 1729}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 48, "type": "technique", "value": 3, "advice": "Draft voiceovers on eleven_v4_turbo and use eleven_v4 for the final; voice clones are supported.", "quote": "(or [`eleven_v4_turbo`](https://varg.ai/models/eleven_v4_turbo.md) for drafts, voice clones supported)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/add-voiceover-and-music-to-a-video", "card": "How to add voiceover and music to a video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 49, "type": "skill", "value": 3, "advice": "Use the ElevenLabs Text to Speech skill to turn scripts into voiceover in 90+ languages.", "quote": "Turn scripts into natural voiceover in 90+ languages with ElevenLabs voices, streaming and stitching.", "flags": [], "proof_score": 1100, "source": {"url": "https://varg.ai/how-to/skills/elevenlabs-text-to-speech", "card": "ElevenLabs Text to Speech", "kind": "skill", "publisher": "ElevenLabs", "installs": 16900, "stars": 510, "source_post_stats": null, "repo": "https://github.com/elevenlabs/skills/tree/main/text-to-speech", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/inference-sh-elevenlabs-tts", "card": "ElevenLabs TTS (inference.sh)", "kind": "skill", "publisher": "inference.sh", "installs": 6, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/elevenlabs-tts", "license": "MIT"}, {"url": "https://x.com/gabrielbuzziv/status/2116507362483683386", "author": "@gabrielbuzziv", "followers": 15131, "date": "2026-10-31", "likes": 1764, "bookmarks": 2961, "views": 77810}, {"url": "https://x.com/hanifproduktif/status/2095768590850912424", "author": "@hanifproduktif", "followers": 50105, "date": "2026-09-04", "likes": 1761, "bookmarks": 1789, "views": 75331}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 50, "type": "skill", "value": 3, "advice": "Use one CLI to voice a script with several engines (Inworld TTS-2, ElevenLabs, Dia, Kokoro, Chatterbox) and compare.", "quote": "Voice any script with Inworld TTS-2, ElevenLabs, Dia, Kokoro or Chatterbox from one CLI.", "flags": [], "proof_score": 391, "source": {"url": "https://varg.ai/how-to/skills/inference-sh-text-to-speech", "card": "Text to Speech", "kind": "skill", "publisher": "inference.sh", "installs": 7, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/text-to-speech", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/inference-sh-ai-voice-cloning", "card": "AI Voice Cloning", "kind": "skill", "publisher": "inference.sh", "installs": 7, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/ai-voice-cloning", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 51, "type": "tool", "value": 3, "advice": "Use Kokoro as a free open-weight local TTS for voiceovers.", "quote": "Turn written scripts into AI voiceovers with a compact, open-weight text-to-speech model.", "flags": [], "proof_score": 1281, "source": {"url": "https://x.com/rosemoni18/status/2116674053016883308", "author": "@rosemoni18", "followers": 10541, "date": "2026-10-31", "likes": 599, "bookmarks": 953, "views": 28577}, "also": [{"url": "https://x.com/rakib_hossen_ai/status/2115529519830585366", "author": "@rakib_hossen_ai", "followers": 5104, "date": "2026-10-28", "likes": 407, "bookmarks": 718, "views": 22393}, {"url": "https://x.com/abir35627/status/2117029359588688137", "author": "@abir35627", "followers": 3943, "date": "2026-11-01", "likes": 151, "bookmarks": 130, "views": 5796}, {"url": "https://x.com/heyrimsha/status/2110687947423088920", "author": "@heyrimsha", "followers": 25345, "date": "2026-10-15", "likes": 2730, "bookmarks": 5935, "views": 151737}, {"url": "https://x.com/e1genqq/status/2115506273542168756", "author": "@e1genqq", "followers": 2821, "date": "2026-10-28", "likes": 1114, "bookmarks": 2094, "views": 82920}, {"url": "https://x.com/Y0urDumble/status/2117030430507401326", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-01", "likes": 261, "bookmarks": 328, "views": 14081}, {"url": "https://x.com/Y0urDumble/status/2117396633889427646", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-02", "likes": 85, "bookmarks": 113, "views": 5012}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 52, "type": "tool", "value": 2, "advice": "Chatterbox gives open-source voiceovers from plain text.", "quote": "Chatterbox → open-source voiceovers from plain text", "flags": [], "proof_score": 3535, "source": {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, "also": [{"url": "https://x.com/e1genqq/status/2114445900131013003", "author": "@e1genqq", "followers": 2821, "date": "2026-10-25", "likes": 5124, "bookmarks": 9678, "views": 295866}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 53, "type": "tool", "value": 2, "advice": "Use CosyVoice for multilingual voiceovers.", "quote": "15 CosyVoice → Multilingual voiceovers.", "flags": [], "proof_score": 16238, "source": {"url": "https://x.com/e1genqq/status/2116270712390316375", "author": "@e1genqq", "followers": 2821, "date": "2026-10-30", "likes": 6430, "bookmarks": 12613, "views": 409979}, "also": [{"url": "https://x.com/choopyplug1/status/2117006896250974509", "author": "@choopyplug1", "followers": 2834, "date": "2026-11-01", "likes": 140, "bookmarks": 284, "views": 15086}, {"url": "https://varg.ai/how-to/skills/lumenx-novel-to-motion-comic", "card": "Turn Novel Text into a Voiced AI Motion Comic", "kind": "skill", "publisher": "alibaba", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/alibaba/lumenx", "license": null}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 54, "type": "tool", "value": 3, "advice": "edge-tts gives a free neural voice plus word timings.", "quote": "edge-tts: free neural voice + word timings", "flags": [], "proof_score": 161, "source": {"url": "https://x.com/Y0urDumble/status/2117396633889427646", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-02", "likes": 85, "bookmarks": 113, "views": 5012}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 55, "type": "tool", "value": 2, "advice": "For African languages, STORM-Ensemble 3.0 covers 64 languages and 166 voices in one speech model.", "quote": "64 languages. 166 voices. 3 billion parameters. ONE model.", "flags": [], "proof_score": 6017, "source": {"url": "https://x.com/wolefizzy/status/2116514491038834871", "author": "@wolefizzy", "followers": 7190, "date": "2026-10-31", "likes": 5929, "bookmarks": 2873, "views": 179996}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 56, "type": "skill", "value": 4, "advice": "Re-voice a recording into a different voice while keeping its emotion, timing and delivery.", "quote": "Re-voice a recording in a different voice while keeping its emotion, timing and delivery.", "flags": [], "proof_score": 585, "source": {"url": "https://varg.ai/how-to/skills/elevenlabs-voice-changer", "card": "ElevenLabs Voice Changer", "kind": "skill", "publisher": "ElevenLabs", "installs": 6600, "stars": 510, "source_post_stats": null, "repo": "https://github.com/elevenlabs/skills/tree/main/voice-changer", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/inference-sh-elevenlabs-voice-changer", "card": "ElevenLabs Voice Changer (inference.sh)", "kind": "skill", "publisher": "inference.sh", "installs": 6, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/elevenlabs-voice-changer", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 57, "type": "skill", "value": 3, "advice": "Produce multi-speaker dialogue audio with speaker tags, emotion and pacing.", "quote": "Produce multi-speaker dialogue audio with speaker tags, emotion and pacing for podcasts and explainers.", "flags": [], "proof_score": 391, "source": {"url": "https://varg.ai/how-to/skills/inference-sh-dialogue-audio", "card": "Dialogue Audio", "kind": "skill", "publisher": "inference.sh", "installs": 6, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/dialogue-audio", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/inference-sh-elevenlabs-dialogue", "card": "ElevenLabs Dialogue", "kind": "skill", "publisher": "inference.sh", "installs": 6, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/elevenlabs-dialogue", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 58, "type": "tool", "value": 2, "advice": "Use Adobe Podcast for audio enhancement of recorded voice.", "quote": "Adobe Podcast – Audio enhancement", "flags": [], "proof_score": 69, "source": {"url": "https://x.com/AnishJaitwar/status/2116526778454098122", "author": "@AnishJaitwar", "followers": 41432, "date": "2026-10-31", "likes": 61, "bookmarks": 20, "views": 18773}, "also": [{"url": "https://x.com/LIMITLESSDAMI/status/2115834949836124439", "author": "@LIMITLESSDAMI", "followers": 21191, "date": "2026-10-29", "likes": 54, "bookmarks": 59, "views": 7748}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 59, "type": "technique", "value": 4, "advice": "To dub: transcribe, translate, re-voice with the speaker's clone on eleven_v4, then lip-sync with sync_v3.", "quote": "transcribe, translate, re-voice with the speaker's clone on [`eleven_v4`](https://varg.ai/models/eleven_v4.md), then [`sync_v3`](https://varg.ai/models/sync_v3.md) for lip-sync.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/translate-and-dub-a-video", "card": "How to translate and dub a video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/AIExplorerTim/status/2116698995368280355", "author": "@AIExplorerTim", "followers": 47765, "date": "2026-11-01", "likes": 713, "bookmarks": 795, "views": 51271}, {"url": "https://varg.ai/how-to/skills/heygen-avatar-video-skills", "card": "HeyGen Avatar Video Skills", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": 526, "source_post_stats": null, "repo": "https://github.com/heygen-com/skills", "license": "MIT"}, {"url": "https://x.com/mati/status/2073065496270766461", "author": "@mati", "followers": 34641, "date": "2026-07-03", "likes": 229, "bookmarks": 38, "views": 26678}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 60, "type": "technique", "value": 3, "advice": "Add extra language tracks (dubbing) to reach viewers in other countries.", "quote": "Dubbing is the strategy where you add extra language tracks to your video", "flags": [], "proof_score": 481, "source": {"url": "https://x.com/MarioJoos/status/2116492103949672620", "author": "@MarioJoos", "followers": 33038, "date": "2026-10-31", "likes": 221, "bookmarks": 350, "views": 20484}, "also": [{"url": "https://x.com/coreyganim/status/2115476203184218336", "author": "@coreyganim", "followers": 63110, "date": "2026-10-28", "likes": 157, "bookmarks": 377, "views": 11149}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 61, "type": "tool", "value": 3, "advice": "Use ffmpeg-skill to let the agent add background music, adjust volume and remove silence in natural language, keeping files local.", "quote": "裁切、拼接、横屏转竖屏、去静音、压缩、加字幕、Logo、背景音乐、调音量都能直接用自然语言让 Codex 做", "flags": [], "proof_score": 1203, "source": {"url": "https://x.com/AIExplorerTim/status/2116698995368280355", "author": "@AIExplorerTim", "followers": 47765, "date": "2026-11-01", "likes": 713, "bookmarks": 795, "views": 51271}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 62, "type": "rule", "value": 5, "advice": "Since the agent cannot hear, measure every audio step instead of going by feel; install ffmpeg and librosa first.", "quote": "You can't hear, so measure every step and don't go by feel. Install ffmpeg and librosa first if they're missing.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 63, "type": "rule", "value": 4, "advice": "Use licensed music (a given track or Mixkit's free license), note source and license, and do not synthesize music or SFX in code.", "quote": "Use licensed music: a track I give you, or one under Mixkit's free license. Note the source and the license. Don't synthesize the music or the sound effects in code.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [{"url": "https://x.com/zer0point_eth/status/2115807487911661886", "author": "@zer0point_eth", "followers": 422, "date": "2026-10-29", "likes": 80, "bookmarks": 59, "views": 3422}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 64, "type": "check", "value": 5, "advice": "Check librosa's beat grid: plot the waveform below 120 Hz against it, zoom in on a few bars, and shift the whole grid if kicks don't line up.", "quote": "It sometimes locks onto the off-beat, so plot the waveform below 120 Hz against the beat grid and zoom in on a few bars. If the kick drums don't line up, shift the whole grid.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 65, "type": "technique", "value": 5, "advice": "Put scene cuts and title entrances on the beat; if the animation can't change, move where the music starts.", "quote": "Put the big moves, like scene cuts and titles appearing, on the beat. If you can change the animation, change it. If you can't, move where the music starts.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [{"url": "https://varg.ai/how-to/skills/beat-synced-cut", "card": "Beat-Synced Cut", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/beat-timeline", "license": "Apache-2.0"}, {"url": "https://varg.ai/how-to/skills/firered-openstoryline", "card": "FireRed-OpenStoryline", "kind": "skill", "publisher": "FireRed Team", "installs": null, "stars": 3573, "source_post_stats": null, "repo": "https://github.com/FireRedTeam/FireRed-OpenStoryline", "license": "Apache-2.0"}, {"url": "https://varg.ai/how-to/turn-photos-into-a-slideshow-video", "card": "How to turn photos into a slideshow video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 5, "top3": true}
{"step": "04", "step_name": "Sound and voice", "n": 66, "type": "technique", "value": 4, "advice": "Give every cut and big move one ready-made SFX file: whoosh for movement, pop for appearing, click for clicks, typing for typing.", "quote": "Give every cut and big move one ready-made sound effect file: whoosh for movement, pop for things appearing, click for clicks, typing sounds for typing.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 67, "type": "rule", "value": 3, "advice": "Use the project's existing sound library first, such as the one HyperFrames ships.", "quote": "Use the project's existing sound library first, like the one HyperFrames ships", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [{"url": "https://varg.ai/how-to/skills/hyperframes-media-use", "card": "HyperFrames Media Use", "kind": "skill", "publisher": "HeyGen", "installs": 1100000, "stars": 73064, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/skills/media-use", "license": "Apache-2.0"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 68, "type": "technique", "value": 4, "advice": "Analyse the track before building visuals: pull tempo, beats and onsets into a beat map with librosa (loudness and kick/snare times too).", "quote": "librosa → pull the tempo, beats and onsets into a beat map", "flags": [], "proof_score": 106, "source": {"url": "https://x.com/Asteri_eth/status/2116111471834743106", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-30", "likes": 74, "bookmarks": 65, "views": 3509}, "also": [{"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, {"url": "https://x.com/e1genqq/status/2116270712390316375", "author": "@e1genqq", "followers": 2821, "date": "2026-10-30", "likes": 6430, "bookmarks": 12613, "views": 409979}, {"url": "https://varg.ai/how-to/prompts/x-2108091976574988390", "card": "Agent makes AI footage pop out to the beat in 3D", "kind": "prompt", "publisher": "aicreataro", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 1261, "views": 75000}, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 69, "type": "technique", "value": 4, "advice": "Get a timestamp for every lyric word with WhisperX and animate each word to hit on its timestamp.", "quote": "WhisperX → get a timestamp for every word of the lyrics", "flags": [], "proof_score": 106, "source": {"url": "https://x.com/Asteri_eth/status/2116111471834743106", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-30", "likes": 74, "bookmarks": 65, "views": 3509}, "also": [{"url": "https://varg.ai/how-to/make-a-lyric-video", "card": "How to make a lyric video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 70, "type": "prompt", "value": 4, "advice": "When generating music for a video, ask for strong drums and clear hits at named times.", "quote": "make a 24 s track with elevenlabs music: {GENRE}, strong drums ({DRUM_STYLE}), clear hits at {HIT_TIMES}.", "flags": [], "proof_score": 1336, "source": {"url": "https://varg.ai/how-to/prompts/x-2108091976574988390", "card": "Agent makes AI footage pop out to the beat in 3D", "kind": "prompt", "publisher": "aicreataro", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 1261, "views": 75000}, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 71, "type": "prompt", "value": 4, "advice": "Specify genre, BPM and vocal when generating a song, and get word timestamps from it.", "quote": "Song: mureka or elevenlabs music, {GENRE}, 100-110 BPM, female vocal; get word timestamps.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2112601639672566182", "card": "Agent-made explainer song: host sings rhythm math", "kind": "prompt", "publisher": "anabology", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2107859808657490208", "card": "'Slopcore' AI music video: news-graphics thriller", "kind": "prompt", "publisher": "AstrablueAI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2108150421298753595", "card": "Live-action to anime music video 'Utopia'", "kind": "prompt", "publisher": "tapehead_Lab", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 72, "type": "technique", "value": 4, "advice": "Structure the film in bars of the song (e.g. 10 bars at 120 BPM, 2 s each) and land the hook word by word on the beats.", "quote": "10 bars at 120 BPM, 2 seconds each.", "flags": [], "proof_score": 1791, "source": {"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 73, "type": "rule", "value": 3, "advice": "Ask for the song file plus the drop's timestamp so the edit can be built around the drop.", "quote": "a royalty-free song with a clear drop (the file and the drop's timestamp)", "flags": [], "proof_score": 1744, "source": {"url": "https://x.com/twoclipping/status/2106526359589675085", "author": "@twoclipping", "followers": 9487, "date": "2026-10-03", "likes": 676, "bookmarks": 1365, "views": 41345}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 74, "type": "data_stream", "value": 4, "advice": "Source a royalty-free song around 120 BPM with a drop and a quiet breakdown from Mixkit, which is free for commercial use.", "quote": "a royalty-free song around 120 BPM with a drop and a quiet breakdown (Mixkit, free for commercial use)", "flags": [], "proof_score": 5042, "source": {"url": "https://x.com/twoclipping/status/2103835273813496100", "author": "@twoclipping", "followers": 9487, "date": "2026-09-26", "likes": 2194, "bookmarks": 3801, "views": 143709}, "also": [{"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}, {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 75, "type": "prompt", "value": 3, "advice": "Make the music first (e.g. Suno), then hand the track plus style and lyrics to the agent with a short beat-sync brief.", "quote": "Make a beat-synced motion graphics music video for this track. Go all out.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2106946461980307633", "card": "Beat-synced motion graphics music video from a track", "kind": "prompt", "publisher": "minchoi", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 76, "type": "skill", "value": 4, "advice": "Compose songs, instrumentals, jingles and beds from a prompt or a section-by-section plan with ElevenLabs Music.", "quote": "Compose songs, instrumentals, jingles and background tracks from a prompt or a section-by-section plan.", "flags": [], "proof_score": 805, "source": {"url": "https://varg.ai/how-to/skills/elevenlabs-music", "card": "ElevenLabs Music", "kind": "skill", "publisher": "ElevenLabs", "installs": 11000, "stars": 510, "source_post_stats": null, "repo": "https://github.com/elevenlabs/skills/tree/main/music", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/inference-sh-elevenlabs-music", "card": "ElevenLabs Music (inference.sh)", "kind": "skill", "publisher": "inference.sh", "installs": 6, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/elevenlabs-music", "license": "MIT"}, {"url": "https://varg.ai/how-to/skills/inference-sh-ai-music-generation", "card": "AI Music Generation", "kind": "skill", "publisher": "inference.sh", "installs": 6, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/ai-music-generation", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 77, "type": "tool", "value": 3, "advice": "ACE-Step 1.5 generates music from text, makes instrumentals and regenerates specific sections, locally.", "quote": "Generate music from text prompts, create instrumentals, and regenerate specific audio sections.", "flags": [], "proof_score": 1281, "source": {"url": "https://x.com/rosemoni18/status/2116674053016883308", "author": "@rosemoni18", "followers": 10541, "date": "2026-10-31", "likes": 599, "bookmarks": 953, "views": 28577}, "also": [{"url": "https://x.com/rakib_hossen_ai/status/2115529519830585366", "author": "@rakib_hossen_ai", "followers": 5104, "date": "2026-10-28", "likes": 407, "bookmarks": 718, "views": 22393}, {"url": "https://x.com/heyrimsha/status/2110687947423088920", "author": "@heyrimsha", "followers": 25345, "date": "2026-10-15", "likes": 2730, "bookmarks": 5935, "views": 151737}, {"url": "https://x.com/abir35627/status/2117029359588688137", "author": "@abir35627", "followers": 3943, "date": "2026-11-01", "likes": 151, "bookmarks": 130, "views": 5796}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 78, "type": "technique", "value": 3, "advice": "After generating a Suno song, split its stems in Suno Studio and edit them like a DAW to add the human direction it lacks.", "quote": "you select Split Stems and you get each music layer separate so Drums, Bass, Synth, Vocals etc.", "flags": [], "proof_score": 1336, "source": {"url": "https://x.com/levelsio/status/2080712800628830285", "author": "@levelsio", "followers": 988437, "date": "2026-07-24", "likes": 1047, "bookmarks": 641, "views": 171599}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 79, "type": "tool", "value": 4, "advice": "Use Demucs to split any track into stems.", "quote": "Demucs → splits any track into stems", "flags": [], "proof_score": 3431, "source": {"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 80, "type": "skill", "value": 2, "advice": "For Suno albums, the Bitwize Music plugin covers lyrics, style prompts, stem mixing and mastering.", "quote": "A 53-skill Claude Code plugin for human + AI albums on Suno: lyrics, style prompts, stem mixing, mastering, release.", "flags": [], "proof_score": 413, "source": {"url": "https://varg.ai/how-to/skills/bitwize-music", "card": "Bitwize Music (Suno Album Studio)", "kind": "skill", "publisher": "bitwize-music-studio", "installs": 2271, "stars": 598, "source_post_stats": null, "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills", "license": "CC0-1.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 81, "type": "check", "value": 4, "advice": "Transcribe a generated song to find and verify the sung words (e.g. the name on the chorus) before laying pictures under it.", "quote": "Lyrics template with the name on the chorus, ElevenLabs Music and Lyria tested, the sung name found by transcript, laid under photos", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-a-birthday-song-with-a-name", "card": "How to make an AI birthday song with their name", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 82, "type": "technique", "value": 2, "advice": "Compose original music for each short so there is nothing to license.", "quote": "music composed for each short, nothing to license", "flags": ["promo"], "proof_score": 10409, "source": {"url": "https://x.com/tobiadonadon_/status/2114446672831058376", "author": "@tobiadonadon_", "followers": 8491, "date": "2026-10-25", "likes": 4056, "bookmarks": 8147, "views": 234120}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 83, "type": "skill", "value": 4, "advice": "For music videos, build a song map with beats and word timings and a beat-grid storyboard, then make a frame-exact cut on the song.", "quote": "song map with beats and word timings, a beat-grid storyboard, Seedance scenes with QA, a frame-exact cut on the song", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/varg.music-video", "card": "varg Music Video", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/varg-music-video", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/varg-music-video", "card": "Turn a song into an AI music video", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-music-video", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 84, "type": "technique", "value": 3, "advice": "Build momentum by shortening shots step by step (3 s, 2 s, 1 s, half a second) into a payoff.", "quote": "Shorten shot lengths step by step (3 s, 2 s, 1 s, half a second) to build momentum into a payoff.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/rhythmic-cutting-3-2-1", "card": "Rhythmic Cutting (3-2-1)", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/beat-timeline", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 85, "type": "technique", "value": 3, "advice": "Use a smash cut from loud to silent (or calm to chaos) at the most surprising moment.", "quote": "An abrupt cut from one extreme to its opposite (calm to chaos, loud to silent) at the most surprising moment.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/smash-cut", "card": "Smash Cut", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/blob/main/varg-video-edit-library/references/cuts.md#smash-cut", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 86, "type": "skill", "value": 3, "advice": "Scenario's Katana-style skill has Claude cut the whole film to the beat while Scenario makes the music and SFX.", "quote": "Claude writes, animates and cuts the whole film to the beat", "flags": ["promo"], "proof_score": 5338, "source": {"url": "https://x.com/emmanuel_2m/status/2115446592236823031", "author": "@emmanuel_2m", "followers": 62310, "date": "2026-10-28", "likes": 2481, "bookmarks": 3969, "views": 128822}, "also": [{"url": "https://x.com/Scenario_gg/status/2115809258105115074", "author": "@Scenario_gg", "followers": 23292, "date": "2026-10-29", "likes": 1873, "bookmarks": 3163, "views": 145668}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 87, "type": "skill", "value": 4, "advice": "Generate music at an exact BPM plus a 12-sound SFX kit, fit to a beat grid and mixed to -14 LUFS.", "quote": "Music at an exact BPM and a 12-sound SFX kit from Scenario MCP, a beat-grid fit, and a -14 LUFS mix on the beat.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/scenario-beat-synced-soundtrack", "card": "Beat-synced soundtrack kit by Scenario", "kind": "skill", "publisher": "Scenario", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://www.scenario.com/explorations/kinetic-film/", "license": "Scenario: free download, no license file in the ZIP; fonts SIL OFL"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 88, "type": "technique", "value": 5, "advice": "When sounds are wrong, separate video generation from foley and sound editing.", "quote": "Sounds are wrong? Separate video generation from Foley and sound editing.", "flags": [], "proof_score": 137, "source": {"url": "https://x.com/beginnersblog1/status/2115772390890438852", "author": "@beginnersblog1", "followers": 29874, "date": "2026-10-29", "likes": 81, "bookmarks": 93, "views": 3843}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 89, "type": "check", "value": 4, "advice": "Check that each sound fits the material on screen; models make errors like soft pasta crunching loudly.", "quote": "Soft pasta makes a loud crunch.", "flags": [], "proof_score": 137, "source": {"url": "https://x.com/beginnersblog1/status/2115772390890438852", "author": "@beginnersblog1", "followers": 29874, "date": "2026-10-29", "likes": 81, "bookmarks": 93, "views": 3843}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 90, "type": "warning", "value": 5, "advice": "Expect video models to bleed in unprompted music; re-prompting wastes credits and muting also kills the dialogue.", "quote": "Video models often bleed music into a clip even when you never prompted for it. Re-prompting burns credits without fixing it, and muting the clip takes the dialogue with it.", "flags": ["promo"], "proof_score": 8129, "source": {"url": "https://x.com/MireloAI/status/2110361236579709327", "author": "@MireloAI", "followers": 6275, "date": "2026-10-14", "likes": 3844, "bookmarks": 4303, "views": 1904019}, "also": [{"url": "https://x.com/beginnersblog1/status/2115772390890438852", "author": "@beginnersblog1", "followers": 29874, "date": "2026-10-29", "likes": 81, "bookmarks": 93, "views": 3843}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 91, "type": "technique", "value": 4, "advice": "Keep a good take's dialogue and regenerate only the effects and ambience around it, instead of regenerating the clip.", "quote": "SFX 2.0 detects the speech, preserves it and regenerates new effects and ambience, so you still use the take you chose with the sound you wanted.", "flags": ["promo"], "proof_score": 8129, "source": {"url": "https://x.com/MireloAI/status/2110361799216263500", "author": "@MireloAI", "followers": 6275, "date": "2026-10-14", "likes": 3844, "bookmarks": 4303, "views": 1904019}, "also": [{"url": "https://x.com/tec_aryan/status/2116548363202256999", "author": "@tec_aryan", "followers": 45846, "date": "2026-10-31", "likes": 153, "bookmarks": 43, "views": 81300}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 92, "type": "tool", "value": 4, "advice": "Use a video-to-SFX model (Mirelo SFX 2.0) to remove unprompted music, keep dialogue and build sound design synced to the action.", "quote": "It watches your video, cuts the music you never prompted, keeps the dialogue, and builds a full sound design synced to the action", "flags": ["promo"], "proof_score": 8129, "source": {"url": "https://x.com/MireloAI/status/2110360787780800611", "author": "@MireloAI", "followers": 6275, "date": "2026-10-14", "likes": 3844, "bookmarks": 4303, "views": 1904019}, "also": [{"url": "https://varg.ai/how-to/skills/dlazy-keling-sfx", "card": "Kling SFX via dLazy", "kind": "skill", "publisher": "dlazyai", "installs": 63, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-keling-sfx", "license": "unknown"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 93, "type": "technique", "value": 5, "advice": "Before making SFX, map the visual events by function: micro-cut, object lock, texture movement, transition, resolve.", "quote": "First map the visual events by function: micro-cut, object lock, texture movement, transition, resolve.", "flags": [], "proof_score": 1336, "source": {"url": "https://x.com/AmirMushich/status/2104257004474671129", "author": "@AmirMushich", "followers": 91808, "date": "2026-09-27", "likes": 668, "bookmarks": 959, "views": 43099}, "also": [], "top10_rank": 6, "top3": true}
{"step": "04", "step_name": "Sound and voice", "n": 94, "type": "rule", "value": 4, "advice": "Start with only three distinct dry sounds, and avoid tonal beeps, laser sweeps, bells, conventional drums and long reverb.", "quote": "Start with only three distinct dry mechanical-digital sounds, not a full pack. Avoid tonal beeps, pitch-sweep lasers, bells, conventional drums and long reverb.", "flags": [], "proof_score": 1336, "source": {"url": "https://x.com/AmirMushich/status/2104257004474671129", "author": "@AmirMushich", "followers": 91808, "date": "2026-09-27", "likes": 668, "bookmarks": 959, "views": 43099}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 95, "type": "check", "value": 5, "advice": "Export SFX as 48 kHz / 24-bit WAVs with a level-matched audition reel and cue sheet, and check peaks, clean endings and mono compatibility.", "quote": "Export individual 48 kHz / 24-bit WAVs, a level-matched audition reel and a cue sheet. Check peaks, clean endings and mono compatibility.", "flags": [], "proof_score": 1336, "source": {"url": "https://x.com/AmirMushich/status/2104257004474671129", "author": "@AmirMushich", "followers": 91808, "date": "2026-09-27", "likes": 668, "bookmarks": 959, "views": 43099}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 96, "type": "rule", "value": 4, "advice": "Do not claim to hear the result; ask the human which prototype works and why, and iterate from that feedback.", "quote": "Don’t claim you can hear the result: ask me which prototype works, which fails and why; iterate from that feedback before making variations.", "flags": [], "proof_score": 1336, "source": {"url": "https://x.com/AmirMushich/status/2104257004474671129", "author": "@AmirMushich", "followers": 91808, "date": "2026-09-27", "likes": 668, "bookmarks": 959, "views": 43099}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 97, "type": "warning", "value": 4, "advice": "Sound sync errors are invisible to an agent that cannot hear: it has no clue a whoosh lands 80 ms after the cut.", "quote": "the agent has no clue the whoosh lands 80 ms after the cut", "flags": [], "proof_score": 35, "source": {"url": "https://x.com/Asteri_eth/status/2117629600901534024", "author": "@Asteri_eth", "followers": 3340, "date": "2026-11-03", "likes": 26, "bookmarks": 21, "views": 631}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 98, "type": "check", "value": 5, "advice": "Render one image of frames, spectrogram and sync markers so the agent can look at the sound and its timing.", "quote": "sheet draws one PNG with frames, spectrogram and sync markers, so Claude can literally look at the sound", "flags": [], "proof_score": 35, "source": {"url": "https://x.com/Asteri_eth/status/2117629600901534024", "author": "@Asteri_eth", "followers": 3340, "date": "2026-11-03", "likes": 26, "bookmarks": 21, "views": 631}, "also": [{"url": "https://varg.ai/how-to/skills/earshot", "card": "How to make video sound effects in code with earshot", "kind": "skill", "publisher": "Leon Lin", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/Leonxlnx/earshot", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 99, "type": "check", "value": 4, "advice": "Score the film's sound against pro reference films and get timestamped fixes.", "quote": "critique scores your film's sound against 7 pro launch films and gives timestamped fixes", "flags": [], "proof_score": 35, "source": {"url": "https://x.com/Asteri_eth/status/2117629600901534024", "author": "@Asteri_eth", "followers": 3340, "date": "2026-11-03", "likes": 26, "bookmarks": 21, "views": 631}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 100, "type": "technique", "value": 4, "advice": "Align a whoosh by its loudest moment, not its start, to the named event time.", "quote": "sfx render puts a whoosh's loudest moment within 5 ms of the moment you name", "flags": [], "proof_score": 35, "source": {"url": "https://x.com/Asteri_eth/status/2117629600901534024", "author": "@Asteri_eth", "followers": 3340, "date": "2026-11-03", "likes": 26, "bookmarks": 21, "views": 631}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 101, "type": "skill", "value": 4, "advice": "Generate sound effects and ambiences, including seamless loops, from a text description.", "quote": "Generate sound effects and ambiences from a text description, including seamless loops.", "flags": [], "proof_score": 835, "source": {"url": "https://varg.ai/how-to/skills/elevenlabs-sound-effects", "card": "ElevenLabs Sound Effects", "kind": "skill", "publisher": "ElevenLabs", "installs": 11600, "stars": 510, "source_post_stats": null, "repo": "https://github.com/elevenlabs/skills/tree/main/sound-effects", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/inference-sh-elevenlabs-sound-effects", "card": "ElevenLabs Sound Effects (inference.sh)", "kind": "skill", "publisher": "inference.sh", "installs": 6, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/audio/elevenlabs-sound-effects", "license": "MIT"}, {"url": "https://x.com/aymducking/status/2116892995794378814", "author": "@aymducking", "followers": 8412, "date": "2026-11-01", "likes": 195, "bookmarks": 72, "views": 22827}, {"url": "https://x.com/ElevenLabs/status/2115867078964187368", "author": "@ElevenLabs", "followers": 209543, "date": "2026-10-29", "likes": 522, "bookmarks": 294, "views": 1034403}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 102, "type": "prompt", "value": 4, "advice": "State the audio policy at the top of the prompt, e.g. dialogue language, no BGM, natural ambience only.", "quote": "Korean dialogue, no BGM, natural ASMR ambience only.", "flags": [], "proof_score": 185, "source": {"url": "https://x.com/abulu8/status/2116476626917847495", "author": "@abulu8", "followers": 5176, "date": "2026-10-31", "likes": 155, "bookmarks": 49, "views": 58443}, "also": [{"url": "https://x.com/devgetsit/status/2117345392471793728", "author": "@devgetsit", "followers": 127, "date": "2026-11-02", "likes": 704, "bookmarks": 446, "views": 51526}, {"url": "https://varg.ai/how-to/prompts/x-2052620582366441595", "card": "Rainy-evening chicken soup ASMR, 15 s shot list", "kind": "prompt", "publisher": "Hope_Ai01", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/PrometheanAIX/status/2117237903831007486", "author": "@PrometheanAIX", "followers": 8022, "date": "2026-11-02", "likes": 47, "bookmarks": 0, "views": 2859}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 103, "type": "prompt", "value": 3, "advice": "Describe what we hear in each beat of the prompt, e.g. muffled announcements and the shuffle of footsteps.", "quote": "we hear muffled announcements and the shuffle of footsteps", "flags": [], "proof_score": 572, "source": {"url": "https://x.com/higgsfield_ai/status/2083155162475217058", "author": "@higgsfield_ai", "followers": 253288, "date": "2026-07-31", "likes": 518, "bookmarks": 275, "views": 37857}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2052620582366441595", "card": "Rainy-evening chicken soup ASMR, 15 s shot list", "kind": "prompt", "publisher": "Hope_Ai01", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2113841913065615450", "card": "How to make a revenge comedy action video with AI", "kind": "prompt", "publisher": "AIwithkhan", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/AIwithkhan/status/2113841913065615450", "author": "@AIwithkhan", "followers": 15564, "date": "2026-10-24", "likes": 1127, "bookmarks": 363, "views": 389341}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 104, "type": "prompt", "value": 3, "advice": "Use a sound event as a story beat, e.g. a station announcement that stops mid-sentence.", "quote": "The station announcement suddenly stops mid-sentence.", "flags": [], "proof_score": 148, "source": {"url": "https://x.com/Hope_Ai01/status/2117300920866496661", "author": "@Hope_Ai01", "followers": 19959, "date": "2026-11-02", "likes": 131, "bookmarks": 67, "views": 15545}, "also": [{"url": "https://x.com/navi_Ai2/status/2115443358965379088", "author": "@navi_Ai2", "followers": 49649, "date": "2026-10-28", "likes": 376, "bookmarks": 98, "views": 102012}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 105, "type": "technique", "value": 3, "advice": "Put an audio row on the storyboard with the specific sounds per video (e.g. crinkles, tapping, pouring) next to visual, action and dialogue.", "quote": "Audio Suggestion: Soft ASMR • Crinkles • Tapping • Pouring", "flags": [], "proof_score": 4178, "source": {"url": "https://x.com/Ciri_ai/status/2076202198888022135", "author": "@Ciri_ai", "followers": 11908, "date": "2026-07-12", "likes": 2207, "bookmarks": 2773, "views": 301002}, "also": [{"url": "https://x.com/Ziha_ai/status/2076572186220155024", "author": "@Ziha_ai", "followers": 6178, "date": "2026-07-13", "likes": 584, "bookmarks": 689, "views": 34156}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 106, "type": "skill", "value": 3, "advice": "Direct generated sound layer by layer: dialogue, voiceover, ambience, effects, music, silence and timing.", "quote": "Direct FLUX 3's generated sound: dialogue, voiceover, ambience, effects, music, silence and timing.", "flags": [], "proof_score": 75, "source": {"url": "https://varg.ai/how-to/skills/flux-3-audio-dialogue", "card": "FLUX 3 Audio & Dialogue", "kind": "skill", "publisher": "Black Forest Labs", "installs": 146, "stars": 135, "source_post_stats": null, "repo": "https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-audio-dialogue", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 107, "type": "rule", "value": 3, "advice": "Match the audio to the camera look: selfie UGC uses phone-mic audio, DV camcorder footage uses on-camera mic sound.", "quote": "arm's-length framing, phone-mic audio, natural room light", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "Selfie UGC / AI influencer", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/styles/trending", "card": "Early-2000s DV camcorder", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 108, "type": "tool", "value": 4, "advice": "Pika H3 Flex can export up to 5 audio stems (dialogue, score, SFX, foley, ambience) for mixing.", "quote": "exports up to 5 audio stems: dialogue, score, SFX, foley and ambience", "flags": [], "proof_score": 99, "source": {"url": "https://x.com/socialwithaayan/status/2115864898475585549", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-29", "likes": 107, "bookmarks": 24, "views": 21235}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 109, "type": "technique", "value": 3, "advice": "Use a specialist tool per audio layer: ElevenLabs for voice and foley, Mirelo for SFX, Suno for music.", "quote": "@ElevenLabs for voice and foley", "flags": [], "proof_score": 195, "source": {"url": "https://x.com/Panterra0x/status/2116246882577965380", "author": "@Panterra0x", "followers": 9173, "date": "2026-10-30", "likes": 145, "bookmarks": 112, "views": 10018}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 110, "type": "tool", "value": 2, "advice": "Open models with native synced audio include LTX-2.5 and MiniMax H3 (stereo audio up to 15 s).", "quote": "MiniMax H3 → open weights, video + stereo audio up to 15s", "flags": [], "proof_score": 827, "source": {"url": "https://x.com/pengsonal/status/2117500693993173183", "author": "@pengsonal", "followers": 24968, "date": "2026-11-03", "likes": 427, "bookmarks": 583, "views": 30291}, "also": [{"url": "https://x.com/naldzyul/status/2116122522139631729", "author": "@naldzyul", "followers": 14665, "date": "2026-10-30", "likes": 374, "bookmarks": 435, "views": 17767}, {"url": "https://x.com/heyrimsha/status/2114672104021148033", "author": "@heyrimsha", "followers": 25345, "date": "2026-10-26", "likes": 708, "bookmarks": 1322, "views": 40824}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 111, "type": "technique", "value": 3, "advice": "For a self-contained HTML film with sound, add one quiet play button because browsers block autoplay with sound.", "quote": "one quiet play button (browsers block autoplay with sound)", "flags": [], "proof_score": 245, "source": {"url": "https://x.com/chetaslua/status/2117224843661980093", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 106, "bookmarks": 175, "views": 16921}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 112, "type": "technique", "value": 2, "advice": "For zero-asset browser builds, synthesize every sound with the Web Audio API.", "quote": "every sound is synthesized with the Web Audio API", "flags": [], "proof_score": 1860, "source": {"url": "https://x.com/HelloVyom/status/2083177539816837559", "author": "@HelloVyom", "followers": 12149, "date": "2026-07-31", "likes": 598, "bookmarks": 1477, "views": 84257}, "also": [{"url": "https://x.com/Y0urDumble/status/2117396633889427646", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-02", "likes": 85, "bookmarks": 113, "views": 5012}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 113, "type": "tool", "value": 2, "advice": "Tone.js can make synths and sound design in code.", "quote": "Tone.js → synths and sound design", "flags": [], "proof_score": 1217, "source": {"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}, "also": [{"url": "https://x.com/0xwhrrari/status/2115104061204632000", "author": "@0xwhrrari", "followers": 23306, "date": "2026-10-27", "likes": 413, "bookmarks": 679, "views": 33749}, {"url": "https://x.com/rincyXIII/status/2116890579107762505", "author": "@rincyXIII", "followers": 160, "date": "2026-11-01", "likes": 275, "bookmarks": 365, "views": 19158}, {"url": "https://x.com/e1genqq/status/2114445900131013003", "author": "@e1genqq", "followers": 2821, "date": "2026-10-25", "likes": 5124, "bookmarks": 9678, "views": 295866}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 114, "type": "technique", "value": 4, "advice": "Build a style skill by having the agent break down a reference creator's last 30 videos, extracting sound FX and audio hooks as well as structure and copy.", "quote": "extrair sound fx, estrututura, copy, ganchos visuais, ganchos de audio", "flags": [], "proof_score": 3921, "source": {"url": "https://x.com/gabrielbuzziv/status/2116507362483683386", "author": "@gabrielbuzziv", "followers": 15131, "date": "2026-10-31", "likes": 1764, "bookmarks": 2961, "views": 77810}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 115, "type": "check", "value": 5, "advice": "Check the mix against targets: dialogue -16 to -14 LUFS, music 18-20 dB under speech, whoosh timing, true-peak limits.", "quote": "Mix targets an agent can check: dialogue −16 to −14 LUFS, music 18–20 dB under speech, whoosh timing, true-peak limits.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/openmontage-sound-design", "card": "OpenMontage Sound Design Rules", "kind": "skill", "publisher": "Calesthio", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/calesthio/OpenMontage/blob/main/skills/creative/sound-design.md", "license": "AGPL-3.0"}, "also": [{"url": "https://x.com/beechinour/status/2097036762283458575", "author": "@beechinour", "followers": 18923, "date": "2026-09-07", "likes": 1042, "bookmarks": 1952, "views": 104679}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 116, "type": "technique", "value": 5, "advice": "Duck music under dialogue to roughly -30 to -20 dBFS, depending on density, so every word is effortless to understand.", "quote": "Music under dialogue: typically -30 to -20 dBFS depending on density. Duck it enough that every word is effortless to understand.", "flags": [], "proof_score": 2578, "source": {"url": "https://x.com/beechinour/status/2097036762283458575", "author": "@beechinour", "followers": 18923, "date": "2026-09-07", "likes": 1042, "bookmarks": 1952, "views": 104679}, "also": [{"url": "https://varg.ai/how-to/add-voiceover-and-music-to-a-video", "card": "How to add voiceover and music to a video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/jamescoder12/status/2115754435393810677", "author": "@jamescoder12", "followers": 32395, "date": "2026-10-29", "likes": 72, "bookmarks": 52, "views": 4530}, {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 117, "type": "technique", "value": 3, "advice": "Fix and normalize the recorded voice before mixing.", "quote": "fixes and normalizes your voice", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 118, "type": "technique", "value": 3, "advice": "Save the human's mix notes (like 'music louder') as lessons so later videos come out closer to their style.", "quote": "Tell it \"too choppy\" or \"music louder\" and it saves the lesson, so every video comes out closer to your style.", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 119, "type": "tool", "value": 4, "advice": "Use Pyloudnorm to make loudness safe for every platform.", "quote": "Pyloudnorm → loudness safe for every platform", "flags": [], "proof_score": 1217, "source": {"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}, "also": [{"url": "https://x.com/0xwhrrari/status/2115104061204632000", "author": "@0xwhrrari", "followers": 23306, "date": "2026-10-27", "likes": 413, "bookmarks": 679, "views": 33749}, {"url": "https://x.com/rincyXIII/status/2116890579107762505", "author": "@rincyXIII", "followers": 160, "date": "2026-11-01", "likes": 275, "bookmarks": 365, "views": 19158}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 120, "type": "tool", "value": 3, "advice": "Use Pedalboard for compression and limiting, and SciPy for filters and reverb.", "quote": "Pedalboard → compression and limiting", "flags": [], "proof_score": 1217, "source": {"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}, "also": [{"url": "https://x.com/0xwhrrari/status/2115104061204632000", "author": "@0xwhrrari", "followers": 23306, "date": "2026-10-27", "likes": 413, "bookmarks": 679, "views": 33749}, {"url": "https://x.com/rincyXIII/status/2116890579107762505", "author": "@rincyXIII", "followers": 160, "date": "2026-11-01", "likes": 275, "bookmarks": 365, "views": 19158}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 121, "type": "technique", "value": 4, "advice": "Crossfade audio with FFmpeg acrossfade, or build J/L-cuts by delaying one track with adelay and mixing with amix.", "quote": "Crossfade audio with acrossfade, or build J/L-cuts by delaying one track with adelay and mixing with amix.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/ffmpeg-audio-crossfade-jl", "card": "Audio Crossfades, J and L in FFmpeg", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/blob/main/varg-video-edit-library/references/cuts.md#ffmpeg-audio-crossfade-jl", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 122, "type": "tool", "value": 3, "advice": "Use Audacity to edit music and SFX and balance the mix.", "quote": "edit the music and sound effects, then balance the mix", "flags": [], "proof_score": 471, "source": {"url": "https://x.com/renproton/status/2116534058645959120", "author": "@renproton", "followers": 469, "date": "2026-10-31", "likes": 251, "bookmarks": 332, "views": 13530}, "also": [{"url": "https://x.com/beamnxw/status/2111125001482936542", "author": "@beamnxw", "followers": 14694, "date": "2026-10-16", "likes": 895, "bookmarks": 1417, "views": 51698}, {"url": "https://x.com/e1genqq/status/2116740739929379038", "author": "@e1genqq", "followers": 2821, "date": "2026-11-01", "likes": 2550, "bookmarks": 5229, "views": 183447}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 123, "type": "check", "value": 3, "advice": "Inspect the final file's video and audio streams with FFmpeg before delivery.", "quote": "encode the final delivery file and inspect its video and audio streams", "flags": [], "proof_score": 471, "source": {"url": "https://x.com/renproton/status/2116534058645959120", "author": "@renproton", "followers": 469, "date": "2026-10-31", "likes": 251, "bookmarks": 332, "views": 13530}, "also": [{"url": "https://x.com/beamnxw/status/2111125001482936542", "author": "@beamnxw", "followers": 14694, "date": "2026-10-16", "likes": 895, "bookmarks": 1417, "views": 51698}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 124, "type": "tool", "value": 3, "advice": "Use Auto-Editor to cut silences and dead air automatically.", "quote": "19 Auto-Editor → Automatic silence cuts.", "flags": [], "proof_score": 6687, "source": {"url": "https://x.com/e1genqq/status/2116740739929379038", "author": "@e1genqq", "followers": 2821, "date": "2026-11-01", "likes": 2550, "bookmarks": 5229, "views": 183447}, "also": [{"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 125, "type": "tool", "value": 4, "advice": "Get word-level timestamps from the voiceover (WhisperX, or faster-whisper) so captions hit exactly when the words do.", "quote": "WhisperX → word-level timestamps for captions that hit exactly when the words do", "flags": [], "proof_score": 369, "source": {"url": "https://x.com/choopyplug1/status/2117006896250974509", "author": "@choopyplug1", "followers": 2834, "date": "2026-11-01", "likes": 140, "bookmarks": 284, "views": 15086}, "also": [{"url": "https://x.com/Y0urDumble/status/2117030430507401326", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-01", "likes": 261, "bookmarks": 328, "views": 14081}, {"url": "https://x.com/Y0urDumble/status/2117396633889427646", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-02", "likes": 85, "bookmarks": 113, "views": 5012}, {"url": "https://x.com/e1genqq/status/2116270712390316375", "author": "@e1genqq", "followers": 2821, "date": "2026-10-30", "likes": 6430, "bookmarks": 12613, "views": 409979}, {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, {"url": "https://x.com/flxrnc/status/2116870398360830183", "author": "@flxrnc", "followers": 3305, "date": "2026-11-01", "likes": 961, "bookmarks": 1865, "views": 73688}, {"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 126, "type": "skill", "value": 3, "advice": "Transcribe audio with word timestamps and speaker labels, exported as SRT/VTT.", "quote": "Transcribe hours of audio or video with whisper, whisperX or cloud STT: word timestamps, speaker labels, SRT/VTT.", "flags": [], "proof_score": 88, "source": {"url": "https://varg.ai/how-to/skills/swyx-transcribe-anything", "card": "Transcribe Anything", "kind": "skill", "publisher": "Shawn Wang (swyx)", "installs": 10, "stars": 176, "source_post_stats": null, "repo": "https://github.com/swyxio/skills/tree/main/transcribe-anything", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 127, "type": "skill", "value": 4, "advice": "Give a voiceover script and recorded voice, align word-level timestamps, write a shotbook, then render the explainer to the voice.", "quote": "Give it a voiceover script and the recorded voice: it aligns word-level timestamps, writes a SHOTBOOK and renders a narrated explainer", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/video-talkcraft", "card": "video-talkcraft: talking-head motion overlays", "kind": "skill", "publisher": "Vincent Wei", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/socialwithaayan/status/2116567606882967790", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-31", "likes": 335, "bookmarks": 613, "views": 21507}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 128, "type": "skill", "value": 3, "advice": "For key-free narrated explainers, combine a local Kokoro voice with Whisper word timing.", "quote": "Narrated explainer MP4s with a local voice (Kokoro), word timing (Whisper) and a canvas renderer; no API key needed.", "flags": [], "proof_score": 329, "source": {"url": "https://varg.ai/how-to/skills/explainroo", "card": "Explainroo", "kind": "skill", "publisher": "Vincent Schmalbach", "installs": 46, "stars": 654, "source_post_stats": null, "repo": "https://github.com/vincentsch/explainroo/tree/main/skills/explainroo", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 129, "type": "skill", "value": 3, "advice": "Assemble narrated explainers from 10-second voiced blocks.", "quote": "Turn a topic or document into a narrated, stylized explainer assembled from 10-second voiced blocks.", "flags": [], "proof_score": 7071, "source": {"url": "https://varg.ai/how-to/skills/higgsfield-video-explainer", "card": "Higgsfield Video Explainer", "kind": "skill", "publisher": "Higgsfield", "installs": 124600, "stars": 1682, "source_post_stats": null, "repo": "https://github.com/higgsfield-ai/skills/tree/main/higgsfield-video-explainer", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 130, "type": "skill", "value": 3, "advice": "For raw takes, cut transcript-first with video-use.", "quote": "Drop raw takes in a folder, chat with your agent, get final.mp4: transcript-first cuts, grade, subtitles, overlays.", "flags": [], "proof_score": 14990, "source": {"url": "https://varg.ai/how-to/skills/video-use", "card": "video-use", "kind": "skill", "publisher": "Browser Use", "installs": null, "stars": 29979, "source_post_stats": null, "repo": "https://github.com/browser-use/video-use", "license": "MIT"}, "also": [{"url": "https://x.com/visionsbyjake/status/2115489752132853780", "author": "@visionsbyjake", "followers": 311, "date": "2026-10-28", "likes": 37, "bookmarks": 54, "views": 4026}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 131, "type": "technique", "value": 3, "advice": "Match every interview transcript to the story's beat sheet to find usable dialogue fast.", "quote": "having it take every transcript and match it to the beat sheet of the story I wanted to tell?", "flags": [], "proof_score": 77, "source": {"url": "https://x.com/visionsbyjake/status/2115489752132853780", "author": "@visionsbyjake", "followers": 311, "date": "2026-10-28", "likes": 37, "bookmarks": 54, "views": 4026}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 132, "type": "prompt", "value": 3, "advice": "When swapping the character in a viral clip, tell the model to keep the same movements, camera quality and audio.", "quote": "keep the same movements, camera quality and audio.", "flags": [], "proof_score": 5524, "source": {"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}, "also": [{"url": "https://x.com/ZentrixHQ/status/2116537788803809748", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-10-31", "likes": 84, "bookmarks": 80, "views": 12760}, {"url": "https://x.com/RoundtableSpace/status/2116141818786230389", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 1326, "bookmarks": 2096, "views": 108596}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 133, "type": "data_stream", "value": 4, "advice": "Pull studio-grade SFX from the Sonniss GDC archives.", "quote": "09 Sonniss GDC → Studio-grade SFX archives.", "flags": [], "proof_score": 42, "source": {"url": "https://x.com/Damir_Akaza/status/2117000237025804546", "author": "@Damir_Akaza", "followers": 5278, "date": "2026-11-01", "likes": 40, "bookmarks": 21, "views": 1475}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 134, "type": "data_stream", "value": 4, "advice": "Pull foley and ambient sounds from Freesound.", "quote": "12 Freesound → Foley and ambient sounds.", "flags": [], "proof_score": 42, "source": {"url": "https://x.com/Damir_Akaza/status/2117000237025804546", "author": "@Damir_Akaza", "followers": 5278, "date": "2026-11-01", "likes": 40, "bookmarks": 21, "views": 1475}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 135, "type": "data_stream", "value": 4, "advice": "Search the Openverse API for 5.2M+ free sound effects, ambience and music.", "quote": "/openverse-api - 5.2M+ free sound effects, ambience and music", "flags": [], "proof_score": 2117, "source": {"url": "https://x.com/0xMovez/status/2111841847408517282", "author": "@0xMovez", "followers": 47109, "date": "2026-10-18", "likes": 903, "bookmarks": 1603, "views": 62424}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 136, "type": "data_stream", "value": 2, "advice": "Use yt-dlp to pull reference clips and audio from the web.", "quote": "yt-dlp → pull reference clips and audio from the web", "flags": [], "proof_score": 3535, "source": {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, "also": [{"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 137, "type": "skill", "value": 3, "advice": "Use HyperFrames Media Use to find or make music, SFX, voiceover and transcripts for a video.", "quote": "Find or make every asset a video needs: music, SFX, voiceover, images, logos, avatars, transcripts, grades.", "flags": [], "proof_score": 91532, "source": {"url": "https://varg.ai/how-to/skills/hyperframes-media-use", "card": "HyperFrames Media Use", "kind": "skill", "publisher": "HeyGen", "installs": 1100000, "stars": 73064, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/skills/media-use", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 138, "type": "prompt", "value": 3, "advice": "Have the script written for the ear: spoken English with pause markers.", "quote": "Use his exact script prompt so Claude writes hooks with pattern interrupts, open loops, spoken English, pause markers, and soft CTAs", "flags": ["promo"], "proof_score": 1691, "source": {"url": "https://x.com/0xForce_/status/2115260959329489226", "author": "@0xForce_", "followers": 7601, "date": "2026-10-28", "likes": 1035, "bookmarks": 1124, "views": 49270}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 139, "type": "rule", "value": 3, "advice": "Make a 30-second sample with subtitle script, storyboard and sound effects first, and build the full film only after approval.", "quote": "丢一个选题或文案，它写字幕稿、排分镜、配音效，先出 30 秒样片，你点头了再做全片。", "flags": [], "proof_score": 4147, "source": {"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 140, "type": "check", "value": 5, "advice": "Mix dialogue first: normal speech around -18 to -12 dBFS with peaks around -6 to -3 dBFS.", "quote": "Dialogue: always priority. Normal speech around -18 to -12 dBFS, with peaks generally -6 to -3 dBFS.", "flags": [], "proof_score": 2578, "source": {"url": "https://x.com/beechinour/status/2097036762283458575", "author": "@beechinour", "followers": 18923, "date": "2026-09-07", "likes": 1042, "bookmarks": 1952, "views": 104679}, "also": [{"url": "https://varg.ai/how-to/skills/openmontage-sound-design", "card": "OpenMontage Sound Design Rules", "kind": "skill", "publisher": "Calesthio", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/calesthio/OpenMontage/blob/main/skills/creative/sound-design.md", "license": "AGPL-3.0"}], "top10_rank": 3, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 141, "type": "rule", "value": 5, "advice": "Lay room tone and ambience under every edit at roughly -35 to -24 dBFS, and never leave unnatural dead silence between edits.", "quote": "Ambience/room tone: roughly -35 to -24 dBFS. Never leave unnatural dead silence between edits.", "flags": [], "proof_score": 2578, "source": {"url": "https://x.com/beechinour/status/2097036762283458575", "author": "@beechinour", "followers": 18923, "date": "2026-09-07", "likes": 1042, "bookmarks": 1952, "views": 104679}, "also": [], "top10_rank": 4, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 142, "type": "technique", "value": 4, "advice": "Even out dialogue with clip gain first, then light compression, and avoid obvious pumping.", "quote": "Dialogue consistency: clip-gain first, then light compression. Avoid obvious pumping.", "flags": [], "proof_score": 2578, "source": {"url": "https://x.com/beechinour/status/2097036762283458575", "author": "@beechinour", "followers": 18923, "date": "2026-09-07", "likes": 1042, "bookmarks": 1952, "views": 104679}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 143, "type": "check", "value": 4, "advice": "Keep background foley around -30 to -18 dBFS and important foley or SFX around -18 to -8 dBFS.", "quote": "Important Foley/SFX: roughly -18 to -8 dBFS.", "flags": [], "proof_score": 2578, "source": {"url": "https://x.com/beechinour/status/2097036762283458575", "author": "@beechinour", "followers": 18923, "date": "2026-09-07", "likes": 1042, "bookmarks": 1952, "views": 104679}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 144, "type": "check", "value": 4, "advice": "Let big impacts and transitions peak around -6 to -2 dBFS without clipping, and never let the master exceed -1 dBTP true peak.", "quote": "Master: never exceed -1 dBTP true peak.", "flags": [], "proof_score": 2578, "source": {"url": "https://x.com/beechinour/status/2097036762283458575", "author": "@beechinour", "followers": 18923, "date": "2026-09-07", "likes": 1042, "bookmarks": 1952, "views": 104679}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 145, "type": "technique", "value": 4, "advice": "When cutting talking footage, remove pauses over 0.6 s, stutters, repetitions and restarted sentences without chopping the breaths.", "quote": "Tire pausas longas (mais de 0,6 s), gaguejos, repetições e frases recomeçadas, sem picotar a respiração.", "flags": [], "proof_score": 951, "source": {"url": "https://x.com/condzxyz/status/2116273820994551906", "author": "@condzxyz", "followers": 42267, "date": "2026-10-30", "likes": 481, "bookmarks": 688, "views": 22387}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 146, "type": "technique", "value": 5, "advice": "Give each character a voice screen test before scenes: plain backdrop, one slow push-in, a short monologue to camera; hear the voice and lock it.", "quote": "Here's how I do mine: plain backdrop. Character alone on a mark. One slow push-in from a wide to a tight close-up. A short monologue straight to camera about who they are.", "flags": [], "proof_score": 118, "source": {"url": "https://x.com/godswayfoundinc/status/2112506617732153757", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-10-20", "likes": 76, "bookmarks": 76, "views": 3954}, "also": [{"url": "https://x.com/godswayfoundinc/status/2112603892211167552", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-10-20", "likes": 76, "bookmarks": 76, "views": 3954}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 147, "type": "warning", "value": 4, "advice": "Seedance builds a character's voice from their look (age, build, ethnicity, clothing wear), even when you name an accent, so the character sheet casts the voice.", "quote": "Seedance reads your character's appearance and builds how they sound from it.", "flags": [], "proof_score": 118, "source": {"url": "https://x.com/godswayfoundinc/status/2112506617732153757", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-10-20", "likes": 76, "bookmarks": 76, "views": 3954}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 148, "type": "prompt", "value": 3, "advice": "Add a [VOICES] block naming each speaker's accent, including off-screen speakers such as a director behind the camera.", "quote": "[VOICES] EPOO: British English.", "flags": [], "proof_score": 118, "source": {"url": "https://x.com/godswayfoundinc/status/2112506618533363786", "author": "@godswayfoundinc", "followers": 3213, "date": "2026-10-20", "likes": 76, "bookmarks": 76, "views": 3954}, "also": [{"url": "https://x.com/Just_sharon7/status/2083912532692001128", "author": "@Just_sharon7", "followers": 48986, "date": "2026-08-02", "likes": 134, "bookmarks": 16, "views": 41199}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 149, "type": "technique", "value": 4, "advice": "Add sound effects for the little movements (tiny footsteps, objects dropping, squishing, bouncing) so animated objects feel physical.", "quote": "tiny footsteps, objects dropping, things squishing and bouncing around", "flags": [], "proof_score": 545, "source": {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 150, "type": "prompt", "value": 3, "advice": "Describe a sound scene as an ordered sequence in one SFX v3 prompt, e.g. a crowd cheering, a ball dropping, then a crowd booing.", "quote": "A crowd cheering, a ball dropping, then a crowd booing. SFX v3 follows multiple instructions more reliably, bringing more of what you describe into the audio, step-by-step.", "flags": ["promo"], "proof_score": 17, "source": {"url": "https://x.com/ElevenLabs/status/2115867082420310452", "author": "@ElevenLabs", "followers": 209543, "date": "2026-10-29", "likes": 19, "bookmarks": 4, "views": 3257}, "also": [{"url": "https://x.com/ElevenLabs/status/2115867078964187368", "author": "@ElevenLabs", "followers": 209543, "date": "2026-10-29", "likes": 522, "bookmarks": 294, "views": 1034403}, {"url": "https://x.com/aiwithsally/status/2116159111075410332", "author": "@aiwithsally", "followers": 244526, "date": "2026-10-30", "likes": 149, "bookmarks": 0, "views": 6601}, {"url": "https://x.com/shahzada15858/status/2117163760531988585", "author": "@shahzada15858", "followers": 7988, "date": "2026-11-02", "likes": 49, "bookmarks": 8, "views": 15078}, {"url": "https://x.com/itxsarmadd/status/2117265116941140296", "author": "@itxsarmadd", "followers": 4264, "date": "2026-11-02", "likes": 156, "bookmarks": 1, "views": 113148}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 151, "type": "tool", "value": 3, "advice": "Inworld Realtime TTS-2 takes natural-language voice direction instead of emotion-tag presets and keeps one voice identity across 100+ languages.", "quote": "It takes natural-language voice direction the way developers prompt an LLM.", "flags": ["promo"], "proof_score": 1489, "source": {"url": "https://x.com/inworld/status/2051700849853039017", "author": "@inworld", "followers": 12743, "date": "2026-05-05", "likes": 775, "bookmarks": 773, "views": 328096}, "also": [{"url": "https://x.com/inworld/status/2051699438201282992", "author": "@inworld", "followers": 12743, "date": "2026-05-05", "likes": 775, "bookmarks": 773, "views": 328096}, {"url": "https://x.com/testingcatalog/status/2051705563403198511", "author": "@testingcatalog", "followers": 83060, "date": "2026-05-05", "likes": 165, "bookmarks": 63, "views": 17059}, {"url": "https://x.com/inworld/status/2115866740705935621", "author": "@inworld", "followers": 12743, "date": "2026-10-29", "likes": 171, "bookmarks": 135, "views": 9816}, {"url": "https://x.com/inworld/status/2051700852017274914", "author": "@inworld", "followers": 12743, "date": "2026-05-05", "likes": 775, "bookmarks": 773, "views": 328096}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 152, "type": "check", "value": 2, "advice": "If a TTS writes its own delivery direction, inspect the returned direction; your own instructions and inline tags take precedence.", "quote": "The generated direction comes back in the API response, so you can inspect it. Your own instructions and inline tags always take precedence.", "flags": ["promo"], "proof_score": 230, "source": {"url": "https://x.com/inworld/status/2115866740705935621", "author": "@inworld", "followers": 12743, "date": "2026-10-29", "likes": 171, "bookmarks": 135, "views": 9816}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 153, "type": "data_stream", "value": 3, "advice": "Pick a TTS model with the Artificial Analysis Speech Arenas and Pronunciation Robustness benchmark; Fish Audio Drama 3 ranks #1 among open weights.", "quote": "Fish Audio Drama 3 is the #1 open weights model on both Artificial Analysis Speech Arenas, and #1 of all models on Pronunciation Robustness", "flags": [], "proof_score": 255, "source": {"url": "https://x.com/ArtificialAnlys/status/2115820963350929580", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-29", "likes": 230, "bookmarks": 107, "views": 32732}, "also": [{"url": "https://x.com/ArtificialAnlys/status/2115820966106517795", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-29", "likes": 230, "bookmarks": 107, "views": 32732}, {"url": "https://x.com/heyshrutimishra/status/2110075520876794281", "author": "@heyshrutimishra", "followers": 182989, "date": "2026-10-13", "likes": 129, "bookmarks": 15, "views": 5265}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 154, "type": "technique", "value": 3, "advice": "Compare TTS engines on the same script with the same direction tags before choosing one.", "quote": "Same script. Same direction tags.", "flags": ["promo"], "proof_score": 479, "source": {"url": "https://x.com/FishAudio/status/2087578348319117605", "author": "@FishAudio", "followers": 36172, "date": "2026-08-12", "likes": 366, "bookmarks": 260, "views": 35858}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 155, "type": "data_stream", "value": 3, "advice": "Use Artificial Analysis AA-Video-I2V (with audio vs. silent) to choose an image-to-video model with native sound by quality and price.", "quote": "With audio, the only models ranked above it, Dreamina Seedance 2.0 and Seedance 2.5, cost about 5x and 7x more.", "flags": [], "proof_score": 137, "source": {"url": "https://x.com/ArtificialAnlys/status/2115483565567910339", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-28", "likes": 176, "bookmarks": 25, "views": 23994}, "also": [{"url": "https://x.com/ArtificialAnlys/status/2115483562921304316", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-28", "likes": 176, "bookmarks": 25, "views": 23994}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 156, "type": "warning", "value": 3, "advice": "Check Suno's current terms before using its songs commercially; a long-time user reports capped downloads and commercial use locked behind a new credit system.", "quote": "Today they cap how many songs we can take off the platform, lock commercial use behind a new credit system and start killing the models we actually used.", "flags": [], "proof_score": 238, "source": {"url": "https://x.com/Kazi5isAlive/status/2095685393744032232", "author": "@Kazi5isAlive", "followers": 9761, "date": "2026-09-04", "likes": 233, "bookmarks": 41, "views": 80728}, "also": [{"url": "https://x.com/ridark_eth/status/2066875319332565142", "author": "@ridark_eth", "followers": 15539, "date": "2026-06-16", "likes": 155, "bookmarks": 283, "views": 26095}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 157, "type": "technique", "value": 3, "advice": "Have the skill write a delivery direction alongside every dialogue line, and keep the character's voice locked clip to clip.", "quote": "Skill writes every scene prompt, dialogue line, and delivery direction", "flags": ["promo"], "proof_score": 1050, "source": {"url": "https://x.com/mikefutia/status/2053866141064548396", "author": "@mikefutia", "followers": 78147, "date": "2026-05-11", "likes": 744, "bookmarks": 636, "views": 42360}, "also": [], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 158, "type": "check", "value": 4, "advice": "Check generated dialogue against the script: off-sounding lines and words that weren't in the script break immersion fastest.", "quote": "Nothing pulls me out of an AI video faster than dialogue that sounds off or words that weren’t in the script.", "flags": [], "proof_score": 57, "source": {"url": "https://x.com/MrOnsase/status/2114045312805306555", "author": "@MrOnsase", "followers": 63446, "date": "2026-10-24", "likes": 63, "bookmarks": 1, "views": 24452}, "also": [{"url": "https://x.com/second_bassoon/status/2117365915385839995", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, {"url": "https://x.com/ZssBecker/status/2113497202702115226", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 159, "type": "tool", "value": 3, "advice": "Ask an audio-question API (Hume Audio Decision) about raw audio, e.g. whether the AI voice sounds natural or two people speak at once.", "quote": "Does the AI voice sound natural?", "flags": [], "proof_score": 25, "source": {"url": "https://x.com/Goura_vk/status/2117442543520739593", "author": "@Goura_vk", "followers": 2044, "date": "2026-11-03", "likes": 43, "bookmarks": 2, "views": 1039}, "also": [{"url": "https://x.com/AbhinavXJ/status/2117297540106522692", "author": "@AbhinavXJ", "followers": 16311, "date": "2026-11-02", "likes": 25, "bookmarks": 5, "views": 1632}], "top10_rank": null, "top3": false}
{"step": "04", "step_name": "Sound and voice", "n": 160, "type": "technique", "value": 3, "advice": "Consider a wordless film told through faces and body language; zero-dialogue formats work in any language.", "quote": "A mermaid. A castaway. A love story with zero words.", "flags": ["suspect_engagement"], "proof_score": 21652, "source": {"url": "https://x.com/Adnan_Ai2/status/2114907946635407578", "author": "@Adnan_Ai2", "followers": 9190, "date": "2026-10-27", "likes": 20812, "bookmarks": 6947, "views": 4299185}, "also": [{"url": "https://x.com/Adnan_Ai2/status/2114907956089381341", "author": "@Adnan_Ai2", "followers": 9190, "date": "2026-10-27", "likes": 39, "bookmarks": 54, "views": 17451}, {"url": "https://varg.ai/how-to/prompts/x-2091385137133219971", "card": "A cat films its own day: 60 s selfie vlog, no words", "kind": "prompt", "publisher": "ZaraIrahh", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 1, "type": "technique", "value": 5, "advice": "Draw a full-body turnaround (front, 3/4, side, back) of the exact same character at matching scale, with identical face, hair, proportions, costume, colours and accessories.", "quote": "FULL-BODY TURNAROUND — front, 3/4, side, and back views of the exact same character at matching scale, with identical facial features, hairstyle, body proportions, costume, colors, and accessories.", "flags": [], "proof_score": 8290, "source": {"url": "https://x.com/OlatundeAI/status/2090374807753728011", "author": "@OlatundeAI", "followers": 6183, "date": "2026-08-20", "likes": 3323, "bookmarks": 6292, "views": 336821}, "also": [{"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}, {"url": "https://x.com/simonecanciello/status/2111099437065855376", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-16", "likes": 1661, "bookmarks": 2623, "views": 134172}, {"url": "https://varg.ai/how-to/prompts/x-2113223607539368049", "card": "Picture-book watercolor character sheet for any animal", "kind": "prompt", "publisher": "azed_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/lumenx-novel-to-motion-comic", "card": "Turn Novel Text into a Voiced AI Motion Comic", "kind": "skill", "publisher": "alibaba", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/alibaba/lumenx", "license": null}, {"url": "https://x.com/AIStackLabX/status/2108920070286311526", "author": "@AIStackLabX", "followers": 71049, "date": "2026-10-10", "likes": 374, "bookmarks": 208, "views": 117428}, {"url": "https://x.com/MissDelulu9/status/2076276747038060849", "author": "@MissDelulu9", "followers": 14729, "date": "2026-07-12", "likes": 205, "bookmarks": 135, "views": 8855}, {"url": "https://x.com/meAsifAi/status/2099828931889144192", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-15", "likes": 285, "bookmarks": 306, "views": 11917}], "top10_rank": 1, "top3": true}
{"step": "05", "step_name": "Characters, props, details", "n": 2, "type": "prompt", "value": 5, "advice": "Generate a six-view turnaround from a reference photo (full body front, side, back plus close-up front, side, back), keeping 100% of face, hair, body and clothing.", "quote": "Character turnaround sheet of the person from the reference photo, six views: full body front, side and back + close-up front, side and back.", "flags": [], "proof_score": 5524, "source": {"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}, "also": [{"url": "https://x.com/simonecanciello/status/2111099437065855376", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-16", "likes": 1661, "bookmarks": 2623, "views": 134172}, {"url": "https://x.com/simonecanciello/status/2105674718346871149", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-01", "likes": 1111, "bookmarks": 1771, "views": 231170}, {"url": "https://x.com/simonecanciello/status/2105317517665194490", "author": "@simonecanciello", "followers": 28414, "date": "2026-09-30", "likes": 13500, "bookmarks": 14254, "views": 6043848}, {"url": "https://x.com/traqscales/status/2117075312865317061", "author": "@traqscales", "followers": 426, "date": "2026-11-02", "likes": 63, "bookmarks": 84, "views": 3439}, {"url": "https://x.com/sairahul1/status/2107114837872664744", "author": "@sairahul1", "followers": 149706, "date": "2026-10-05", "likes": 1141, "bookmarks": 1704, "views": 118797}, {"url": "https://x.com/urstruly_ISMART/status/2116099675417952643", "author": "@urstruly_ISMART", "followers": 531, "date": "2026-10-30", "likes": 239, "bookmarks": 476, "views": 11956}, {"url": "https://x.com/enzoxmotion/status/2105942592936419646", "author": "@enzoxmotion", "followers": 1031, "date": "2026-10-02", "likes": 525, "bookmarks": 766, "views": 83786}], "top10_rank": 10, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 3, "type": "technique", "value": 3, "advice": "Attach two or three photos of the character when you generate the turnaround sheet.", "quote": "attach 2–3 pics of your character.", "flags": [], "proof_score": 3588, "source": {"url": "https://x.com/simonecanciello/status/2111099437065855376", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-16", "likes": 1661, "bookmarks": 2623, "views": 134172}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 4, "type": "technique", "value": 4, "advice": "Open the sheet with a character profile: name, role, approximate age, height, body type, personality, distinctive traits and signature colours.", "quote": "CHARACTER PROFILE — name, role, approximate age, height, body type, personality, distinctive traits, and signature colors.", "flags": [], "proof_score": 8290, "source": {"url": "https://x.com/OlatundeAI/status/2090374807753728011", "author": "@OlatundeAI", "followers": 6183, "date": "2026-08-20", "likes": 3323, "bookmarks": 6292, "views": 336821}, "also": [{"url": "https://x.com/JunJun0321A/status/2113150640784593051", "author": "@JunJun0321A", "followers": 5096, "date": "2026-10-22", "likes": 676, "bookmarks": 541, "views": 34250}, {"url": "https://varg.ai/how-to/prompts/x-2079560820904861968", "card": "RPG character sheet first, then one epic animated shot", "kind": "prompt", "publisher": "Mayz1169", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/beginnersblog1/status/2051641323908903411", "author": "@beginnersblog1", "followers": 29874, "date": "2026-05-05", "likes": 1202, "bookmarks": 1895, "views": 68276}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 5, "type": "technique", "value": 4, "advice": "Add front, profile and 3/4 head-and-shoulder close-ups that show facial structure, skin tone, makeup, scars, tattoos and other defining features.", "quote": "FACE AND IDENTITY DETAILS — front, profile, and 3/4 head-and-shoulder close-ups showing facial structure, eyes, eyebrows, nose, lips, hairstyle, skin tone, makeup, scars, tattoos, and other defining features.", "flags": [], "proof_score": 8290, "source": {"url": "https://x.com/OlatundeAI/status/2090374807753728011", "author": "@OlatundeAI", "followers": 6183, "date": "2026-08-20", "likes": 3323, "bookmarks": 6292, "views": 336821}, "also": [{"url": "https://x.com/meAsifAi/status/2115510940385042667", "author": "@meAsifAi", "followers": 4494, "date": "2026-10-28", "likes": 39, "bookmarks": 39, "views": 1823}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 6, "type": "technique", "value": 4, "advice": "Add an expression sheet (neutral, happy, angry, sad, surprised, worried, confident, determined) that keeps the exact same facial structure in every expression.", "quote": "EXPRESSION SHEET — neutral, happy, angry, sad, surprised, worried, confident, and determined expressions.", "flags": [], "proof_score": 8290, "source": {"url": "https://x.com/OlatundeAI/status/2090374807753728011", "author": "@OlatundeAI", "followers": 6183, "date": "2026-08-20", "likes": 3323, "bookmarks": 6292, "views": 336821}, "also": [{"url": "https://x.com/JunJun0321A/status/2113150640784593051", "author": "@JunJun0321A", "followers": 5096, "date": "2026-10-22", "likes": 676, "bookmarks": 541, "views": 34250}, {"url": "https://varg.ai/how-to/styles/trending", "card": "Chibi sticker pack", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/inference-sh-character-design-sheet", "card": "Character Design Sheet", "kind": "skill", "publisher": "inference.sh", "installs": 11, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/guides/design/character-design-sheet", "license": "MIT"}, {"url": "https://x.com/jh3yy/status/2099480006686659031", "author": "@jh3yy", "followers": 148291, "date": "2026-09-14", "likes": 1192, "bookmarks": 1329, "views": 116582}, {"url": "https://x.com/meAsifAi/status/2099828931889144192", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-15", "likes": 285, "bookmarks": 306, "views": 11917}, {"url": "https://x.com/MissDelulu9/status/2076276747038060849", "author": "@MissDelulu9", "followers": 14729, "date": "2026-07-12", "likes": 205, "bookmarks": 135, "views": 8855}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 7, "type": "technique", "value": 5, "advice": "Keep the full board as the design lock, but feed the video model only 2–3 cropped panels (hero portrait, front full-body, sometimes 3/4) as separate clean references.", "quote": "For actual video generation I crop out just 2–3 panels from it: the hero portrait + front full-body (sometimes 3/4), each as a separate clean reference.", "flags": [], "proof_score": 4471, "source": {"url": "https://x.com/meAsifAi/status/2098429368053960936", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}, "also": [{"url": "https://x.com/meAsifAi/status/2097949170594193427", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}, {"url": "https://varg.ai/how-to/prompts/x-2097949170594193427", "card": "Studio model sheet: turnaround, expressions, poses, palette", "kind": "prompt", "publisher": "meAsifAi", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/meAsifAi/status/2098364205980356955", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}], "top10_rank": 2, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 8, "type": "warning", "value": 5, "advice": "Do not leave a small face inside the full-body views; video models lock onto that tiny blurry face and the character drifts mid-generation.", "quote": "When a character sheet has a small face inside the full-body shot, AI video models lock onto that tiny blurry face — and your character drifts mid-generation.", "flags": [], "proof_score": 1589, "source": {"url": "https://x.com/meAsifAi/status/2092365498134696162", "author": "@meAsifAi", "followers": 4494, "date": "2026-08-25", "likes": 724, "bookmarks": 1191, "views": 35711}, "also": [{"url": "https://x.com/meAsifAi/status/2098429368053960936", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}], "top10_rank": 4, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 9, "type": "technique", "value": 4, "advice": "Remove the face from the full-body front view so the macro close-up is the only face the model learns from; use the back view for hair and garment cut.", "quote": "This prompt removes the face from the full-body view completely and gives the model only ONE face to learn from: the big macro close-up.", "flags": [], "proof_score": 1589, "source": {"url": "https://x.com/meAsifAi/status/2092365498134696162", "author": "@meAsifAi", "followers": 4494, "date": "2026-08-25", "likes": 724, "bookmarks": 1191, "views": 35711}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 10, "type": "prompt", "value": 4, "advice": "Build a three-panel 16:9 sheet: full-body front and back at identical scale on the left, one large head-and-shoulders portrait on the right, one neutral mid-grey backdrop.", "quote": "Create a three-panel character reference sheet of the woman in @image1 in a single wide 16:9 image.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2113582628024566084", "card": "Two-character café dramedy built from four reference maps", "kind": "prompt", "publisher": "ivanka_humeniuk", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/meAsifAi/status/2092365498134696162", "author": "@meAsifAi", "followers": 4494, "date": "2026-08-25", "likes": 724, "bookmarks": 1191, "views": 35711}, {"url": "https://varg.ai/how-to/skills/crow-line-seedance-action-film", "card": "Keep One Character Consistent Across Seedance 2.5 Action Shots", "kind": "skill", "publisher": "nigo-studio", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/nigo-studio/ai-film-skills/tree/main/.claude/skills", "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 11, "type": "rule", "value": 5, "advice": "Make a separate character sheet for every look the character wears: a face close-up plus full-body front and back on plain grey.", "quote": "Make a character sheet for every look. A face close-up and two full-body views, front and back, on plain grey.", "flags": [], "proof_score": 57, "source": {"url": "https://x.com/diamai_/status/2115372779570704540", "author": "@diamai_", "followers": 1065, "date": "2026-10-28", "likes": 49, "bookmarks": 31, "views": 1008}, "also": [{"url": "https://x.com/sophiaparkerr_/status/2116891573799764118", "author": "@sophiaparkerr_", "followers": 31991, "date": "2026-11-01", "likes": 193, "bookmarks": 19, "views": 26358}, {"url": "https://x.com/ayzalnooor24521/status/2116029909667827737", "author": "@ayzalnooor24521", "followers": 13257, "date": "2026-10-30", "likes": 229, "bookmarks": 15, "views": 21343}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 12, "type": "check", "value": 5, "advice": "Put the character into each location as a still keyframe first; if that frame looks off, the animated clip will too, so fix it before animating.", "quote": "Put the character into each location as a keyframe first. If that frame looks off, the animated clip will too", "flags": [], "proof_score": 57, "source": {"url": "https://x.com/diamai_/status/2115372779570704540", "author": "@diamai_", "followers": 1065, "date": "2026-10-28", "likes": 49, "bookmarks": 31, "views": 1008}, "also": [{"url": "https://x.com/UchegbuPeaceM/status/2115823601098051691", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-29", "likes": 34, "bookmarks": 31, "views": 1411}, {"url": "https://varg.ai/how-to/skills/varg-consistent-characters", "card": "Consistent Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-consistent-characters", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 13, "type": "rule", "value": 5, "advice": "Lock the character first with one clean character sheet and reference it in every generation; this is what stops the drift.", "quote": "Lock your character first. One clean character sheet. Reference it in every generation. This is what stops the drift.", "flags": [], "proof_score": 3035, "source": {"url": "https://x.com/_VVSVS/status/2090813096310784160", "author": "@_VVSVS", "followers": 11479, "date": "2026-08-21", "likes": 1846, "bookmarks": 1893, "views": 219199}, "also": [{"url": "https://x.com/ArchiveExplorer/status/2104244128238141554", "author": "@ArchiveExplorer", "followers": 13590, "date": "2026-09-27", "likes": 750, "bookmarks": 1501, "views": 78187}, {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, {"url": "https://varg.ai/how-to/skills/dlazy-image-storyboard", "card": "dLazy Image Storyboard", "kind": "skill", "publisher": "dlazyai", "installs": 69, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-image-storyboard", "license": "unknown"}, {"url": "https://varg.ai/how-to/prompts/x-2109993586951663626", "card": "Character sheet first, then a 30 s 3D animal heist comedy", "kind": "prompt", "publisher": "HeyAbhishek", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 592, "views": 39500}, "repo": null, "license": null}, {"url": "https://x.com/NexlowX/status/2094494202587398616", "author": "@NexlowX", "followers": 1536, "date": "2026-08-31", "likes": 691, "bookmarks": 868, "views": 120534}, {"url": "https://x.com/gabrielbuzziv/status/2116507362483683386", "author": "@gabrielbuzziv", "followers": 15131, "date": "2026-10-31", "likes": 1764, "bookmarks": 2961, "views": 77810}, {"url": "https://x.com/0xAI42exe/status/2115417799350698364", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-28", "likes": 301, "bookmarks": 324, "views": 114196}], "top10_rank": 3, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 14, "type": "technique", "value": 4, "advice": "On day zero, fix the look in words (e.g. grey tee, dark joggers, lime wristbands), make the concept image, then the character sheet, before any motion.", "quote": "Day 0: Lock the character. Grey tee, dark joggers, lime wristbands. GPT-Image-2 for the concept, Nano Banana Pro for the character sheet.", "flags": [], "proof_score": 1954, "source": {"url": "https://x.com/ArchiveExplorer/status/2104244128238141554", "author": "@ArchiveExplorer", "followers": 13590, "date": "2026-09-27", "likes": 750, "bookmarks": 1501, "views": 78187}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 15, "type": "technique", "value": 4, "advice": "For a transformation, show both states of one character on one reference and say it is two states of the same person, not two characters.", "quote": "The supplied reference image shows TWO STATES OF THE SAME ADULT WOMAN, not two characters.", "flags": [], "proof_score": 41, "source": {"url": "https://x.com/Mavern_0x/status/2117403866194903400", "author": "@Mavern_0x", "followers": 3413, "date": "2026-11-02", "likes": 48, "bookmarks": 14, "views": 2662}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 16, "type": "warning", "value": 5, "advice": "Tell the model never to reproduce the reference sheet's side-by-side layout and never to create a second copy of the character.", "quote": "Never reproduce the reference's side-by-side layout. Never create a second woman, an autonomous robot, a standing empty suit or a duplicate during transformation.", "flags": [], "proof_score": 41, "source": {"url": "https://x.com/Mavern_0x/status/2117403866194903400", "author": "@Mavern_0x", "followers": 3413, "date": "2026-11-02", "likes": 48, "bookmarks": 14, "views": 2662}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 17, "type": "technique", "value": 5, "advice": "Scope each reference to what it defines (face, hair, wardrobe only) and forbid copying the sheet's grey backdrop, standing pose and flat studio lighting.", "quote": "chunky black boots. Do not copy the grey studio backdrop, the standing pose,", "flags": [], "proof_score": 150, "source": {"url": "https://x.com/AiwithBloodline/status/2115841225106604469", "author": "@AiwithBloodline", "followers": 7256, "date": "2026-10-29", "likes": 128, "bookmarks": 80, "views": 5892}, "also": [{"url": "https://x.com/0xROAS/status/2104994366804857003", "author": "@0xROAS", "followers": 59661, "date": "2026-09-29", "likes": 968, "bookmarks": 1531, "views": 80469}, {"url": "https://x.com/ZentrixHQ/status/2116844865279451613", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-01", "likes": 750, "bookmarks": 341, "views": 204185}, {"url": "https://x.com/oggii_0/status/2095410797837226221", "author": "@oggii_0", "followers": 18349, "date": "2026-09-03", "likes": 167, "bookmarks": 83, "views": 19342}, {"url": "https://x.com/IamEmily2050/status/2103173656356749367", "author": "@IamEmily2050", "followers": 49235, "date": "2026-09-24", "likes": 210, "bookmarks": 191, "views": 9353}], "top10_rank": 8, "top3": true}
{"step": "05", "step_name": "Characters, props, details", "n": 18, "type": "technique", "value": 4, "advice": "Give every reference image an explicit role: whose identity and wardrobe it defines, and which image defines location layout and lighting.", "quote": "@ Image1: identity, face, hair and wardrobe of the HEROINE.", "flags": [], "proof_score": 150, "source": {"url": "https://x.com/iamsofiaijaz/status/2115406342802506033", "author": "@iamsofiaijaz", "followers": 15879, "date": "2026-10-28", "likes": 136, "bookmarks": 76, "views": 6157}, "also": [{"url": "https://x.com/ZentrixHQ/status/2116537788803809748", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-10-31", "likes": 84, "bookmarks": 80, "views": 12760}, {"url": "https://x.com/abulu8/status/2116476626917847495", "author": "@abulu8", "followers": 5176, "date": "2026-10-31", "likes": 155, "bookmarks": 49, "views": 58443}, {"url": "https://varg.ai/how-to/prompts/x-2095902585194475945", "card": "Fictional energy-drink brand built from one brand skill", "kind": "prompt", "publisher": "AmirMushich", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/mrdejie/status/2085996752809927146", "author": "@mrdejie", "followers": 10252, "date": "2026-08-08", "likes": 550, "bookmarks": 235, "views": 200926}, {"url": "https://x.com/oggii_0/status/2095410797837226221", "author": "@oggii_0", "followers": 18349, "date": "2026-09-03", "likes": 167, "bookmarks": 83, "views": 19342}, {"url": "https://x.com/Xaroon_x/status/2116043962465079357", "author": "@Xaroon_x", "followers": 10402, "date": "2026-10-30", "likes": 408, "bookmarks": 9, "views": 32717}, {"url": "https://x.com/tokyo_Valentine/status/2115783746083602528", "author": "@tokyo_Valentine", "followers": 11032, "date": "2026-10-29", "likes": 21, "bookmarks": 28, "views": 1128}, {"url": "https://x.com/abulu8/status/2116999082413904166", "author": "@abulu8", "followers": 5176, "date": "2026-11-01", "likes": 147, "bookmarks": 39, "views": 14928}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 19, "type": "technique", "value": 4, "advice": "When swapping several people, map each photo to a named role and position, and treat it as the authority for that person's complete appearance down to footwear and jewellery.", "quote": "Use each photo as the authoritative reference for the character’s COMPLETE appearance: face, hairstyle, hair color, body proportions, clothing, footwear", "flags": [], "proof_score": 135, "source": {"url": "https://x.com/ZentrixHQ/status/2116537788803809748", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-10-31", "likes": 84, "bookmarks": 80, "views": 12760}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 20, "type": "rule", "value": 5, "advice": "Tell the model not to redesign, beautify, simplify, age, de-age or reinterpret the character.", "quote": "Do not redesign, beautify, simplify, age, de-age, or reinterpret the character.", "flags": [], "proof_score": 4471, "source": {"url": "https://x.com/meAsifAi/status/2097949170594193427", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}, "also": [{"url": "https://x.com/meAsifAi/status/2098345090573873640", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-11", "likes": 1666, "bookmarks": 2963, "views": 90219}, {"url": "https://x.com/AIwithNatalia/status/2116887713563787586", "author": "@AIwithNatalia", "followers": 12525, "date": "2026-11-01", "likes": 212, "bookmarks": 25, "views": 24404}, {"url": "https://x.com/sophiaparkerr_/status/2116891573799764118", "author": "@sophiaparkerr_", "followers": 31991, "date": "2026-11-01", "likes": 193, "bookmarks": 19, "views": 26358}, {"url": "https://x.com/meAsifAi/status/2098383557521469783", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-11", "likes": 294, "bookmarks": 376, "views": 13592}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 21, "type": "rule", "value": 4, "advice": "Declare the uploaded reference the only source of the character's identity and ask for the exact same person throughout the sheet.", "quote": "Create a professional, ultra-photorealistic CHARACTER CONSISTENCY SHEET using the uploaded reference image as the ONLY source for the character's identity.", "flags": [], "proof_score": 3886, "source": {"url": "https://x.com/meAsifAi/status/2098345090573873640", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-11", "likes": 1666, "bookmarks": 2963, "views": 90219}, "also": [{"url": "https://x.com/meAsifAi/status/2097949170594193427", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}, {"url": "https://x.com/meAsifAi/status/2115510940385042667", "author": "@meAsifAi", "followers": 4494, "date": "2026-10-28", "likes": 39, "bookmarks": 39, "views": 1823}, {"url": "https://x.com/mrdejie/status/2085996752809927146", "author": "@mrdejie", "followers": 10252, "date": "2026-08-08", "likes": 550, "bookmarks": 235, "views": 200926}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 22, "type": "technique", "value": 4, "advice": "Before drawing the sheet, have the model analyse and lock facial construction, head-to-body ratio, limb length, silhouette, hair volume, costume construction and accessory placement.", "quote": "Before constructing the sheet, internally analyze and lock the character's:", "flags": [], "proof_score": 4471, "source": {"url": "https://x.com/meAsifAi/status/2097949170594193427", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}, "also": [{"url": "https://x.com/meAsifAi/status/2098383557521469783", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-11", "likes": 294, "bookmarks": 376, "views": 13592}, {"url": "https://x.com/EvaGlitchAI/status/2052519111671136630", "author": "@EvaGlitchAI", "followers": 2593, "date": "2026-05-07", "likes": 174, "bookmarks": 41, "views": 18613}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 23, "type": "technique", "value": 3, "advice": "List the features to preserve one by one: eye shape and iris colour, brows, nose, lips, jawline, skin texture, hairline, exact hair colour, length and texture.", "quote": "exact hair color, length, texture and hairstyle", "flags": [], "proof_score": 3886, "source": {"url": "https://x.com/meAsifAi/status/2098345090573873640", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-11", "likes": 1666, "bookmarks": 2963, "views": 90219}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 24, "type": "prompt", "value": 5, "advice": "Open every video prompt with a CHARACTER CONSISTENCY block that names the reference as the exact visual identity and ends with 'Do not redesign her.'", "quote": "CHARACTER CONSISTENCY: Use the provided Natalia character reference as the exact visual identity.", "flags": [], "proof_score": 155, "source": {"url": "https://x.com/AIwithNatalia/status/2116887713563787586", "author": "@AIwithNatalia", "followers": 12525, "date": "2026-11-01", "likes": 212, "bookmarks": 25, "views": 24404}, "also": [{"url": "https://x.com/ChillaiKalan__/status/2116775135067689114", "author": "@ChillaiKalan__", "followers": 16607, "date": "2026-11-01", "likes": 101, "bookmarks": 40, "views": 12937}, {"url": "https://x.com/Just_sharon7/status/2117211388980437393", "author": "@Just_sharon7", "followers": 48986, "date": "2026-11-02", "likes": 381, "bookmarks": 17, "views": 26894}, {"url": "https://x.com/sophiaparkerr_/status/2116891573799764118", "author": "@sophiaparkerr_", "followers": 31991, "date": "2026-11-01", "likes": 193, "bookmarks": 19, "views": 26358}, {"url": "https://x.com/QAiStudio/status/2117256134616818159", "author": "@QAiStudio", "followers": 8766, "date": "2026-11-02", "likes": 161, "bookmarks": 11, "views": 56100}, {"url": "https://x.com/doctorwasif/status/2117239135169908817", "author": "@doctorwasif", "followers": 13298, "date": "2026-11-02", "likes": 213, "bookmarks": 23, "views": 24694}, {"url": "https://x.com/AIwithSynthia/status/2116740536971452549", "author": "@AIwithSynthia", "followers": 17784, "date": "2026-11-01", "likes": 163, "bookmarks": 68, "views": 23894}, {"url": "https://x.com/Israa_Ali2077/status/2117286613739032729", "author": "@Israa_Ali2077", "followers": 1556, "date": "2026-11-02", "likes": 169, "bookmarks": 181, "views": 7466}, {"url": "https://x.com/soulful__ai/status/2116805070599880923", "author": "@soulful__ai", "followers": 8080, "date": "2026-11-01", "likes": 270, "bookmarks": 10, "views": 20564}, {"url": "https://x.com/BubbleBrain/status/2083659648108990925", "author": "@BubbleBrain", "followers": 13783, "date": "2026-08-01", "likes": 928, "bookmarks": 994, "views": 376468}, {"url": "https://x.com/underwoodxie96/status/2087471594545541312", "author": "@underwoodxie96", "followers": 44637, "date": "2026-08-12", "likes": 859, "bookmarks": 1035, "views": 124427}, {"url": "https://x.com/doctorwasif/status/2117126965291598243", "author": "@doctorwasif", "followers": 13298, "date": "2026-11-02", "likes": 208, "bookmarks": 25, "views": 46105}, {"url": "https://x.com/sandmrk/status/2116859571301941453", "author": "@sandmrk", "followers": 10218, "date": "2026-11-01", "likes": 43, "bookmarks": 18, "views": 2378}, {"url": "https://x.com/Xaroon_x/status/2116043962465079357", "author": "@Xaroon_x", "followers": 10402, "date": "2026-10-30", "likes": 408, "bookmarks": 9, "views": 32717}, {"url": "https://x.com/ZentrixHQ/status/2117560982339744095", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-03", "likes": 54, "bookmarks": 18, "views": 2656}, {"url": "https://x.com/EvaGlitchAI/status/2059417819666841752", "author": "@EvaGlitchAI", "followers": 2593, "date": "2026-05-26", "likes": 176, "bookmarks": 36, "views": 20294}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 25, "type": "technique", "value": 4, "advice": "Name the character's signature accessories (a watch, a sword) inside the consistency line so they stay with the face, outfit and proportions.", "quote": "Keep his face, identity, body proportions, hairstyle, clothing, watch, and overall appearance completely consistent from beginning to end.", "flags": [], "proof_score": 19923, "source": {"url": "https://x.com/Sheldon056/status/2091396663718117706", "author": "@Sheldon056", "followers": 13980, "date": "2026-08-23", "likes": 7040, "bookmarks": 11051, "views": 5352182}, "also": [{"url": "https://x.com/AIwithNatalia/status/2116887713563787586", "author": "@AIwithNatalia", "followers": 12525, "date": "2026-11-01", "likes": 212, "bookmarks": 25, "views": 24404}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 26, "type": "technique", "value": 3, "advice": "Keep identity fixed but state how the character's expression evolves across the clip.", "quote": "Expression evolves from terrified to desperate, determined, then shaken relief.", "flags": [], "proof_score": 148, "source": {"url": "https://x.com/QAiStudio/status/2117256134616818159", "author": "@QAiStudio", "followers": 8766, "date": "2026-11-02", "likes": 161, "bookmarks": 11, "views": 56100}, "also": [{"url": "https://x.com/doctorwasif/status/2117239135169908817", "author": "@doctorwasif", "followers": 13298, "date": "2026-11-02", "likes": 213, "bookmarks": 23, "views": 24694}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 27, "type": "technique", "value": 4, "advice": "Give each secondary character one build and one garment that sets them apart, and state the exact head count so no extra or cloned figures appear.", "quote": "All three must remain individually recognizable. No fourth attacker", "flags": [], "proof_score": 103, "source": {"url": "https://x.com/ChillaiKalan__/status/2116775135067689114", "author": "@ChillaiKalan__", "followers": 16607, "date": "2026-11-01", "likes": 101, "bookmarks": 40, "views": 12937}, "also": [{"url": "https://x.com/Ciri_ai/status/2117143506443784677", "author": "@Ciri_ai", "followers": 11908, "date": "2026-11-02", "likes": 233, "bookmarks": 31, "views": 30457}, {"url": "https://x.com/Xaroon_x/status/2116043962465079357", "author": "@Xaroon_x", "followers": 10402, "date": "2026-10-30", "likes": 408, "bookmarks": 9, "views": 32717}, {"url": "https://x.com/sandmrk/status/2116859571301941453", "author": "@sandmrk", "followers": 10218, "date": "2026-11-01", "likes": 43, "bookmarks": 18, "views": 2378}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 28, "type": "technique", "value": 4, "advice": "List immutable character facts with numbers, such as build and exact height, so scale holds across shots.", "quote": "Immutable character facts: Image1 is a heavyset adult man, 173 cm tall", "flags": [], "proof_score": 127, "source": {"url": "https://x.com/abulu8/status/2116999082413904166", "author": "@abulu8", "followers": 5176, "date": "2026-11-01", "likes": 147, "bookmarks": 39, "views": 14928}, "also": [{"url": "https://x.com/abulu8/status/2117045784709652555", "author": "@abulu8", "followers": 5176, "date": "2026-11-02", "likes": 129, "bookmarks": 53, "views": 31251}, {"url": "https://x.com/0xAI42exe/status/2115056920658846171", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-27", "likes": 41, "bookmarks": 46, "views": 16207}, {"url": "https://x.com/0xAI42exe/status/2116141568105074864", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-30", "likes": 42, "bookmarks": 40, "views": 18171}, {"url": "https://x.com/0xAI42exe/status/2115417799350698364", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-28", "likes": 301, "bookmarks": 324, "views": 114196}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 29, "type": "warning", "value": 4, "advice": "When swapping a character into a motion video, take body shape and scale only from the character image, never from the video.", "quote": "take BODY SHAPE AND SCALE ONLY from @Image1, never from the video.", "flags": [], "proof_score": 149, "source": {"url": "https://x.com/abulu8/status/2117045784709652555", "author": "@abulu8", "followers": 5176, "date": "2026-11-02", "likes": 129, "bookmarks": 53, "views": 31251}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 30, "type": "rule", "value": 3, "advice": "Keep lock instructions clear and specific and make sure they do not contradict one another; an unnecessarily long prompt is not needed.", "quote": "You need clear, specific instructions that don’t contradict one another.", "flags": [], "proof_score": 455, "source": {"url": "https://x.com/UchegbuPeaceM/status/2116447416190746624", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 31, "type": "rule", "value": 5, "advice": "Don't rely on text alone for consistency; prepare reference images of the face and hairstyle, the complete outfit, important objects and the environment.", "quote": "If you want consistent characters, don’t rely on text descriptions alone.", "flags": [], "proof_score": 455, "source": {"url": "https://x.com/UchegbuPeaceM/status/2116447409505022268", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}, "also": [{"url": "https://x.com/UchegbuPeaceM/status/2115823601098051691", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-29", "likes": 34, "bookmarks": 31, "views": 1411}, {"url": "https://x.com/beginnersblog1/status/2051645376143524289", "author": "@beginnersblog1", "followers": 29874, "date": "2026-05-05", "likes": 1202, "bookmarks": 1895, "views": 68276}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 32, "type": "rule", "value": 4, "advice": "Lock one look (face plus signature items) and keep it identical on every swap.", "quote": "lock one look (face, horns, chain) and keep it identical on every swap", "flags": [], "proof_score": 991, "source": {"url": "https://x.com/denogrowth/status/2117401595612700860", "author": "@denogrowth", "followers": 2841, "date": "2026-11-02", "likes": 245, "bookmarks": 263, "views": 605772}, "also": [{"url": "https://x.com/Mellon0x/status/2107799107595046988", "author": "@Mellon0x", "followers": 317, "date": "2026-10-07", "likes": 1140, "bookmarks": 1480, "views": 217145}, {"url": "https://x.com/oganicboss/status/2105207173768675542", "author": "@oganicboss", "followers": 6544, "date": "2026-09-30", "likes": 545, "bookmarks": 977, "views": 52058}, {"url": "https://x.com/simonecanciello/status/2105674718346871149", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-01", "likes": 1111, "bookmarks": 1771, "views": 231170}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 33, "type": "warning", "value": 5, "advice": "Keep swapped props small and still; detailed items like shoes melt into blur the moment the character walks.", "quote": "keep swapped props small and still. his crocodile shoes melt into blurry boots the moment he walks", "flags": [], "proof_score": 991, "source": {"url": "https://x.com/denogrowth/status/2117401595612700860", "author": "@denogrowth", "followers": 2841, "date": "2026-11-02", "likes": 245, "bookmarks": 263, "views": 605772}, "also": [], "top10_rank": 5, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 34, "type": "technique", "value": 3, "advice": "Build a world around the character's name, such as the name on hotel glass, so props reinforce who he is.", "quote": "build a world around the name: his name on the hotel glass", "flags": [], "proof_score": 991, "source": {"url": "https://x.com/denogrowth/status/2117401595612700860", "author": "@denogrowth", "followers": 2841, "date": "2026-11-02", "likes": 245, "bookmarks": 263, "views": 605772}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 35, "type": "technique", "value": 4, "advice": "Give the character one signature item and attitude that never change (same scarf, same attitude) and change only the situation.", "quote": "Same scarf. Same attitude. A new ridiculous situation every episode.", "flags": [], "proof_score": 2267, "source": {"url": "https://x.com/Mellon0x/status/2107799107595046988", "author": "@Mellon0x", "followers": 317, "date": "2026-10-07", "likes": 1140, "bookmarks": 1480, "views": 217145}, "also": [{"url": "https://x.com/0xAI42exe/status/2115781696696308086", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-29", "likes": 64, "bookmarks": 64, "views": 21934}, {"url": "https://varg.ai/how-to/skills/varg-character-grandma", "card": "Grandma Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-grandma", "license": "MIT"}, {"url": "https://x.com/ArchiveExplorer/status/2104244128238141554", "author": "@ArchiveExplorer", "followers": 13590, "date": "2026-09-27", "likes": 750, "bookmarks": 1501, "views": 78187}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 36, "type": "technique", "value": 3, "advice": "Give the character a recurring habit and put him somewhere it causes trouble.", "quote": "Give him a recurring habit and put him somewhere it causes trouble.", "flags": [], "proof_score": 2267, "source": {"url": "https://x.com/Mellon0x/status/2107799107595046988", "author": "@Mellon0x", "followers": 317, "date": "2026-10-07", "likes": 1140, "bookmarks": 1480, "views": 217145}, "also": [{"url": "https://varg.ai/how-to/skills/varg-character-cringe", "card": "Cringe Deadpan Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-cringe", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 37, "type": "technique", "value": 4, "advice": "Keep small imperfections on purpose (a loose strand of hair, tiny skin marks, slightly uneven framing) instead of perfect symmetry.", "quote": "kept small imperfections on purpose: a loose strand of hair, tiny skin marks, slightly uneven framing. Perfect symmetry gets flagged.", "flags": ["unverified_claim"], "proof_score": 6654, "source": {"url": "https://x.com/genuenci/status/2088679915491074155", "author": "@genuenci", "followers": 2679, "date": "2026-08-15", "likes": 5446, "bookmarks": 3243, "views": 687526}, "also": [{"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, {"url": "https://x.com/azed_ai/status/2115760081585553630", "author": "@azed_ai", "followers": 61147, "date": "2026-10-29", "likes": 576, "bookmarks": 528, "views": 28728}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 38, "type": "technique", "value": 5, "advice": "When a stylized reference becomes live action, ask for real skin, hair, fabric and materials: natural pores, individual hair strands, clothing seams and folds.", "quote": "Render any stylized details as real skin, hair, fabric, and physical materials. Natural pores, expressive eyes, individual hair strands, clothing seams and folds.", "flags": [], "proof_score": 920, "source": {"url": "https://x.com/ZentrixHQ/status/2116844865279451613", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-01", "likes": 750, "bookmarks": 341, "views": 204185}, "also": [{"url": "https://x.com/JunJun0321A/status/2113150640784593051", "author": "@JunJun0321A", "followers": 5096, "date": "2026-10-22", "likes": 676, "bookmarks": 541, "views": 34250}, {"url": "https://varg.ai/how-to/skills/varg-character-beautiful-woman", "card": "Beautiful Women", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-beautiful-woman", "license": "MIT"}, {"url": "https://x.com/ZentrixHQ/status/2117560982339744095", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-03", "likes": 54, "bookmarks": 18, "views": 2656}], "top10_rank": 6, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 39, "type": "rule", "value": 4, "advice": "On a photoreal sheet forbid face changes, anime styling, a CG feel and over-smoothed skin.", "quote": "不要换脸，不要动漫化，不要CG感，不要过度磨皮。", "flags": [], "proof_score": 913, "source": {"url": "https://x.com/JunJun0321A/status/2113150640784593051", "author": "@JunJun0321A", "followers": 5096, "date": "2026-10-22", "likes": 676, "bookmarks": 541, "views": 34250}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 40, "type": "technique", "value": 4, "advice": "Include face angles from the front, 45 degrees, profile, from above and from below on the sheet.", "quote": "3. 脸部角度 / Face Angles：正面、45度、侧脸、斜上方、斜下方（两行排布：上3下2）", "flags": [], "proof_score": 913, "source": {"url": "https://x.com/JunJun0321A/status/2113150640784593051", "author": "@JunJun0321A", "followers": 5096, "date": "2026-10-22", "likes": 676, "bookmarks": 541, "views": 34250}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 41, "type": "technique", "value": 3, "advice": "Lay out five-panel sections in two rows (three over two), never five in one row, and keep every section inside the 3:4 frame.", "quote": "每个分区内部用小网格排布，格数多的分区排成两行（上3下2），不要把 5 格挤在一行。", "flags": [], "proof_score": 913, "source": {"url": "https://x.com/JunJun0321A/status/2113150640784593051", "author": "@JunJun0321A", "followers": 5096, "date": "2026-10-22", "likes": 676, "bookmarks": 541, "views": 34250}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 42, "type": "technique", "value": 3, "advice": "Add sections for hair details (front, side, back), facial parts, skin texture and body details such as hands.", "quote": "5. 发型细节 / Hair Details：正面、侧面、背面（一行3格）", "flags": [], "proof_score": 913, "source": {"url": "https://x.com/JunJun0321A/status/2113150640784593051", "author": "@JunJun0321A", "followers": 5096, "date": "2026-10-22", "likes": 676, "bookmarks": 541, "views": 34250}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 43, "type": "technique", "value": 3, "advice": "Add an everyday outfits and scenes section (homewear, casual, café, work or school, travel) to show the character in context.", "quote": "9. 常用服装·情境 / Everyday Outfit & Scene Examples：家居服、便服、咖啡店、工作/学校、旅行（两行排布：上3下2）", "flags": [], "proof_score": 913, "source": {"url": "https://x.com/JunJun0321A/status/2113150640784593051", "author": "@JunJun0321A", "followers": 5096, "date": "2026-10-22", "likes": 676, "bookmarks": 541, "views": 34250}, "also": [{"url": "https://x.com/MissDelulu9/status/2076276747038060849", "author": "@MissDelulu9", "followers": 14729, "date": "2026-07-12", "likes": 205, "bookmarks": 135, "views": 8855}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 44, "type": "prompt", "value": 4, "advice": "For apparel shoots make a 2x3 reference grid of the same model in six camera perspectives with identity locked across all panels.", "quote": "MODEL IDENTITY — LOCKED ACROSS ALL SIX PANELS", "flags": [], "proof_score": 580, "source": {"url": "https://x.com/Just_Anika_Here/status/2115679456140702100", "author": "@Just_Anika_Here", "followers": 2823, "date": "2026-10-29", "likes": 403, "bookmarks": 358, "views": 20464}, "also": [{"url": "https://x.com/mehvishs25/status/2115803636320358657", "author": "@mehvishs25", "followers": 10164, "date": "2026-10-29", "likes": 84, "bookmarks": 54, "views": 3058}, {"url": "https://varg.ai/how-to/prompts/x-2115679456140702100", "card": "Six-angle fashion model reference sheet for apparel shoots", "kind": "prompt", "publisher": "Just_Anika_Here", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 45, "type": "technique", "value": 3, "advice": "Vary the camera across sheet panels: front portrait, low angle, high angle at 40 degrees, Dutch tilt at 20 degrees, bird's-eye.", "quote": "3. High angle: Camera above her at 40 degrees, with her gaze lifted toward the lens.", "flags": [], "proof_score": 99, "source": {"url": "https://x.com/mehvishs25/status/2115803636320358657", "author": "@mehvishs25", "followers": 10164, "date": "2026-10-29", "likes": 84, "bookmarks": 54, "views": 3058}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 46, "type": "technique", "value": 3, "advice": "Describe the wardrobe fabric finish and seams, and say no logos or accessories when the outfit must stay clean.", "quote": "premium satin-finish technical fabric, realistic seams, and no logos or accessories.", "flags": [], "proof_score": 99, "source": {"url": "https://x.com/mehvishs25/status/2115803636320358657", "author": "@mehvishs25", "followers": 10164, "date": "2026-10-29", "likes": 84, "bookmarks": 54, "views": 3058}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 47, "type": "check", "value": 3, "advice": "Test identity with a six-photo grid of the same person across different scenes, outfits and poses.", "quote": "maintain identical facial identity, skin tone, and recognizable features in every photograph.", "flags": [], "proof_score": 89, "source": {"url": "https://x.com/john_my07/status/2115813691874832890", "author": "@john_my07", "followers": 13308, "date": "2026-10-29", "likes": 107, "bookmarks": 32, "views": 3818}, "also": [{"url": "https://x.com/john_my07/status/2115092422091026831", "author": "@john_my07", "followers": 13308, "date": "2026-10-27", "likes": 74, "bookmarks": 22, "views": 2759}, {"url": "https://x.com/Ziha_ai/status/2116013855700910157", "author": "@Ziha_ai", "followers": 6178, "date": "2026-10-30", "likes": 39, "bookmarks": 26, "views": 2245}, {"url": "https://varg.ai/how-to/styles/trending", "card": "2000s digicam flash photo dump", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2098022827865821210", "card": "One-page photo pose guide with the same model in 16 sections", "kind": "prompt", "publisher": "meAsifAi", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 48, "type": "technique", "value": 3, "advice": "Add a personality and fighting-style line to the character description, not only looks.", "quote": "Her personality is calm, mysterious, confident, and intimidating. Her fighting style combines graceful Korean martial arts with supernatural witchcraft.", "flags": [], "proof_score": 166, "source": {"url": "https://x.com/soulful__ai/status/2116805070599880923", "author": "@soulful__ai", "followers": 8080, "date": "2026-11-01", "likes": 270, "bookmarks": 10, "views": 20564}, "also": [{"url": "https://x.com/OlatundeAI/status/2090374807753728011", "author": "@OlatundeAI", "followers": 6183, "date": "2026-08-20", "likes": 3323, "bookmarks": 6292, "views": 336821}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 49, "type": "technique", "value": 4, "advice": "Put the sheet views on a clean light grey background with consistent, natural lighting.", "quote": "Clean light gray background, consistent and natural lighting.", "flags": [], "proof_score": 3588, "source": {"url": "https://x.com/simonecanciello/status/2111099437065855376", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-16", "likes": 1661, "bookmarks": 2623, "views": 134172}, "also": [{"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}, {"url": "https://x.com/meAsifAi/status/2092365498134696162", "author": "@meAsifAi", "followers": 4494, "date": "2026-08-25", "likes": 724, "bookmarks": 1191, "views": 35711}, {"url": "https://x.com/azed_ai/status/2115760081585553630", "author": "@azed_ai", "followers": 61147, "date": "2026-10-29", "likes": 576, "bookmarks": 528, "views": 28728}, {"url": "https://varg.ai/how-to/prompts/x-2116225438204748284", "card": "Painted 3D caricature monster on white (Halloween cast)", "kind": "prompt", "publisher": "MayorKingAI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 50, "type": "prompt", "value": 4, "advice": "For stop-motion characters fill a slot template (age, culture, proportions, facial features, outfit fabrics, footwear, pose) ending in a full-body shot on a clean white background.", "quote": "A highly detailed 3D stop-motion animated movie character design of [character], [age], [cultural background], featuring [body proportions], [distinctive facial features], [hairstyle], [facial expression]", "flags": [], "proof_score": 845, "source": {"url": "https://x.com/azed_ai/status/2115760081585553630", "author": "@azed_ai", "followers": 61147, "date": "2026-10-29", "likes": 576, "bookmarks": 528, "views": 28728}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2115760081585553630", "card": "Stop-motion puppet character design for any character", "kind": "prompt", "publisher": "azed_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 51, "type": "technique", "value": 4, "advice": "Write the character brief in sections and swap only the Character and Outfit blocks to build a matching cast.", "quote": "swap the Character and Outfit blocks to make a cast.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116358392579338599", "card": "Graphic-novel cartoon character on a solid mustard poster", "kind": "prompt", "publisher": "Ziha_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 52, "type": "technique", "value": 3, "advice": "For garment design sheets show the full body front and back with callout notes and detail crops.", "quote": "full-body front and back, callout notes, detail crops", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2101842206101561357", "card": "You as a bespoke kimono: front/back lookbook with notes", "kind": "prompt", "publisher": "usahwhip", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 53, "type": "technique", "value": 5, "advice": "Write side-specific details into each sheet description, like a jade bangle on the LEFT wrist or a notch on the LEFT ear.", "quote": "Cat — character sheet (large solid-black tomcat, amber-gold slit eyes, notch on LEFT ear, red braided cord collar with small brass bell).", "flags": [], "proof_score": 185, "source": {"url": "https://x.com/abulu8/status/2116476626917847495", "author": "@abulu8", "followers": 5176, "date": "2026-10-31", "likes": 155, "bookmarks": 49, "views": 58443}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 54, "type": "technique", "value": 4, "advice": "Make a sheet for every recurring character, animal and set piece (the stall too) and list each with a one-line identity summary in a REFERENCES block.", "quote": "Granma — character sheet (≈90-year-old tiny woman, silver bun with red cat-head binyeo hairpin", "flags": [], "proof_score": 185, "source": {"url": "https://x.com/abulu8/status/2116476626917847495", "author": "@abulu8", "followers": 5176, "date": "2026-10-31", "likes": 155, "bookmarks": 49, "views": 58443}, "also": [{"url": "https://varg.ai/how-to/skills/novel-to-ai-drama-episodes", "card": "Turn a Novel into Character-Consistent AI Drama Episodes", "kind": "skill", "publisher": "ArcReel", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/ArcReel/ArcReel", "license": null}, {"url": "https://varg.ai/how-to/skills/open-film-skills-screenplay-to-cut", "card": "Direct an AI Film From Screenplay to Previs and Final Cut", "kind": "skill", "publisher": "62656456", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/62656456/ai-film-skills", "license": null}, {"url": "https://x.com/yourPlugAI/status/2117117871113244867", "author": "@yourPlugAI", "followers": 8216, "date": "2026-11-02", "likes": 151, "bookmarks": 6, "views": 2337}, {"url": "https://varg.ai/how-to/prompts/x-2113582628024566084", "card": "Two-character café dramedy built from four reference maps", "kind": "prompt", "publisher": "ivanka_humeniuk", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 55, "type": "technique", "value": 4, "advice": "Tag each reference sheet with a name, bind each tag to its image, and say which role it plays in every shot (Use Minjae for every shot of the clerk).", "quote": "Character & Scene Image References (TAGGED — bind each tag to its reference image)", "flags": [], "proof_score": 376, "source": {"url": "https://x.com/abulu8/status/2105276844173840851", "author": "@abulu8", "followers": 5176, "date": "2026-09-30", "likes": 200, "bookmarks": 204, "views": 71900}, "also": [{"url": "https://x.com/yourPlugAI/status/2117117871113244867", "author": "@yourPlugAI", "followers": 8216, "date": "2026-11-02", "likes": 151, "bookmarks": 6, "views": 2337}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 56, "type": "technique", "value": 4, "advice": "For animal characters list coat colours, markings, eye colour and body size and require an identical fur pattern in every frame.", "quote": "identical fur pattern, facial proportions, eye color and body size throughout the video", "flags": [], "proof_score": 667, "source": {"url": "https://x.com/oggii_0/status/2075074872351572216", "author": "@oggii_0", "followers": 18349, "date": "2026-07-09", "likes": 562, "bookmarks": 325, "views": 61391}, "also": [{"url": "https://x.com/abulu8/status/2116476626917847495", "author": "@abulu8", "followers": 5176, "date": "2026-10-31", "likes": 155, "bookmarks": 49, "views": 58443}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 57, "type": "technique", "value": 4, "advice": "For a mannequin-style character, state that he has no face at all; the model kept inventing new faces until told so.", "quote": "it kept giving him a different face until i told it he has no face at all", "flags": [], "proof_score": 3026, "source": {"url": "https://x.com/sulfurscales/status/2106719924001575108", "author": "@sulfurscales", "followers": 16370, "date": "2026-10-04", "likes": 2013, "bookmarks": 1714, "views": 305165}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 58, "type": "technique", "value": 2, "advice": "For fictional characters, overlaying a geometric grid on each face in the sheet is claimed to reduce false Face ID or age flags.", "quote": "For fictional characters, overlay a geometric grid on each face in your character sheet. It can reduce false Face ID/age flags while preserving structure and consistency.", "flags": ["unverified_claim"], "proof_score": 2421, "source": {"url": "https://x.com/Ragu_Cinema/status/2091893257286439070", "author": "@Ragu_Cinema", "followers": 1618, "date": "2026-08-24", "likes": 881, "bookmarks": 1654, "views": 326018}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 59, "type": "technique", "value": 4, "advice": "For clay characters design in the handmade flaws: fingerprints on faces, miniature handmade sets, slightly awkward movements.", "quote": "the little imperfections are what make it look so good", "flags": [], "proof_score": 545, "source": {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, "also": [{"url": "https://x.com/m4lkxx/status/2116893154322284929", "author": "@m4lkxx", "followers": 7191, "date": "2026-11-01", "likes": 461, "bookmarks": 548, "views": 24036}, {"url": "https://x.com/azed_ai/status/2115760081585553630", "author": "@azed_ai", "followers": 61147, "date": "2026-10-29", "likes": 576, "bookmarks": 528, "views": 28728}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 60, "type": "prompt", "value": 3, "advice": "To restyle one character keep it fixed and add a one-line style instruction per look, e.g. claymation with fingerprints, lumpy edges, stop-motion at 12 fps.", "quote": "Make it claymation: soft clay with fingerprints, lumpy edges, stop-motion at 12 fps", "flags": [], "proof_score": 803, "source": {"url": "https://x.com/m4lkxx/status/2116893154322284929", "author": "@m4lkxx", "followers": 7191, "date": "2026-11-01", "likes": 461, "bookmarks": 548, "views": 24036}, "also": [{"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, {"url": "https://varg.ai/how-to/prompts/x-2089521296334074229", "card": "Birth-month flower kimono: 12 prompts, one per month", "kind": "prompt", "publisher": "Yukill7yan7", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 259, "views": 30600}, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 61, "type": "technique", "value": 3, "advice": "Include colour swatches with the turnaround, expressions and poses so the palette is fixed on the model sheet.", "quote": "a full picture-book model sheet (turnaround, expressions, poses, swatches)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2113223607539368049", "card": "Picture-book watercolor character sheet for any animal", "kind": "prompt", "publisher": "azed_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/OlatundeAI/status/2090374807753728011", "author": "@OlatundeAI", "followers": 6183, "date": "2026-08-20", "likes": 3323, "bookmarks": 6292, "views": 336821}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 62, "type": "technique", "value": 3, "advice": "If a stylized painted-3D character looks too CG or too 3D, describe the fur texture explicitly.", "quote": "with a one-line fix for the common 'too CG' failure.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116225438204748284", "card": "Painted 3D caricature monster on white (Halloween cast)", "kind": "prompt", "publisher": "MayorKingAI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 63, "type": "prompt", "value": 3, "advice": "For fantasy casts make the sheet a character bible with name, title and one-line subtitle beside a full-body hero illustration.", "quote": "Ultra-detailed 16:9 fantasy character design sheet, official AAA fantasy RPG character bible, clean editorial layout, elegant ivory background with minimal luxury UI.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2079560820904861968", "card": "RPG character sheet first, then one epic animated shot", "kind": "prompt", "publisher": "Mayz1169", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 64, "type": "technique", "value": 4, "advice": "Number the pose, background and outfit sheets so a new scene of the same character becomes a three-number command.", "quote": "numbered pose/background/outfit sheets on ChatGPT Images. Turns character consistency into a 3-number command", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2114924064917921938", "card": "Send '6-1-2' to get the same AI model in a new scene", "kind": "prompt", "publisher": "mercymercy1717", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 65, "type": "technique", "value": 3, "advice": "For 3D family-film characters specify big eyes, soft subsurface skin, rounded proportions and plush fabrics, lit with warm key, bounce fill and rim light.", "quote": "Big-eyed stylized characters with soft subsurface skin, rounded proportions and plush fabrics, lit like a studio feature with a warm key, bounce fill and rim light.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "3D animated family film", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 66, "type": "technique", "value": 5, "advice": "Write the main outfit as an itemized list under 'keep identical in every scene', down to socks, sneakers and handbag.", "quote": "Main outfit — keep identical in every scene:", "flags": [], "proof_score": 151, "source": {"url": "https://x.com/ayzalnooor24521/status/2116029909667827737", "author": "@ayzalnooor24521", "followers": 13257, "date": "2026-10-30", "likes": 229, "bookmarks": 15, "views": 21343}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 67, "type": "technique", "value": 5, "advice": "For several outfits, label each outfit panel on the sheet, tie each to its scene, and forbid redesigning, mixing or substituting outfits.", "quote": "Outfit 1, Outfit 2, and Outfit 3 must be reproduced exactly as shown in their respective character sheet references.", "flags": [], "proof_score": 142, "source": {"url": "https://x.com/sophiaparkerr_/status/2116891573799764118", "author": "@sophiaparkerr_", "followers": 31991, "date": "2026-11-01", "likes": 193, "bookmarks": 19, "views": 26358}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2102221702667309467", "card": "Ceiling-fan sweep reveals four autumn outfits", "kind": "prompt", "publisher": "AIwithkhan", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2108902456935801227", "card": "Each ceiling-fan blade pass wipes in a new outfit", "kind": "prompt", "publisher": "TanLuAI", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 144, "views": 57000}, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2094259847399448945", "card": "Upload a selfie: three outfit reveals in one 15 s vlog", "kind": "prompt", "publisher": "Arina_hoqe", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 9, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 68, "type": "technique", "value": 3, "advice": "Build a shoppable outfit board of every item, then animate it into a short spin where the model turns 360 degrees.", "quote": "turns a shoppable outfit board into a 4-second product spin", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2102459655700287648", "card": "Outfit-board lookbook: model turns 360°, every item spins", "kind": "prompt", "publisher": "AI__TSUBAKI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 69, "type": "technique", "value": 4, "advice": "For wardrobe edits, recreate the reference with an ordered list of what to keep and allow only the specific changes you name.", "quote": "Apply two specific changes only: change the original green plunging top to white while keeping the same silhouette", "flags": [], "proof_score": 17351, "source": {"url": "https://x.com/jasonugc/status/2102447417194877159", "author": "@jasonugc", "followers": 4272, "date": "2026-09-22", "likes": 2609, "bookmarks": 8625, "views": 7421592}, "also": [{"url": "https://x.com/jasonugc/status/2101727704378659179", "author": "@jasonugc", "followers": 4272, "date": "2026-09-20", "likes": 1233, "bookmarks": 2600, "views": 285686}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 70, "type": "prompt", "value": 5, "advice": "Give a hero prop its own STRICT LOCK: worn from first to last frame, clearly visible, never disappearing, falling off, changing shape or being replaced.", "quote": "Her headphones never disappear, fall off, change shape, or get replaced.", "flags": [], "proof_score": 107, "source": {"url": "https://x.com/MissDelulu9/status/2115433159160672383", "author": "@MissDelulu9", "followers": 14729, "date": "2026-10-28", "likes": 158, "bookmarks": 20, "views": 7526}, "also": [{"url": "https://x.com/Just_sharon7/status/2117211388980437393", "author": "@Just_sharon7", "followers": 48986, "date": "2026-11-02", "likes": 381, "bookmarks": 17, "views": 26894}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 71, "type": "technique", "value": 3, "advice": "Say how hair or clothing moves around the prop and name the wrong substitute to avoid (no tiny earbuds).", "quote": "Her hair moves naturally around the headphones. Do not use tiny earbuds.", "flags": [], "proof_score": 107, "source": {"url": "https://x.com/MissDelulu9/status/2115433159160672383", "author": "@MissDelulu9", "followers": 14729, "date": "2026-10-28", "likes": 158, "bookmarks": 20, "views": 7526}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 72, "type": "technique", "value": 4, "advice": "State exactly how each prop is worn or held, e.g. the backpack stays secured over both shoulders.", "quote": "Her backpack remains secured over both shoulders.", "flags": [], "proof_score": 70, "source": {"url": "https://x.com/ZentrixHQ/status/2117204475756613808", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-02", "likes": 67, "bookmarks": 32, "views": 4845}, "also": [{"url": "https://x.com/Just_sharon7/status/2117211388980437393", "author": "@Just_sharon7", "followers": 48986, "date": "2026-11-02", "likes": 381, "bookmarks": 17, "views": 26894}, {"url": "https://x.com/ZentrixHQ/status/2117560982339744095", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-03", "likes": 54, "bookmarks": 18, "views": 2656}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 73, "type": "technique", "value": 4, "advice": "Lock prop placement for the whole clip relative to the characters and the frame side, e.g. the tray sits between the RIGHT mermaid and the camera.", "quote": "a black lacquer sushi tray full of nigiri and rolls sits on the edge between the RIGHT mermaid and the camera, at the right side of the frame", "flags": [], "proof_score": 850, "source": {"url": "https://x.com/devgetsit/status/2117345392471793728", "author": "@devgetsit", "followers": 127, "date": "2026-11-02", "likes": 704, "bookmarks": 446, "views": 51526}, "also": [{"url": "https://x.com/doctorwasif/status/2117239135169908817", "author": "@doctorwasif", "followers": 13298, "date": "2026-11-02", "likes": 213, "bookmarks": 23, "views": 24694}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 74, "type": "technique", "value": 5, "advice": "Turn the product image into a product sheet first so the product stays consistent across angles and on-pack text.", "quote": "Upload it to ChatGPT and create a product sheet (keeps the product consistent across angles and text)", "flags": [], "proof_score": 64, "source": {"url": "https://x.com/0xForce_/status/2117412908413944290", "author": "@0xForce_", "followers": 7601, "date": "2026-11-03", "likes": 47, "bookmarks": 39, "views": 1633}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2098058251921457332", "card": "Product sheet + 15-frame storyboard, then a shirt commercial", "kind": "prompt", "publisher": "HeyAbhishek", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/consistent-product-ai-video", "card": "Turn product photos into AI video that keeps the logo and shape", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-product-lock", "license": "MIT"}, {"url": "https://x.com/YourAlphaMom/status/2116284031067476106", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-30", "likes": 125, "bookmarks": 154, "views": 17180}, {"url": "https://varg.ai/how-to/prompts/x-2073777114537660590", "card": "Product photo in, branded hero ad with an angle strip out", "kind": "prompt", "publisher": "im_shahid7", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2050192220280836166", "card": "6-frame sneaker campaign grid in a single image", "kind": "prompt", "publisher": "Kanishkhaai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 75, "type": "technique", "value": 4, "advice": "Make the avatar's character sheet show multiple angles, expressions and the avatar holding the product.", "quote": "(multiple angles, expressions, and holding the product)", "flags": [], "proof_score": 64, "source": {"url": "https://x.com/0xForce_/status/2117412908413944290", "author": "@0xForce_", "followers": 7601, "date": "2026-11-03", "likes": 47, "bookmarks": 39, "views": 1633}, "also": [{"url": "https://x.com/defileo/status/2052327244958421083", "author": "@defileo", "followers": 53360, "date": "2026-05-07", "likes": 123, "bookmarks": 135, "views": 21056}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 76, "type": "technique", "value": 3, "advice": "Keep the product sheet, avatar sheet and video prompt in the same chat so product and avatar stay consistent.", "quote": "Same chat the whole way so the product and avatar stay consistent.", "flags": [], "proof_score": 64, "source": {"url": "https://x.com/0xForce_/status/2117412908413944290", "author": "@0xForce_", "followers": 7601, "date": "2026-11-03", "likes": 47, "bookmarks": 39, "views": 1633}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 77, "type": "technique", "value": 5, "advice": "Pair a product sheet with a per-second storyboard so fine patterns survive macro camera moves.", "quote": "A product sheet plus a per-second storyboard gives the video model a consistency reference, so the check pattern survives macro moves", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2098058251921457332", "card": "Product sheet + 15-frame storyboard, then a shirt commercial", "kind": "prompt", "publisher": "HeyAbhishek", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/0xForce_/status/2117412908413944290", "author": "@0xForce_", "followers": 7601, "date": "2026-11-03", "likes": 47, "bookmarks": 39, "views": 1633}], "top10_rank": 7, "top3": true}
{"step": "05", "step_name": "Characters, props, details", "n": 78, "type": "technique", "value": 5, "advice": "List every construction detail of the hero product (pattern, collar, placket, sleeves, hem, pocket alignment) in the product sheet prompt.", "quote": "including its small red-and-white check pattern, standard collar, front button placket, long sleeves, curved hem, and left chest pocket with diagonal check alignment.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2098058251921457332", "card": "Product sheet + 15-frame storyboard, then a shirt commercial", "kind": "prompt", "publisher": "HeyAbhishek", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 79, "type": "technique", "value": 4, "advice": "Describe the hero product's design, colour, logo placement and surface texture and require them to stay exact.", "quote": "Maintain exact tube design, color, logo placement, and glossy bullet texture.", "flags": [], "proof_score": 959, "source": {"url": "https://x.com/Just_sharon7/status/2080193844776251575", "author": "@Just_sharon7", "followers": 48986, "date": "2026-07-23", "likes": 377, "bookmarks": 491, "views": 279066}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2095902585194475945", "card": "Fictional energy-drink brand built from one brand skill", "kind": "prompt", "publisher": "AmirMushich", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2080563926014779842", "card": "Pastel handbag macro ad: logo, clasp, strap, leather", "kind": "prompt", "publisher": "Lianaalane", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/Kanojiyaaakash1/status/2115475661687304544", "author": "@Kanojiyaaakash1", "followers": 40211, "date": "2026-10-28", "likes": 156, "bookmarks": 96, "views": 28867}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 80, "type": "technique", "value": 4, "advice": "Pass the brand guide page as its own reference used only for colours, type and logo, and the pack image for shape, colour and label.", "quote": "Image 2 is the brand guide page (palette {PALETTE}, typeface {TYPEFACE}, logo rules): use it for colours, type and logo only.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2095902585194475945", "card": "Fictional energy-drink brand built from one brand skill", "kind": "prompt", "publisher": "AmirMushich", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/higgsfield-brandkit", "card": "Higgsfield Brandkit", "kind": "skill", "publisher": "Higgsfield", "installs": 102700, "stars": 1682, "source_post_stats": null, "repo": "https://github.com/higgsfield-ai/skills/tree/main/higgsfield-brandkit", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 81, "type": "technique", "value": 5, "advice": "Even in a stylized clay world, use real product photos to keep the packaging accurate.", "quote": "use real product photos to keep the packaging accurate", "flags": [], "proof_score": 545, "source": {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 82, "type": "technique", "value": 3, "advice": "For an accessory, a short list of its macro details (logo, clasp, strap, leather) is enough.", "quote": "a short detail list is enough for a clean accessory ad", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2080563926014779842", "card": "Pastel handbag macro ad: logo, clasp, strap, leather", "kind": "prompt", "publisher": "Lianaalane", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 83, "type": "technique", "value": 4, "advice": "Cover the product three ways: a 360° spin, in hand, and a texture close-up.", "quote": "The product itself: a 360° spin, in hand and a texture close-up, with a voiceover and an end card.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-studio-product", "card": "Product Ad", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "vargHQ", "license": "proprietary"}, "also": [{"url": "https://x.com/Its_Saad_kkk/status/2093200061991879042", "author": "@Its_Saad_kkk", "followers": 25411, "date": "2026-08-28", "likes": 384, "bookmarks": 230, "views": 166590}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 84, "type": "skill", "value": 5, "advice": "Use the varg product lock skill: a lock sheet, multi-angle references, a camera-risk ladder and a drift check stop logos, labels and shapes warping.", "quote": "Stops logos, labels and shapes from warping in AI product video: lock sheet, multi-angle references, camera-risk ladder, drift check.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/consistent-product-ai-video", "card": "Turn product photos into AI video that keeps the logo and shape", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-product-lock", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 85, "type": "skill", "value": 4, "advice": "Use the product-photo-to-video skill with its PRODUCT LOCK, repair step and real packshot to keep the real product.", "quote": "Product photos into a video that keeps the real product: storyboard, PRODUCT LOCK, repair, real packshot.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/product-photo-to-video", "card": "Turn a product photo into a product video ad", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/product-photo-to-video", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/clipforge-product-video-ads", "card": "ClipForge Product Video Ads", "kind": "skill", "publisher": "xixihhhh", "installs": null, "stars": 1127, "source_post_stats": null, "repo": "https://github.com/xixihhhh/clipforge/tree/main/skills/clipforge-video", "license": "AGPL-3.0"}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 86, "type": "skill", "value": 4, "advice": "For UGC with an AI actor holding the real product, lock face, voice and label.", "quote": "AI UGC ads with an AI actor holding your real product: face, voice and label locked, labelled.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/ai-ugc-ad-video", "card": "Open-source alternative to Arcads: AI UGC ads", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/ai-ugc-ad-video", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 87, "type": "tool", "value": 4, "advice": "Make the product-in-hand still with bria_fibo_edit_1_5_product_holding on varg.", "quote": "product in hand on [`bria_fibo_edit_1_5_product_holding`](https://varg.ai/models/bria_fibo_edit_1_5_product_holding.md)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-viral-ecommerce-videos", "card": "How to make viral ecommerce videos for TikTok and Reels", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 88, "type": "tool", "value": 4, "advice": "Cut the product out with bria_guided_remove_background and make the hero still on nano_banana_2_1 before any motion.", "quote": "cut-out with [`bria_guided_remove_background`](https://varg.ai/models/bria_guided_remove_background.md), hero still on [`nano_banana_2_1`](https://varg.ai/models/nano_banana_2_1.md)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/turn-a-product-photo-into-a-video", "card": "How to turn a product photo into a video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 89, "type": "tool", "value": 3, "advice": "Put a flat-lay garment on a model with bria_fibo_edit_1_5_virtual_try_on, and handle prints and patterns with nano_banana_2_1 or gpt_image_2_5.", "quote": "try-on with [`bria_fibo_edit_1_5_virtual_try_on`](https://varg.ai/models/bria_fibo_edit_1_5_virtual_try_on.md), prints and patterns with [`nano_banana_2_1`]", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-ai-fashion-model-try-on-videos", "card": "How to make AI fashion model and try-on videos", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/ai-virtual-try-on-video", "card": "Turn a flat-lay photo into an AI virtual try-on video", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-tryon-video", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 90, "type": "skill", "value": 3, "advice": "Apply packshot conventions (angles, backgrounds, shadows, hero shots) when making product reference stills.", "quote": "Apply packshot conventions to AI product photos: angles, backgrounds, shadows, hero shots, store specs.", "flags": [], "proof_score": 391, "source": {"url": "https://varg.ai/how-to/skills/inference-sh-product-photography", "card": "Product Photography", "kind": "skill", "publisher": "inference.sh", "installs": 11, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/guides/photo/product-photography", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/higgsfield-product-photoshoot", "card": "Higgsfield Product Photoshoot", "kind": "skill", "publisher": "Higgsfield", "installs": 197500, "stars": 1682, "source_post_stats": null, "repo": "https://github.com/higgsfield-ai/skills/tree/main/higgsfield-product-photoshoot", "license": "MIT"}, {"url": "https://varg.ai/how-to/skills/ecom-image2", "card": "E-commerce Image Studio", "kind": "skill", "publisher": "buluslan", "installs": 36, "stars": 427, "source_post_stats": null, "repo": "https://github.com/buluslan/gpt-image2-ecommerce", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 91, "type": "technique", "value": 3, "advice": "Personify an everyday material, prop or object as the main character and use its natural behaviour to exaggerate the problem.", "quote": "then personify them as your main character", "flags": [], "proof_score": 325, "source": {"url": "https://x.com/zedmadeit/status/2116288864709218718", "author": "@zedmadeit", "followers": 7435, "date": "2026-10-30", "likes": 147, "bookmarks": 241, "views": 10240}, "also": [{"url": "https://x.com/growthnoir/status/2117630704737518007", "author": "@growthnoir", "followers": 2395, "date": "2026-11-03", "likes": 47, "bookmarks": 36, "views": 1337}, {"url": "https://varg.ai/how-to/skills/singing-mascot-jingle-ad", "card": "Turn a product into an AI singing mascot jingle ad", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-mascot-jingle-ad", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 92, "type": "technique", "value": 3, "advice": "For mascots combine a food or object, an animal and one human detail.", "quote": "Food or object + animal + one human detail: brainrot-style creatures and brand mascots in 3D or clay.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-character-absurd", "card": "Absurd Characters & Mascots", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-absurd", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 93, "type": "technique", "value": 3, "advice": "Show the character's problem with props in the room so no voiceover is needed to explain it.", "quote": "show the failure with props in the room so you don't need a voiceover to explain it.", "flags": [], "proof_score": 599, "source": {"url": "https://x.com/sulfurscales/status/2115498631956770920", "author": "@sulfurscales", "followers": 16370, "date": "2026-10-28", "likes": 216, "bookmarks": 462, "views": 28532}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2102462408879174022", "card": "Stressed man in hotel room from one character ref", "kind": "prompt", "publisher": "Jenny_MommaLion", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 94, "type": "technique", "value": 4, "advice": "For real-world objects, have the agent research real dimensions, reference photos, specs and object structure before building them.", "quote": "Research: An AI agent searches for real dimensions, reference photographs, technical specifications, and object structure.", "flags": [], "proof_score": 406, "source": {"url": "https://x.com/cutetoxicguy/status/2116530826586263715", "author": "@cutetoxicguy", "followers": 104, "date": "2026-10-31", "likes": 212, "bookmarks": 291, "views": 8915}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 95, "type": "check", "value": 3, "advice": "Validate a built object for floating geometry, unsupported claims, incorrect scale and invisible details.", "quote": "Validation: Construct checks for floating geometry, unsupported claims, incorrect scale, and invisible details.", "flags": [], "proof_score": 406, "source": {"url": "https://x.com/cutetoxicguy/status/2116530826586263715", "author": "@cutetoxicguy", "followers": 104, "date": "2026-10-31", "likes": 212, "bookmarks": 291, "views": 8915}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 96, "type": "technique", "value": 3, "advice": "For deadpan characters give one wrong outfit, one repeated action and no smile.", "quote": "Bizarre but believable characters people argue about: one wrong outfit, one repeated action, no smile.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-character-cringe", "card": "Cringe Deadpan Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-cringe", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 97, "type": "technique", "value": 3, "advice": "Show a big character's size with visible cues and give him a small delicate job, never mocking him.", "quote": "Big, heavy characters played straight: size shown with visible cues, a small delicate job, never mocked.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-character-big-guy", "card": "Big Guy Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-big-guy", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 98, "type": "technique", "value": 3, "advice": "For very old characters contrast age with behaviour and use real wrinkles, a loud outfit and one prop.", "quote": "Very old AI characters people remember: age vs behaviour, real wrinkles, a loud outfit and one prop.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-character-grandma", "card": "Grandma Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-grandma", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 99, "type": "technique", "value": 3, "advice": "For fitness characters show real muscle and a signature colour and use catalog wording for sportswear.", "quote": "Fitness coaches and athletes with real muscle, a signature colour and catalog wording that gets sports bras through.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-character-fitness", "card": "Fitness Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-fitness", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 100, "type": "technique", "value": 3, "advice": "For model-like characters specify casting details, real skin and fashion styling.", "quote": "Very beautiful AI women who look like real models: casting details, real skin, fashion styling, no false blocks.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-character-beautiful-woman", "card": "Beautiful Women", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-beautiful-woman", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 101, "type": "rule", "value": 4, "advice": "Make original characters in famous cartoon looks described without IP names; copy the format, not the characters.", "quote": "Original characters in famous cartoon looks (yellow sitcom, 3D family film, anime, clay), described without IP names.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-character-cartoon", "card": "Cartoon Look Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-cartoon", "license": "MIT"}, "also": [{"url": "https://x.com/MuteeAutomation/status/2115200886662418763", "author": "@MuteeAutomation", "followers": 15576, "date": "2026-10-27", "likes": 269, "bookmarks": 347, "views": 14661}, {"url": "https://x.com/chetaslua/status/2117169800271270124", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 331, "bookmarks": 663, "views": 65682}, {"url": "https://x.com/chetaslua/status/2117224843661980093", "author": "@chetaslua", "followers": 44235, "date": "2026-11-02", "likes": 106, "bookmarks": 175, "views": 16921}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 102, "type": "rule", "value": 4, "advice": "Only use footage and faces you have the right to use when swapping characters.", "quote": "Only use footage and faces you have the right to use.", "flags": [], "proof_score": 2868, "source": {"url": "https://x.com/RoundtableSpace/status/2116141818786230389", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 1326, "bookmarks": 2096, "views": 108596}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 103, "type": "technique", "value": 3, "advice": "Match the avatar's age to the claim the ad makes.", "quote": "📁 Age Matched to the Claim", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 104, "type": "technique", "value": 3, "advice": "Keep a library of five reusable avatar faces.", "quote": "📁 Library of 5 Faces", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 105, "type": "skill", "value": 5, "advice": "For multi-scene ads use the consistent-characters skill: actor cards, scene composites, then Kling v3 clips.", "quote": "Multi-scene ads where the same actors, outfits and location hold in every cut: cards, composites, Kling v3 clips.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-consistent-characters", "card": "Consistent Characters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-consistent-characters", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/keep-a-character-consistent-in-ai-video", "card": "How to keep a character consistent in AI video", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 106, "type": "skill", "value": 4, "advice": "Use the Character Design skill to define the character, its details and clothing, then build the sheet.", "quote": "How to make AI characters people remember: definition, details, clothing, and a sheet that keeps them consistent.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-character-design", "card": "Character Design", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-design", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/make-an-ai-influencer-video", "card": "How to make an AI influencer video", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 107, "type": "skill", "value": 4, "advice": "Use fal Character Design for reference and expression sheets, outfits and character-to-video.", "quote": "Design original characters that stay consistent: reference and expression sheets, outfits, character-to-video.", "flags": [], "proof_score": 151, "source": {"url": "https://varg.ai/how-to/skills/fal-character-design", "card": "fal Character Design", "kind": "skill", "publisher": "fal", "installs": 457, "stars": 256, "source_post_stats": null, "repo": "https://github.com/fal-ai-community/skills/tree/main/skills/character-design", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 108, "type": "skill", "value": 4, "advice": "Use the inference.sh Character Design Sheet guide for turnarounds, expression sheets, palettes and LoRAs.", "quote": "Keep a character consistent across AI images with turnarounds, expression sheets, palettes and LoRAs.", "flags": [], "proof_score": 391, "source": {"url": "https://varg.ai/how-to/skills/inference-sh-character-design-sheet", "card": "Character Design Sheet", "kind": "skill", "publisher": "inference.sh", "installs": 11, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/guides/design/character-design-sheet", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 109, "type": "tool", "value": 4, "advice": "Train a reusable face model from photos (Soul ID) when the same face must recur across many images and videos.", "quote": "Train a reusable face model from your photos for identity-consistent images and video on Higgsfield.", "flags": [], "proof_score": 10661, "source": {"url": "https://varg.ai/how-to/skills/higgsfield-soul-id", "card": "Higgsfield Soul ID", "kind": "skill", "publisher": "Higgsfield", "installs": 196400, "stars": 1682, "source_post_stats": null, "repo": "https://github.com/higgsfield-ai/skills/tree/main/higgsfield-soul-id", "license": "MIT"}, "also": [{"url": "https://x.com/genuenci/status/2088679915491074155", "author": "@genuenci", "followers": 2679, "date": "2026-08-15", "likes": 5446, "bookmarks": 3243, "views": 687526}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 110, "type": "skill", "value": 3, "advice": "Use the CROW LINE skills for a three-panel character sheet and Seedance 2.5 reference-to-video shot prompts.", "quote": "Two Claude Code skills from the CROW LINE action film: Seedance 2.5 reference-to-video shot prompts and a three-panel character sheet.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/crow-line-seedance-action-film", "card": "Keep One Character Consistent Across Seedance 2.5 Action Shots", "kind": "skill", "publisher": "nigo-studio", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/nigo-studio/ai-film-skills/tree/main/.claude/skills", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 111, "type": "check", "value": 4, "advice": "Get specs, the character sheet and the script approved before each storyboard panel is rendered.", "quote": "Plan-first storyboard workflow: specs, character sheet and script approved before each panel is rendered", "flags": [], "proof_score": 3, "source": {"url": "https://varg.ai/how-to/skills/dlazy-image-storyboard", "card": "dLazy Image Storyboard", "kind": "skill", "publisher": "dlazyai", "installs": 69, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-image-storyboard", "license": "unknown"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 112, "type": "skill", "value": 3, "advice": "ArcReel turns novels or screenplays into character, scene and prop assets before storyboards and shots.", "quote": "novels or screenplays become character, scene and prop assets, storyboards, video shots and finished episodes", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/novel-to-ai-drama-episodes", "card": "Turn a Novel into Character-Consistent AI Drama Episodes", "kind": "skill", "publisher": "ArcReel", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/ArcReel/ArcReel", "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/ai-cartoon-series-episode", "card": "Turn One Sentence into an AI Cartoon Series Episode", "kind": "skill", "publisher": "10291124jcjc-dotcom", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/10291124jcjc-dotcom/ai-anime-series", "license": null}, {"url": "https://varg.ai/how-to/skills/shuohao-short-drama", "card": "Shuohao Short-Drama Skills", "kind": "skill", "publisher": "Wesley Wang", "installs": 1403, "stars": 5383, "source_post_stats": null, "repo": "https://github.com/eternityspring/shuohao-skills", "license": "Apache-2.0"}, {"url": "https://varg.ai/how-to/skills/zenstory-drama-skills", "card": "Drama Skills (ZenStory)", "kind": "skill", "publisher": "ZenStory AI", "installs": 18834, "stars": 3388, "source_post_stats": null, "repo": "https://github.com/zenstory-ai/drama-skills", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 113, "type": "skill", "value": 3, "advice": "Open Film Skills has agent modules for cast, sets and props next to storyboard prompts and previs.", "quote": "21 agent modules for screenplay, cast, sets, props, genre looks, storyboard prompts, 3D previs and production.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/open-film-skills-screenplay-to-cut", "card": "Direct an AI Film From Screenplay to Previs and Final Cut", "kind": "skill", "publisher": "62656456", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/62656456/ai-film-skills", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 114, "type": "technique", "value": 4, "advice": "When swapping into a reference video, let motion, camera and audio come from the video and the face from the character sheet.", "quote": "The motion, the camera and the audio come from the video. The face comes from the sheet.", "flags": [], "proof_score": 1360, "source": {"url": "https://x.com/0xAI42exe/status/2112337881821815176", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-20", "likes": 599, "bookmarks": 1007, "views": 53537}, "also": [{"url": "https://x.com/0xAI42exe/status/2115781696696308086", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-29", "likes": 64, "bookmarks": 64, "views": 21934}, {"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}, {"url": "https://x.com/sairahul1/status/2107114837872664744", "author": "@sairahul1", "followers": 149706, "date": "2026-10-05", "likes": 1141, "bookmarks": 1704, "views": 118797}, {"url": "https://x.com/0xROAS/status/2104994366804857003", "author": "@0xROAS", "followers": 59661, "date": "2026-09-29", "likes": 968, "bookmarks": 1531, "views": 80469}, {"url": "https://x.com/simonecanciello/status/2105674718346871149", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-01", "likes": 1111, "bookmarks": 1771, "views": 231170}, {"url": "https://x.com/enzoxmotion/status/2105942592936419646", "author": "@enzoxmotion", "followers": 1031, "date": "2026-10-02", "likes": 525, "bookmarks": 766, "views": 83786}, {"url": "https://x.com/traqscales/status/2117075312865317061", "author": "@traqscales", "followers": 426, "date": "2026-11-02", "likes": 63, "bookmarks": 84, "views": 3439}, {"url": "https://x.com/ZentrixHQ/status/2116537788803809748", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-10-31", "likes": 84, "bookmarks": 80, "views": 12760}, {"url": "https://x.com/urstruly_ISMART/status/2116099675417952643", "author": "@urstruly_ISMART", "followers": 531, "date": "2026-10-30", "likes": 239, "bookmarks": 476, "views": 11956}, {"url": "https://x.com/0xAI42exe/status/2113241457918374065", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-22", "likes": 59, "bookmarks": 78, "views": 9172}, {"url": "https://x.com/0xAI42exe/status/2112882593678991837", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-21", "likes": 54, "bookmarks": 73, "views": 5122}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 115, "type": "warning", "value": 4, "advice": "Fix a weak character sheet before generating; failed tries waste money and the face starts drifting by clip 3.", "quote": "But if your character sheet is bad, you’ll just waste tokens. At $0.318/sec every failed 8-sec try burns ~$2.50, and the face starts drifting by clip 3.", "flags": [], "proof_score": 118, "source": {"url": "https://x.com/0xAI42exe/status/2115781696696308086", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-29", "likes": 64, "bookmarks": 64, "views": 21934}, "also": [{"url": "https://x.com/0xAI42exe/status/2112337881821815176", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-20", "likes": 599, "bookmarks": 1007, "views": 53537}, {"url": "https://x.com/0xAI42exe/status/2115056920658846171", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-27", "likes": 41, "bookmarks": 46, "views": 16207}, {"url": "https://x.com/0xAI42exe/status/2116141568105074864", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-30", "likes": 42, "bookmarks": 40, "views": 18171}, {"url": "https://x.com/0xAI42exe/status/2113241457918374065", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-22", "likes": 59, "bookmarks": 78, "views": 9172}, {"url": "https://x.com/0xAI42exe/status/2112882593678991837", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-21", "likes": 54, "bookmarks": 73, "views": 5122}, {"url": "https://x.com/0xAI42exe/status/2113972525868982650", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-24", "likes": 42, "bookmarks": 39, "views": 41446}, {"url": "https://x.com/0xAI42exe/status/2114859369367998855", "author": "@0xAI42exe", "followers": 1255, "date": "2026-10-26", "likes": 102, "bookmarks": 96, "views": 13707}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 116, "type": "technique", "value": 4, "advice": "Feed a depth map of the source dance as the motion reference and the character sheet as the identity reference, so the original performer's look cannot leak in.", "quote": "Convert the source dance footage into a depth map instead of using the raw video -this strips out the original performer's appearance, clothing, and environment entirely", "flags": [], "proof_score": 1334, "source": {"url": "https://x.com/NexlowX/status/2094494202587398616", "author": "@NexlowX", "followers": 1536, "date": "2026-08-31", "likes": 691, "bookmarks": 868, "views": 120534}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 117, "type": "technique", "value": 4, "advice": "Make characters and location plates in Midjourney, then use Nano Banana to turn the characters into turnaround sheets and build anchor frames.", "quote": "Nano Banana (@GoogleDeepMind run on @fal) did the heavy lifting editing those plates, building anchor frames and turning MJ characters into turnaround sheets.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2107111449743249649", "card": "3D game-character sref + 4 character prompts", "kind": "prompt", "publisher": "ibexdream", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2086877769858768936", "card": "Identity board that keeps the source art style", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 118, "type": "warning", "value": 4, "advice": "For Kling 4 Ref2Video give fully finished still frames, as many as needed; Seedance-style sheet-plus-location references work poorly there.", "quote": "Kling 4 Ref2Video REALLY wants fully finished still frames and you can have LOTS of them", "flags": [], "proof_score": 69, "source": {"url": "https://x.com/mattworkman/status/2116204462263910473", "author": "@mattworkman", "followers": 26188, "date": "2026-10-30", "likes": 59, "bookmarks": 36, "views": 3641}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 119, "type": "tool", "value": 3, "advice": "For extra consistency on Kling 4 use Elements: more character references plus an audio sample.", "quote": "If you need extra character consistency you can use \"Elements\" which are basically more character references + audio sample", "flags": [], "proof_score": 69, "source": {"url": "https://x.com/mattworkman/status/2116204462263910473", "author": "@mattworkman", "followers": 26188, "date": "2026-10-30", "likes": 59, "bookmarks": 36, "views": 3641}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 120, "type": "warning", "value": 3, "advice": "Test the character reference on your chosen model; in one test Kling missed the face in 3 tries while Seedance got it on the first.", "quote": "Kling looks like a serious downgrade here. It couldn’t get the face right in any of my 3 attempts.", "flags": [], "proof_score": 139, "source": {"url": "https://x.com/YourAlphaMom/status/2116635769729323171", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-31", "likes": 71, "bookmarks": 95, "views": 8773}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 121, "type": "check", "value": 3, "advice": "Check that the model mode you pick accepts your references, because not every model supports the same controls.", "quote": "not every model supports the same controls, so choose the mode that accepts your references.", "flags": [], "proof_score": 1767, "source": {"url": "https://x.com/k1rallik/status/2107144164286578836", "author": "@k1rallik", "followers": 25994, "date": "2026-10-05", "likes": 794, "bookmarks": 1236, "views": 133839}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 122, "type": "tool", "value": 3, "advice": "Seedance 2.5 is said to accept up to 50 reference images, videos and audio in one generation.", "quote": "accepts up to 50 reference assets (images, videos and audio) all in one generation", "flags": ["unverified_claim"], "proof_score": 1907, "source": {"url": "https://x.com/maxxmalist/status/2083951871069487592", "author": "@maxxmalist", "followers": 34045, "date": "2026-08-02", "likes": 878, "bookmarks": 1371, "views": 97242}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 123, "type": "tool", "value": 4, "advice": "Make the reference image on nano_banana_2_1 and the identity-keeping video on kling_v3_pro_reference_to_video or seedance_2_5.", "quote": "reference-image generation on [`nano_banana_2_1`](https://varg.ai/models/nano_banana_2_1.md), identity-keeping video on [`kling_v3_pro_reference_to_video`]", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/keep-a-character-consistent-in-ai-video", "card": "How to keep a character consistent in AI video", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/varg-character-design", "card": "Character Design", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-character-design", "license": "MIT"}, {"url": "https://x.com/XFreeze/status/2081976824687473034", "author": "@XFreeze", "followers": 295105, "date": "2026-07-28", "likes": 759, "bookmarks": 144, "views": 25538}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 124, "type": "tool", "value": 4, "advice": "For swaps use kling_v3_pro_motion_control or minimax_h3_max_recast (up to four photos), and quote estimate_cost first.", "quote": "or [`minimax_h3_max_recast`](https://varg.ai/models/minimax_h3_max_recast.md) (swap the people in a 5–30 s video for people from up to four photos)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/swap-your-character-into-a-video", "card": "How to swap your character into a video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/dextune/status/2116953668436066703", "author": "@dextune", "followers": 1194, "date": "2026-11-01", "likes": 229, "bookmarks": 319, "views": 10507}, {"url": "https://x.com/Forhanvv/status/2104521271442870489", "author": "@Forhanvv", "followers": 10515, "date": "2026-09-28", "likes": 850, "bookmarks": 1269, "views": 57255}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 125, "type": "check", "value": 3, "advice": "Test candidate character sheets on shots where the camera moves and keep the one that holds.", "quote": "and 99% of them don't hold when the camera actually moves.", "flags": ["promo"], "proof_score": 1621, "source": {"url": "https://x.com/invideoOfficial/status/2072712617651826842", "author": "@invideoOfficial", "followers": 37892, "date": "2026-07-02", "likes": 772, "bookmarks": 998, "views": 237391}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 126, "type": "technique", "value": 3, "advice": "Lock each win (composition, angle, performance) in as an image or reference before asking for the next, and regenerate only what is wrong.", "quote": "each one in as an image or a reference before asking the model for the next.", "flags": [], "proof_score": 50, "source": {"url": "https://x.com/PJaccetturo/status/2116160709180723486", "author": "@PJaccetturo", "followers": 101079, "date": "2026-10-30", "likes": 27, "bookmarks": 28, "views": 8001}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 127, "type": "data_stream", "value": 3, "advice": "Check the AA-Video-I2V benchmark to pick models that keep the people, objects and setting of the start image consistent.", "quote": "A strong model keeps the people, objects and setting of the starting image consistent while delivering the motion, camera work and sound the prompt asks for.", "flags": [], "proof_score": 137, "source": {"url": "https://x.com/ArtificialAnlys/status/2115483562921304316", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-28", "likes": 176, "bookmarks": 25, "views": 23994}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 128, "type": "technique", "value": 5, "advice": "Before image-to-3D, redraw each image as a clean front-facing A-pose sheet that keeps the exact design; action poses and busy backgrounds break meshes.", "quote": "each image is first redrawn as a clean, front-facing A-pose sheet that keeps the exact design, because action poses and busy backgrounds are what break most meshes", "flags": [], "proof_score": 652, "source": {"url": "https://x.com/bonsaixbt/status/2116668827207364645", "author": "@bonsaixbt", "followers": 2493, "date": "2026-10-31", "likes": 320, "bookmarks": 473, "views": 19203}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 129, "type": "tool", "value": 3, "advice": "Feed the A-pose sheet to an image-to-3D model: hosted Meshy or Tripo, or open TRELLIS.2 or Hunyuan3D.", "quote": "the sheet goes into an image-to-3D model, hosted like Meshy or Tripo, or open like TRELLIS.2 and Hunyuan3D if you have a strong", "flags": [], "proof_score": 652, "source": {"url": "https://x.com/bonsaixbt/status/2116668827207364645", "author": "@bonsaixbt", "followers": 2493, "date": "2026-10-31", "likes": 320, "bookmarks": 473, "views": 19203}, "also": [{"url": "https://x.com/Catriel_Mamani/status/2116885014876995972", "author": "@Catriel_Mamani", "followers": 963, "date": "2026-11-01", "likes": 921, "bookmarks": 980, "views": 48566}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 130, "type": "technique", "value": 4, "advice": "Use the sheet's front, side and back views as the proportion blueprint for a code-built 3D model so the silhouette matches the drawing.", "quote": "Claude uses the front, side and back views as the blueprint for proportions, so the head, hoodie and baggy cargo pants keep the same silhouette as the drawing", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/bonsaixbt/status/2116633195794067826", "author": "@bonsaixbt", "followers": 2493, "date": "2026-10-31", "likes": 60, "bookmarks": 47, "views": 3169}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 131, "type": "rule", "value": 4, "advice": "Get the silhouette right before any detail: block out proportions first, then body, face and hair, then small details and materials.", "quote": "get the silhouette right before any detail", "flags": [], "proof_score": 641, "source": {"url": "https://x.com/rewind02/status/2116209421848064265", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 323, "bookmarks": 438, "views": 41707}, "also": [{"url": "https://x.com/bonsaixbt/status/2116633195794067826", "author": "@bonsaixbt", "followers": 2493, "date": "2026-10-31", "likes": 60, "bookmarks": 47, "views": 3169}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 132, "type": "check", "value": 4, "advice": "Inspect the model for seams and overlaps, then compare its front and side views against the reference views.", "quote": "step 8: inspect the mesh for seams and overlaps, then compare front and side views with the reference", "flags": [], "proof_score": 641, "source": {"url": "https://x.com/rewind02/status/2116209421848064265", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 323, "bookmarks": 438, "views": 41707}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 133, "type": "prompt", "value": 3, "advice": "Prompt a 3D rebuild by naming the details to preserve, e.g. swept hair and side braid, red cape, ivory tunic, dark boots.", "quote": "reconstruct this character in 3d. preserve the swept hair and side braid, red cape, ivory tunic and dark boots", "flags": [], "proof_score": 641, "source": {"url": "https://x.com/rewind02/status/2116209421848064265", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 323, "bookmarks": 438, "views": 41707}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 134, "type": "check", "value": 4, "advice": "Build a review scene (neutral floor, fixed camera, concept art pinned in a corner, clip name and number) and list what looks off before fixing.", "quote": "step 6: build a review scene: neutral floor, fixed camera, the concept art pinned in the corner, clip name and number on screen (1/23)", "flags": [], "proof_score": 1115, "source": {"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 135, "type": "technique", "value": 3, "advice": "Rig in a separate pass with extra bones for cloaks and braids.", "quote": "step 3: rig it in a separate pass, with extra bones for the cloak and the braid", "flags": [], "proof_score": 1115, "source": {"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 136, "type": "tool", "value": 3, "advice": "StableGen in Blender textures a model view by view, each view using earlier ones as reference, so the texture stays consistent all round.", "quote": "Each view uses the earlier ones as reference, so the texture stays consistent all the way round", "flags": [], "proof_score": 191, "source": {"url": "https://x.com/doodi_dev/status/2117440376089010336", "author": "@doodi_dev", "followers": 230, "date": "2026-11-03", "likes": 104, "bookmarks": 134, "views": 4809}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 137, "type": "skill", "value": 3, "advice": "Scenario's open-source 3D OS gives a coding agent skills for character and creature design, image-to-3D and hard-surface vehicles and weapons, handing work from one stage to the next.", "quote": "Each department passes its work to the next, taking one sketch all the way to a game-ready asset.", "flags": [], "proof_score": 2241, "source": {"url": "https://x.com/Scenario_gg/status/2117273548217524720", "author": "@Scenario_gg", "followers": 23292, "date": "2026-11-02", "likes": 1047, "bookmarks": 1658, "views": 59912}, "also": [{"url": "https://x.com/emmanuel_2m/status/2116188727579918358", "author": "@emmanuel_2m", "followers": 62310, "date": "2026-10-30", "likes": 3105, "bookmarks": 5541, "views": 192101}, {"url": "https://x.com/DataChaz/status/2116318684893663241", "author": "@DataChaz", "followers": 183041, "date": "2026-10-30", "likes": 109, "bookmarks": 187, "views": 11790}, {"url": "https://x.com/Scenario_gg/status/2117287876979216411", "author": "@Scenario_gg", "followers": 23292, "date": "2026-11-02", "likes": 1047, "bookmarks": 1658, "views": 59912}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 138, "type": "warning", "value": 3, "advice": "Align rest poses before retargeting mocap onto a character, or arms go through the body.", "quote": "align rest poses before retargeting mocap, or arms go through the body", "flags": [], "proof_score": 473, "source": {"url": "https://x.com/Y0urDumble/status/2117030430507401326", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-01", "likes": 261, "bookmarks": 328, "views": 14081}, "also": [{"url": "https://x.com/Y0urDumble/status/2116341413755453670", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-31", "likes": 335, "bookmarks": 641, "views": 26105}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 139, "type": "technique", "value": 3, "advice": "For fully consistent cartoon characters, render them in code (three.js and Remotion) instead of with an AI video generator.", "quote": "Everything is rendered in code with three.js and Remotion, so every shot is consistent and editable.", "flags": [], "proof_score": 1184, "source": {"url": "https://x.com/RoundtableSpace/status/2117236532482396349", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-02", "likes": 533, "bookmarks": 849, "views": 68917}, "also": [{"url": "https://x.com/Y0urDumble/status/2115193601458151552", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-27", "likes": 1249, "bookmarks": 2396, "views": 79694}, {"url": "https://varg.ai/how-to/component/hf.lottie-character-walk", "card": "Lottie Character Walk", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/blocks/lottie-character-walk", "license": "Apache-2.0"}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 140, "type": "prompt", "value": 3, "advice": "Turn a character render into a 4x4 pixel-art combat sprite sheet with a two-line prompt.", "quote": "a two-line prompt turns a character render into a game-ready 16-frame fight animation", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2097423580229521849", "card": "Any character to a 4x4 pixel-art combat sprite sheet", "kind": "prompt", "publisher": "8co28", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/fal-gamedev", "card": "fal Game Dev", "kind": "skill", "publisher": "fal", "installs": 380, "stars": 256, "source_post_stats": null, "repo": "https://github.com/fal-ai-community/skills/tree/main/skills/fal-gamedev", "license": "MIT"}, {"url": "https://x.com/hakimieiqbal/status/2115777480745250973", "author": "@hakimieiqbal", "followers": 2614, "date": "2026-10-29", "likes": 558, "bookmarks": 688, "views": 25562}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 141, "type": "data_stream", "value": 3, "advice": "Find a strange character look on Pinterest and turn it into a character sheet with ChatGPT.", "quote": "find a strange character on pinterest, turn it into a character sheet with chatgpt.", "flags": [], "proof_score": 2393, "source": {"url": "https://x.com/sairahul1/status/2107114837872664744", "author": "@sairahul1", "followers": 149706, "date": "2026-10-05", "likes": 1141, "bookmarks": 1704, "views": 118797}, "also": [{"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 142, "type": "data_stream", "value": 3, "advice": "Install BlenderKit for 140K+ free models, materials and HDRIs, and have the agent run a test search before building props and sets.", "quote": "Install BlenderKit (Edit > Preferences > Install from Disk) for 140K+ free models, materials and HDRIs.", "flags": [], "proof_score": 1460, "source": {"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 143, "type": "data_stream", "value": 2, "advice": "Pull CC0 HDRIs, textures and models from Poly Haven.", "quote": "Poly Haven supplies CC0 HDRIs, textures and model", "flags": [], "proof_score": 352, "source": {"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}, "also": [{"url": "https://x.com/beamnxw/status/2113275303808160226", "author": "@beamnxw", "followers": 14694, "date": "2026-10-22", "likes": 881, "bookmarks": 1194, "views": 69200}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 144, "type": "data_stream", "value": 3, "advice": "To design an original exaggerated cast, describe facial geometry, hairstyle, wardrobe, expression and lighting; Krea 2 OpenCast ships 18 exact prompts and seeds to start from.", "quote": "Design an original cast: Describe facial geometry, hairstyle, wardrobe, expression, and lighting to create fictional human or dressed animal characters.", "flags": [], "proof_score": 133, "source": {"url": "https://x.com/ModelScope2022/status/2117095944407667182", "author": "@ModelScope2022", "followers": 16783, "date": "2026-11-02", "likes": 67, "bookmarks": 93, "views": 6571}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 145, "type": "data_stream", "value": 3, "advice": "Pick a ready-made varg character by look and genre and pass its reference image as the first file (@image1).", "quote": "Pick one by look and genre, then pass it as the first file (the prompt says @image1 for video).", "flags": [], "proof_score": 0, "source": {"url": null, "card": "How to pick a varg character", "kind": "how_to", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 146, "type": "technique", "value": 4, "advice": "Generate the character's reference as a full-body shot that includes clothing and surroundings; it gives context for consistent images and videos.", "quote": "Pro Tip: Generate a full-body shot including clothing and surroundings! This provides helpful context for consistent generation across images and videos.", "flags": [], "proof_score": 767, "source": {"url": "https://x.com/FlowbyGoogle/status/2115828293291388990", "author": "@FlowbyGoogle", "followers": 75655, "date": "2026-10-29", "likes": 493, "bookmarks": 492, "views": 28032}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 147, "type": "tool", "value": 3, "advice": "In Google Flow, create a named Character from a prompt or reference photo, pick its voice, and add it to scenes by typing @.", "quote": "Click the Character button, prompt their look (or upload a reference photo), and give them a name.", "flags": [], "proof_score": 767, "source": {"url": "https://x.com/FlowbyGoogle/status/2115828293291388990", "author": "@FlowbyGoogle", "followers": 75655, "date": "2026-10-29", "likes": 493, "bookmarks": 492, "views": 28032}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 148, "type": "technique", "value": 4, "advice": "Show the character holding or using the same main prop from the reference in the sheet's main view, and add prop and equipment callouts.", "quote": "Character holding/using the same main prop or object if present in the reference", "flags": [], "proof_score": 460, "source": {"url": "https://x.com/meAsifAi/status/2099828931889144192", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-15", "likes": 285, "bookmarks": 306, "views": 11917}, "also": [{"url": "https://x.com/MissDelulu9/status/2076276747038060849", "author": "@MissDelulu9", "followers": 14729, "date": "2026-07-12", "likes": 205, "bookmarks": 135, "views": 8855}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 149, "type": "technique", "value": 4, "advice": "Add costume close-ups (collar, sleeves, embroidery, fabric texture, boots, gloves, jewelry, belts), material studies and a vertical colour palette strip to the sheet.", "quote": "(collar, sleeves, embroidery, fabric texture, accessories, boots, gloves, jewelry, belts), prop and equipment callouts, hairstyle details from different angles, material studies, and a vertical color palette strip", "flags": [], "proof_score": 246, "source": {"url": "https://x.com/MissDelulu9/status/2076276747038060849", "author": "@MissDelulu9", "followers": 14729, "date": "2026-07-12", "likes": 205, "bookmarks": 135, "views": 8855}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2101842206101561357", "card": "You as a bespoke kimono: front/back lookbook with notes", "kind": "prompt", "publisher": "usahwhip", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 150, "type": "prompt", "value": 4, "advice": "Make a location identity board from the environment reference, with name and atmosphere label, never altering its architecture, layout, palette or materials, so shots stop repeating.", "quote": "WORLD/PLACE: identify and derive the environment/set from @.REF.  give its NAME and ATMOSPHERE label; never alter its real architecture, layout, palette or materials.", "flags": [], "proof_score": 710, "source": {"url": "https://x.com/AleRVG/status/2066871328263574014", "author": "@AleRVG", "followers": 18547, "date": "2026-06-16", "likes": 336, "bookmarks": 523, "views": 18936}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 151, "type": "technique", "value": 3, "advice": "Keep each location study on its own in-world backdrop instead of isolating it on flat white, and skip the plain blueprint or floor-plan sheet.", "quote": "Each study keeps its own in-world backdrop/painted sky as in the source — do NOT isolate scenes on flat white.", "flags": [], "proof_score": 710, "source": {"url": "https://x.com/AleRVG/status/2066871328263574014", "author": "@AleRVG", "followers": 18547, "date": "2026-06-16", "likes": 336, "bookmarks": 523, "views": 18936}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 152, "type": "technique", "value": 4, "advice": "Make a location plate for each set and describe its fixed layout (which shelves left and right, where the counter sits) and its lighting.", "quote": "Store = provision store location plate (narrow aisle, sauce shelves left, snack shelves right, wooden counter + POS near glass entrance, paper bags under counter, warm practical + cool daylight).", "flags": [], "proof_score": 376, "source": {"url": "https://x.com/abulu8/status/2105276844173840851", "author": "@abulu8", "followers": 5176, "date": "2026-09-30", "likes": 200, "bookmarks": 204, "views": 71900}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2116728095323677043", "card": "Animal-knight fantasy short with dialogue, 21:9", "kind": "prompt", "publisher": "zzhan8", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 153, "type": "technique", "value": 4, "advice": "Give the hero object its own reference image and slot (image 3 = the sunglasses), and map references by their actual upload order.", "quote": "REFERENCE @IMAGE3 = HERO OBJECT. Use the THIRD uploaded reference image of the sunglasses.", "flags": [], "proof_score": 186, "source": {"url": "https://x.com/oggii_0/status/2095410797837226221", "author": "@oggii_0", "followers": 18349, "date": "2026-09-03", "likes": 167, "bookmarks": 83, "views": 19342}, "also": [{"url": "https://x.com/tokyo_Valentine/status/2115783746083602528", "author": "@tokyo_Valentine", "followers": 11032, "date": "2026-10-29", "likes": 21, "bookmarks": 28, "views": 1128}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 154, "type": "technique", "value": 4, "advice": "For a hero vehicle reference, name the parts to preserve: silhouette, front blades, wheels, lights and weapon mounts.", "quote": "Reference 1: HERO CAR — red-and-black HT-768 KURENAI. Preserve its low armored silhouette, horn-like front blades, wheels, red illumination and existing weapon mounts.", "flags": [], "proof_score": 40, "source": {"url": "https://x.com/tokyo_Valentine/status/2115783746083602528", "author": "@tokyo_Valentine", "followers": 11032, "date": "2026-10-29", "likes": 21, "bookmarks": 28, "views": 1128}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 155, "type": "rule", "value": 4, "advice": "Keep the locked style and identity blocks identical and paste them verbatim into every single clip prompt.", "quote": "locked blocks, paste verbatim into every single clip", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2086118407708250149", "card": "Whiteboard explainer ad, 9 clips chained by last frame", "kind": "prompt", "publisher": "ladprofit", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/sandmrk/status/2116859571301941453", "author": "@sandmrk", "followers": 10218, "date": "2026-11-01", "likes": 43, "bookmarks": 18, "views": 2378}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 156, "type": "technique", "value": 4, "advice": "Make the hero, partner and location stills first and label each reference in the prompt as 'look only' or 'set only'.", "quote": "Refs (make first with gpt_image_2_5): @hero_sheet = {HERO: e.g. shepherd-dog knight, tan and black fur, worn leather armour} look only.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116728095323677043", "card": "Animal-knight fantasy short with dialogue, 21:9", "kind": "prompt", "publisher": "zzhan8", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 157, "type": "technique", "value": 4, "advice": "List every recurring prop and set element next to the character in the consistency line (bicycle, clothes, soda bottle, river, train) and forbid added characters.", "quote": "Keep the girl, bicycle, clothes, soda bottle, rice fields, river, train, and sunlight consistent throughout.", "flags": [], "proof_score": 532, "source": {"url": "https://x.com/HeyAbhishek/status/2115429480793874676", "author": "@HeyAbhishek", "followers": 111373, "date": "2026-10-28", "likes": 330, "bookmarks": 347, "views": 20004}, "also": [{"url": "https://x.com/HeyAbhishek/status/2115429427790450969", "author": "@HeyAbhishek", "followers": 111373, "date": "2026-10-28", "likes": 14, "bookmarks": 20, "views": 1795}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 158, "type": "technique", "value": 3, "advice": "Put the character design sheet and the storyboard on one combined development board and upload it as the video reference.", "quote": "The output must be one combined image with 2 sections:", "flags": [], "proof_score": 29, "source": {"url": "https://x.com/HeyAbhishek/status/2115429427790450969", "author": "@HeyAbhishek", "followers": 111373, "date": "2026-10-28", "likes": 14, "bookmarks": 20, "views": 1795}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 159, "type": "prompt", "value": 3, "advice": "Make a one-page production board with character references, environment design, prop details, lighting notes and visual continuity instructions.", "quote": "with character references, environment design, route map, numbered cinematic story panels, lighting notes, mood notes, prop details, and visual continuity instructions.", "flags": [], "proof_score": 765, "source": {"url": "https://x.com/IamEmily2050/status/2059100624256729250", "author": "@IamEmily2050", "followers": 49235, "date": "2026-05-26", "likes": 452, "bookmarks": 510, "views": 28722}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 160, "type": "warning", "value": 3, "advice": "Expect prop interaction to be one of the hardest things for current video models, and direct around it.", "quote": "2. Prop interaction is really hard.", "flags": [], "proof_score": 156, "source": {"url": "https://x.com/JoshDaws/status/2065204820944765167", "author": "@JoshDaws", "followers": 41979, "date": "2026-06-11", "likes": 156, "bookmarks": 69, "views": 8540}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 161, "type": "warning", "value": 3, "advice": "Do not count on the model to age a character believably over time; it is very difficult.", "quote": "5. Aging a character believably over time is very difficult.", "flags": [], "proof_score": 156, "source": {"url": "https://x.com/JoshDaws/status/2065204820944765167", "author": "@JoshDaws", "followers": 41979, "date": "2026-06-11", "likes": 156, "bookmarks": 69, "views": 8540}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 162, "type": "warning", "value": 4, "advice": "Check crowd shots for clones: models often fail to invent believable background people and duplicate the main character.", "quote": "The model often struggles to invent believable background people and starts duplicating the main character.", "flags": [], "proof_score": 156, "source": {"url": "https://x.com/JoshDaws/status/2065204820944765167", "author": "@JoshDaws", "followers": 41979, "date": "2026-06-11", "likes": 156, "bookmarks": 69, "views": 8540}, "also": [{"url": "https://x.com/Ciri_ai/status/2117143506443784677", "author": "@Ciri_ai", "followers": 11908, "date": "2026-11-02", "likes": 233, "bookmarks": 31, "views": 30457}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 163, "type": "data_stream", "value": 3, "advice": "Use the free AI Pose Gallery (288 full-body poses, 1,400+ multi-view references incl. front, side, low and high angles) to lock poses.", "quote": "收录了 288 种全身姿势与 1400 多个高精多视角参考图，涵盖正面、侧面、仰视、俯视等丰富机位，精准锁定模型姿态。", "flags": [], "proof_score": 649, "source": {"url": "https://x.com/KOF97AI/status/2117141121159815606", "author": "@KOF97AI", "followers": 6850, "date": "2026-11-02", "likes": 357, "bookmarks": 441, "views": 29428}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 164, "type": "data_stream", "value": 3, "advice": "Pull model-free outfit references by season and style (casual, evening wear, swimwear, accessories) from the AI Costume Gallery to get clean garment structure.", "quote": "专为无模特服装参考设计，分季整理春夏秋冬四季便服、晚礼服、泳装等各类风格与配饰，直接提取纯净服装结构。", "flags": [], "proof_score": 649, "source": {"url": "https://x.com/KOF97AI/status/2117141121159815606", "author": "@KOF97AI", "followers": 6850, "date": "2026-11-02", "likes": 357, "bookmarks": 441, "views": 29428}, "also": [{"url": "https://x.com/uRMS7Vm26qqEE5J/status/2075148902437937622", "author": "@uRMS7Vm26qqEE5J", "followers": 3585, "date": "2026-07-09", "likes": 164, "bookmarks": 80, "views": 10100}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 165, "type": "check", "value": 4, "advice": "After image-to-3D, check the back, bottom and thin parts (wings, horns, handles) of every result, not only the front.", "quote": "Most image-to-3D models get judged by how the front looks, so the back, the bottom and thin parts like wings, horns and handles often come out blobby, broken or missing.", "flags": [], "proof_score": 47, "source": {"url": "https://x.com/rohanpaul_ai/status/2115056684796407835", "author": "@rohanpaul_ai", "followers": 160724, "date": "2026-10-27", "likes": 30, "bookmarks": 27, "views": 5427}, "also": [{"url": "https://x.com/rohanpaul_ai/status/2115056690018271256", "author": "@rohanpaul_ai", "followers": 160724, "date": "2026-10-27", "likes": 30, "bookmarks": 27, "views": 5427}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 166, "type": "tool", "value": 3, "advice": "Hi3D v1.0 is an open image-to-3D model, free for commercial use, that sharpens a coarse mesh from another model in three passes.", "quote": "Hi3D v1.0 takes the image plus a rough draft shape (a “coarse mesh” from another model) and sharpens it in 3 passes, at 512, 1024 and 1536 resolution.", "flags": [], "proof_score": 47, "source": {"url": "https://x.com/rohanpaul_ai/status/2115056684796407835", "author": "@rohanpaul_ai", "followers": 160724, "date": "2026-10-27", "likes": 30, "bookmarks": 27, "views": 5427}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 167, "type": "technique", "value": 3, "advice": "If a generated shot shows the wrong or old packaging, edit only that segment with a reference image of the new pack and keep the scene.", "quote": "Reveal shows the old packaging? Select that segment and use AI Edit with a reference image of the new pack.", "flags": ["promo"], "proof_score": 283, "source": {"url": "https://x.com/AiWithBDN/status/2115656640599097676", "author": "@AiWithBDN", "followers": 154416, "date": "2026-10-29", "likes": 297, "bookmarks": 12, "views": 122620}, "also": [{"url": "https://x.com/Origin_AI_01/status/2115504587415400812", "author": "@Origin_AI_01", "followers": 10866, "date": "2026-10-28", "likes": 274, "bookmarks": 64, "views": 53189}], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 168, "type": "tool", "value": 3, "advice": "Use Nano Banana 2 when an image edit needs many references; it accepts up to 14 reference images.", "quote": "Generate and edit images with Nano Banana 2, with up to 14 reference images and search grounding.", "flags": [], "proof_score": 391, "source": {"url": "https://varg.ai/how-to/skills/inference-sh-nano-banana-2", "card": "Nano Banana 2", "kind": "skill", "publisher": "inference.sh", "installs": 7, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/image/nano-banana-2", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 169, "type": "data_stream", "value": 2, "advice": "Copy prompts from two open Nano Banana Pro prompt libraries organized by look, with example outputs.", "quote": "Two open prompt libraries for Nano Banana Pro, organized by look, with example outputs to copy from.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/nano-banana-pro-prompt-libraries", "card": "How to find Nano Banana Pro prompts for AI images", "kind": "skill", "publisher": "YouMind OpenLab", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/YouMind-OpenLab/awesome-nano-banana-pro-prompts", "license": "CC-BY-4.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "05", "step_name": "Characters, props, details", "n": 170, "type": "skill", "value": 3, "advice": "Use a director skill that writes an asset plan and continuity checks before the Seedance storyboard groups.", "quote": "Codex director skills: episodes, asset plan, 25–30 s Seedance 2.5 storyboard groups, performance, continuity checks and per-shot sound.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/comic-drama-director-seedance-25", "card": "Turn a Script into Seedance 2.5 Storyboard Prompts for Comic Dramas", "kind": "skill", "publisher": "djyy1031", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/djyy1031/ai-comic-drama-director-skills/tree/main/skills/make-ai-comic-drama", "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/xianxia-cinematic-video-director", "card": "Direct Eastern Xianxia Fantasy Video Shot by Shot", "kind": "skill", "publisher": "liyue-aigc", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/liyue-aigc/xianxia-cinematic-video-director/tree/main/xianxia-cinematic-video-director", "license": null}, {"url": "https://varg.ai/how-to/skills/idea-to-ai-short-drama-series", "card": "Turn One Idea into an AI Short Drama Series", "kind": "skill", "publisher": "HITsz-TMG", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/HITsz-TMG/VideoClaw/tree/main/video-claw", "license": null}, {"url": "https://varg.ai/how-to/skills/localminidrama-desktop-short-drama", "card": "Open-Source Desktop AI Short Drama Maker That Keeps Data Local", "kind": "skill", "publisher": "xuanyustudio", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/xuanyustudio/LocalMiniDrama", "license": null}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 1, "type": "technique", "value": 5, "advice": "Solve the scene in a previz first: test staging, timing and camera movement before you ever touch the video model.", "quote": "You can experiment with staging, timing, and camera movement before you ever touch the video model.", "flags": [], "proof_score": 2202, "source": {"url": "https://x.com/reidhannaford/status/2071595581508563168", "author": "@reidhannaford", "followers": 3398, "date": "2026-06-29", "likes": 1625, "bookmarks": 1160, "views": 229667}, "also": [{"url": "https://x.com/NEXUS_TO_NOVA/status/2117632582514864494", "author": "@NEXUS_TO_NOVA", "followers": 31066, "date": "2026-11-03", "likes": 25, "bookmarks": 7, "views": 1008}, {"url": "https://x.com/deweytn/status/2106499269322559970", "author": "@deweytn", "followers": 308, "date": "2026-10-03", "likes": 1153, "bookmarks": 1002, "views": 73946}, {"url": "https://varg.ai/how-to/skills/varg-previz", "card": "Previz to Seedance", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-previz", "license": "MIT"}, {"url": "https://varg.ai/how-to/skills/want-previs-animated-story-ad", "card": "3D Previs to Animated Story Ad", "kind": "skill", "publisher": "Pounds", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://x.com/pounddz/status/2104298509566693635", "license": null}, {"url": "https://x.com/pounddz/status/2104298509566693635", "author": "@pounddz", "followers": 14230, "date": "2026-09-27", "likes": 1783, "bookmarks": 2915, "views": 194376}, {"url": "https://x.com/higgsfield_ai/status/2095141451583963229", "author": "@higgsfield_ai", "followers": 253288, "date": "2026-09-02", "likes": 1202, "bookmarks": 941, "views": 73901}, {"url": "https://x.com/reidhannaford/status/2071956990847295855", "author": "@reidhannaford", "followers": 3398, "date": "2026-06-30", "likes": 352, "bookmarks": 260, "views": 17790}, {"url": "https://x.com/budgetpixel/status/2115193550069453053", "author": "@budgetpixel", "followers": 2997, "date": "2026-10-27", "likes": 305, "bookmarks": 37, "views": 64427}], "top10_rank": 3, "top3": true}
{"step": "06", "step_name": "Blockout in code", "n": 2, "type": "technique", "value": 5, "advice": "In the previz, fix where every character stands, which direction each one faces and where the camera goes.", "quote": "work out where everyone stands, which direction they face and where the camera goes", "flags": [], "proof_score": 21, "source": {"url": "https://x.com/NEXUS_TO_NOVA/status/2117632582514864494", "author": "@NEXUS_TO_NOVA", "followers": 31066, "date": "2026-11-03", "likes": 25, "bookmarks": 7, "views": 1008}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 3, "type": "technique", "value": 5, "advice": "Take the previz visual plan into the video model together with your character references.", "quote": "take that visual plan into Seedance alongside your character references", "flags": [], "proof_score": 21, "source": {"url": "https://x.com/NEXUS_TO_NOVA/status/2117632582514864494", "author": "@NEXUS_TO_NOVA", "followers": 31066, "date": "2026-11-03", "likes": 25, "bookmarks": 7, "views": 1008}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 4, "type": "check", "value": 4, "advice": "After generation, check whether the video model actually followed the previz layout; the previz is a layout to work from, not a guarantee.", "quote": "the previz gives you a layout to work from. you still need to check whether Seedance follows it", "flags": [], "proof_score": 21, "source": {"url": "https://x.com/NEXUS_TO_NOVA/status/2117632582514864494", "author": "@NEXUS_TO_NOVA", "followers": 31066, "date": "2026-11-03", "likes": 25, "bookmarks": 7, "views": 1008}, "also": [{"url": "https://x.com/reidhannaford/status/2071595581508563168", "author": "@reidhannaford", "followers": 3398, "date": "2026-06-29", "likes": 1625, "bookmarks": 1160, "views": 229667}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 5, "type": "warning", "value": 3, "advice": "If a shot keeps failing, stop spending credits on the same approach and step back to find another way.", "quote": "if the video keeps failing, stop spending credits on the same approach", "flags": [], "proof_score": 21, "source": {"url": "https://x.com/NEXUS_TO_NOVA/status/2117632582514864494", "author": "@NEXUS_TO_NOVA", "followers": 31066, "date": "2026-11-03", "likes": 25, "bookmarks": 7, "views": 1008}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 6, "type": "technique", "value": 5, "advice": "Build a 3D previz, then have the video model render the final shots from it so the motion and camera control are preserved.", "quote": "He created a 3D previz and then had Seedance render the actual anime - with the motion and camera control preserved!", "flags": [], "proof_score": 7256, "source": {"url": "https://x.com/venturetwins/status/2069809200788799582", "author": "@venturetwins", "followers": 249386, "date": "2026-06-24", "likes": 6074, "bookmarks": 3486, "views": 732503}, "also": [{"url": "https://x.com/steftranquillin/status/2117005090422710731", "author": "@steftranquillin", "followers": 1237, "date": "2026-11-01", "likes": 75, "bookmarks": 83, "views": 5199}, {"url": "https://x.com/pounddz/status/2104298509566693635", "author": "@pounddz", "followers": 14230, "date": "2026-09-27", "likes": 1783, "bookmarks": 2915, "views": 194376}, {"url": "https://varg.ai/how-to/skills/want-previs-animated-story-ad", "card": "3D Previs to Animated Story Ad", "kind": "skill", "publisher": "Pounds", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://x.com/pounddz/status/2104298509566693635", "license": null}], "top10_rank": 2, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 7, "type": "skill", "value": 5, "advice": "Render a Blender greybox clip and feed it as Seedance's video reference to control camera and cut timing.", "quote": "A Blender greybox clip drives Seedance 2.5's video reference: 7 shots, 6 hard cuts landing within 0.07 s of plan.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/blender-greybox-ai-video-cuts", "card": "Control AI Video Cuts and Camera With a Blender Greybox", "kind": "skill", "publisher": "7ohnson", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/7ohnson/VLM-Generation-Harness", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 8, "type": "skill", "value": 5, "advice": "Block the set, cast and camera in a browser greybox, then give the video model a first frame, a reference clip and a prompt for each shot.", "quote": "Block the set, cast and camera in a browser greybox, then hand Seedance a first frame, reference clip and prompt per shot.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/cozyclay-previs", "card": "Open-Source Previs Studio for AI Video Camera Control", "kind": "skill", "publisher": "NomaDamas", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/NomaDamas/CozyClay", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 9, "type": "skill", "value": 4, "advice": "Use ComfyUI scene-camera nodes to build a 3D blockout set, act it with WASD, cut live cameras and export a 720p reference clip.", "quote": "ComfyUI nodes: build a 3D blockout set, act it with WASD, cut live cameras and export a 720p reference clip for Seedance or MiniMax H3.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/comfyui-scene-camera-action", "card": "Playable 3D Previz for Seedance Reference Video in ComfyUI", "kind": "skill", "publisher": "arturitu", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/arturitu/ComfyUI-scene-camera-action", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 10, "type": "skill", "value": 5, "advice": "Make a three.js grey-box previz of every shot (auto cameras from storyboard words, posable mannequin), then run one Seedance video-to-video pass per scene.", "quote": "A three.js grey-box previz of every shot on the timeline — auto cameras from storyboard words, a posable mannequin — then one Seedance 2.5 video-to-video run per scene.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/varg.previz", "card": "varg Previz", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/varg-previz", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/varg-previz", "card": "Previz to Seedance", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-previz", "license": "MIT"}, {"url": "https://varg.ai/how-to/make-an-ai-short-film", "card": "How to make an AI short film", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 11, "type": "rule", "value": 3, "advice": "Pick the best video model for each shot and estimate the cost of the whole film before generating.", "quote": "so each shot can use the best one; estimate the film before generating.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-an-ai-short-film", "card": "How to make an AI short film", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 12, "type": "rule", "value": 3, "advice": "Write the script and shot plan and show both to the person before spending anything on generation.", "quote": "Then write a 55-65 s script and a shot plan, and show me both before you spend anything.", "flags": [], "proof_score": 2957, "source": {"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, "also": [{"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}, {"url": "https://varg.ai/how-to/skills/dlazy-image-storyboard", "card": "dLazy Image Storyboard", "kind": "skill", "publisher": "dlazyai", "installs": 69, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-image-storyboard", "license": "unknown"}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 13, "type": "prompt", "value": 5, "advice": "Use a Blender previz video as the camera-path reference to steer a complex one-take camera move in the video model.", "quote": "the clearest public recipe for steering a complex camera move with a 3D previz video", "flags": [], "proof_score": 1308, "source": {"url": "https://varg.ai/how-to/prompts/x-2105285283298115670", "card": "Blender previz as the camera path: a 15 s one-take pull-back", "kind": "prompt", "publisher": "PJaccetturo", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 1225, "views": 83000}, "repo": null, "license": null}, "also": [], "top10_rank": 8, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 14, "type": "prompt", "value": 4, "advice": "Convert a reference clip into a matte grey clay 'white model' via video-to-video (works on cheaper MiniMax H3 too) to get a previz keeping every beat and camera move.", "quote": "convert [the subject to convert] into a 3D white model, perfectly replicating each subject's position, movement, rhythm hits, motion path and camera composition from the original video", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2102984305924559272", "card": "Turn any clip into a gray clay motion model for previz", "kind": "prompt", "publisher": "GeekCatX", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 15, "type": "technique", "value": 5, "advice": "Feed the video model a depth map instead of raw footage as the motion reference, so motion is the only thing left to interpret.", "quote": "Feed it a depth map and there's nothing left to interpret but the motion.", "flags": [], "proof_score": 1334, "source": {"url": "https://x.com/NexlowX/status/2094494202587398616", "author": "@NexlowX", "followers": 1536, "date": "2026-08-31", "likes": 691, "bookmarks": 868, "views": 120534}, "also": [{"url": "https://x.com/MrLarus/status/2079958982093922646", "author": "@MrLarus", "followers": 42007, "date": "2026-07-22", "likes": 793, "bookmarks": 804, "views": 120554}], "top10_rank": 7, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 16, "type": "technique", "value": 4, "advice": "Lock the character reference first, then pass the depth map as motion reference and the character sheet as identity reference, as two separate inputs.", "quote": "Feed the depth map as the motion reference and the character sheet as the identity reference- two separate inputs doing", "flags": [], "proof_score": 1334, "source": {"url": "https://x.com/NexlowX/status/2094494202587398616", "author": "@NexlowX", "followers": 1536, "date": "2026-08-31", "likes": 691, "bookmarks": 868, "views": 120534}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 17, "type": "tool", "value": 4, "advice": "Turn a short reference clip into a depth motion reference with Depth Anything V2 to swap in a new character while keeping the same structure.", "quote": "Turned a fast climbing clip into a Depth motion reference, then swapped in a 20-year-old twin-tail student with a backpack while keeping the same concrete structure.", "flags": [], "proof_score": 1321, "source": {"url": "https://x.com/MrLarus/status/2079958982093922646", "author": "@MrLarus", "followers": 42007, "date": "2026-07-22", "likes": 793, "bookmarks": 804, "views": 120554}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 18, "type": "technique", "value": 4, "advice": "Stage the scene in 3D, record real camera motion through it, generate a starting image, then feed the image and the camera video to Seedance.", "quote": "You stage the scene and can walk around it and capture real camera movement in 3D space, then Seedance brings the scene to life.", "flags": [], "proof_score": 2009, "source": {"url": "https://x.com/maxprokopp/status/2073115565150052371", "author": "@maxprokopp", "followers": 858, "date": "2026-07-03", "likes": 1143, "bookmarks": 1299, "views": 138457}, "also": [{"url": "https://x.com/_VVSVS/status/2090813096310784160", "author": "@_VVSVS", "followers": 11479, "date": "2026-08-21", "likes": 1846, "bookmarks": 1893, "views": 219199}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 19, "type": "technique", "value": 4, "advice": "Use a storyboard as the reference that guides camera angle and framing, which video models struggle to control from text.", "quote": "AI always hard to control camera angle and framing, use storyboard as reference can solve that", "flags": [], "proof_score": 537, "source": {"url": "https://x.com/EHuanglu/status/2115457785576206379", "author": "@EHuanglu", "followers": 147699, "date": "2026-10-28", "likes": 383, "bookmarks": 318, "views": 27792}, "also": [{"url": "https://x.com/EHuanglu/status/2115452791963734246", "author": "@EHuanglu", "followers": 147699, "date": "2026-10-28", "likes": 383, "bookmarks": 318, "views": 27792}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 20, "type": "technique", "value": 5, "advice": "Treat composition, camera angle and performance as separate wins and lock each as an image or reference before asking the model for the next.", "quote": "each one in as an image or a reference before asking the model for the next.", "flags": [], "proof_score": 50, "source": {"url": "https://x.com/PJaccetturo/status/2116160709180723486", "author": "@PJaccetturo", "followers": 101079, "date": "2026-10-30", "likes": 27, "bookmarks": 28, "views": 8001}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 21, "type": "rule", "value": 4, "advice": "Keep what works and regenerate only what doesn't, so a good frame is never thrown away.", "quote": "The common thread is to keep what works and regenerate only what doesn't.", "flags": [], "proof_score": 50, "source": {"url": "https://x.com/PJaccetturo/status/2116160709180723486", "author": "@PJaccetturo", "followers": 101079, "date": "2026-10-30", "likes": 27, "bookmarks": 28, "views": 8001}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 22, "type": "technique", "value": 4, "advice": "When composition and camera are right but something inside is wrong, paint that part out and let Seedance fill it back in.", "quote": "Technique 1: Paint it out, let Seedance fill it back in", "flags": [], "proof_score": 50, "source": {"url": "https://x.com/PJaccetturo/status/2116160709180723486", "author": "@PJaccetturo", "followers": 101079, "date": "2026-10-30", "likes": 27, "bookmarks": 28, "views": 8001}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 23, "type": "technique", "value": 4, "advice": "Combine handcrafted 2D storyboards and a 3D Blender previs with AI animation for a hybrid film.", "quote": "We combined handcrafted 2D storyboards and 3D Blender previs with AI-animation to create “Passport Rush.”", "flags": [], "proof_score": 2740, "source": {"url": "https://x.com/higgsfield/status/2103565160610972101", "author": "@higgsfield", "followers": 149683, "date": "2026-09-25", "likes": 1893, "bookmarks": 1356, "views": 437394}, "also": [{"url": "https://x.com/higgsfield_ai/status/2095173479243063664", "author": "@higgsfield_ai", "followers": 253288, "date": "2026-09-02", "likes": 1535, "bookmarks": 1128, "views": 82604}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 24, "type": "data_stream", "value": 4, "advice": "Study the open-sourced Passport Rush film, where every prompt and asset of the Blender plus AI pipeline is public.", "quote": "The film is now open source, so you can see how we made it. Every prompt and asset is public.", "flags": [], "proof_score": 2740, "source": {"url": "https://x.com/higgsfield/status/2103565160610972101", "author": "@higgsfield", "followers": 149683, "date": "2026-09-25", "likes": 1893, "bookmarks": 1356, "views": 437394}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 25, "type": "check", "value": 3, "advice": "Compare the Blender previs camera moves and storyboard back to back against the final result.", "quote": "a back-to-back comparison of the Blender previs camera moves and storyboarding against the final result", "flags": [], "proof_score": 1978, "source": {"url": "https://x.com/higgsfield_ai/status/2095173479243063664", "author": "@higgsfield_ai", "followers": 253288, "date": "2026-09-02", "likes": 1535, "bookmarks": 1128, "views": 82604}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 26, "type": "tool", "value": 4, "advice": "Prompt the scene to build a blockout, describe the camera move to animate it, adjust by hand, and reblock the shot when needed.", "quote": "Describe the camera move and get it animated", "flags": [], "proof_score": 5548, "source": {"url": "https://x.com/higgsfield/status/2092255768770920506", "author": "@higgsfield", "followers": 149683, "date": "2026-08-25", "likes": 3880, "bookmarks": 2707, "views": 900706}, "also": [{"url": "https://x.com/higgsfield_ai/status/2095141451583963229", "author": "@higgsfield_ai", "followers": 253288, "date": "2026-09-02", "likes": 1202, "bookmarks": 941, "views": 73901}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 27, "type": "technique", "value": 4, "advice": "Treat video-to-video as a render pass over traditional 3D, SDF volumes or Gaussian splats.", "quote": "Gaussian splats - with experiments around using V2V as a \"render pass\"", "flags": [], "proof_score": 693, "source": {"url": "https://x.com/MartinNebelong/status/2079878367055114735", "author": "@MartinNebelong", "followers": 33664, "date": "2026-07-22", "likes": 537, "bookmarks": 374, "views": 50094}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 28, "type": "tool", "value": 3, "advice": "Use Midjourney for location plates; the author found it renders far better as a plate than Nano Banana or GPT Image.", "quote": "it renders far better as a plate than Nano Banana or GPT Image", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 29, "type": "technique", "value": 4, "advice": "Use Nano Banana to edit plates, build anchor frames and turn characters into turnaround sheets before video generation.", "quote": "Nano Banana (@GoogleDeepMind run on @fal) did the heavy lifting editing those plates, building anchor frames and turning MJ characters into turnaround sheets", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 30, "type": "prompt", "value": 4, "advice": "When restyling, tell the image model each input's role: one image is the source of identity and content, the other is only the style reference.", "quote": "Interpret the inputs by their roles: the real photograph is the source of identity and content, while the minimalist white-background toy image is the style reference.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2114585881059459119", "card": "Photo to 3D knitted art toy bust (GPT Image 2.5)", "kind": "prompt", "publisher": "oggii_0", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 31, "type": "prompt", "value": 3, "advice": "Give each reference image one defined job in the prompt and say not to reproduce a reference sheet's layout.", "quote": "Use this outfit for the white-studio opening only; do not reproduce the character-sheet layout.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2101904919540429295", "card": "One spin per city: outfit, props and map UI change together", "kind": "prompt", "publisher": "HoodyLiu", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 32, "type": "rule", "value": 4, "advice": "Do not feed a dense reference board to the video model; crop 2-3 clean panels as separate references, because small faces in a dense sheet drift.", "quote": "For actual video generation I crop out just 2–3 panels from it: the hero portrait + front full-body (sometimes 3/4), each as a separate clean reference.", "flags": [], "proof_score": 4471, "source": {"url": "https://x.com/meAsifAi/status/2098429368053960936", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 33, "type": "check", "value": 4, "advice": "Anchor shots with stills; shots the model invented without a still looked more 'AI' than the ones from stills.", "quote": "shots Kling invented looked a little more \"AI\" than the ones from the stills.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-scooter-traffic-montage", "card": "30s scooter run through NYC traffic, no slow motion", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 34, "type": "prompt", "value": 3, "advice": "Write a camera behavior contract in the prompt that states exactly how the camera may and may not move.", "quote": "CAMERA BEHAVIOR CONTRACT: in the REAL WORLD the camera is HANDHELD — organic micro-shake, human weight, drift and correction.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2096388928416919829", "card": "60 s soda ad: one sip lifts her into a fruit-mountain sky", "kind": "prompt", "publisher": "ShamiWeb3", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 35, "type": "prompt", "value": 3, "advice": "Add a location map to the video prompt that says what sits in the foreground, midground and background in each segment.", "quote": "Segment A: river foreground, tree line behind. Segments B-D: gravel bar foreground, fire-ring and stump table midground, tree", "flags": [], "proof_score": 504, "source": {"url": "https://x.com/abxxai/status/2087189194720657649", "author": "@abxxai", "followers": 24382, "date": "2026-08-11", "likes": 491, "bookmarks": 199, "views": 59811}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 36, "type": "prompt", "value": 3, "advice": "Describe the camera with concrete rig rules (follow distance, turn behaviour) rather than vague mood words.", "quote": "I described the camera like a game camera. Rigid follow distance. Snap turns.", "flags": [], "proof_score": 3035, "source": {"url": "https://x.com/_VVSVS/status/2090813096310784160", "author": "@_VVSVS", "followers": 11479, "date": "2026-08-21", "likes": 1846, "bookmarks": 1893, "views": 219199}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 37, "type": "tool", "value": 4, "advice": "Install Blender and the official Blender MCP server, then run /mcp to confirm Blender is connected before building.", "quote": "run /mcp to confirm blender is connected", "flags": [], "proof_score": 3444, "source": {"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}, "also": [{"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 38, "type": "rule", "value": 4, "advice": "Let the agent orchestrate (write code, place assets, set lights) instead of modelling everything itself.", "quote": "the trick is letting opus orchestrate instead of model", "flags": [], "proof_score": 3444, "source": {"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}, "also": [{"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 39, "type": "data_stream", "value": 4, "advice": "Install BlenderKit for free models, materials and HDRIs and have the agent run a test search of the library before building.", "quote": "ask opus “can you see the blender kit library?” so it runs a test search before you build", "flags": [], "proof_score": 3444, "source": {"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}, "also": [{"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 40, "type": "rule", "value": 4, "advice": "Render a 480p preview first and only then the final render, since 1080p can take 1-2 hours.", "quote": "render a 480p preview first, then the final render (1080p can take 1-2 hours)", "flags": [], "proof_score": 3444, "source": {"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}, "also": [{"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 41, "type": "tool", "value": 4, "advice": "Connect Claude Code to Blender with MCP for Blender so it can inspect the scene and write Blender Python.", "quote": "MCP for Blender lets Claude inspect the scene and write Blender Python", "flags": [], "proof_score": 1704, "source": {"url": "https://x.com/beamnxw/status/2113275303808160226", "author": "@beamnxw", "followers": 14694, "date": "2026-10-22", "likes": 881, "bookmarks": 1194, "views": 69200}, "also": [{"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}, {"url": "https://x.com/le0xet/status/2115184381228920928", "author": "@le0xet", "followers": 767, "date": "2026-10-27", "likes": 62, "bookmarks": 47, "views": 2103}, {"url": "https://x.com/irinatoxi/status/2081719495249330440", "author": "@irinatoxi", "followers": 3238, "date": "2026-07-27", "likes": 407, "bookmarks": 396, "views": 46472}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 42, "type": "rule", "value": 5, "advice": "Give a director's brief first: specify the shots, expressions, camera moves and final pose before the scene is built.", "quote": "specify the shots, expressions, camera moves and final pose before building the scene", "flags": [], "proof_score": 1704, "source": {"url": "https://x.com/beamnxw/status/2113275303808160226", "author": "@beamnxw", "followers": 14694, "date": "2026-10-22", "likes": 881, "bookmarks": 1194, "views": 69200}, "also": [{"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}], "top10_rank": 5, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 43, "type": "technique", "value": 4, "advice": "Block the main prop and the character first, then add the walk, eye movements and close-ups.", "quote": "block the keyboard and character first. then add the walk, eye movements, glass and close-ups", "flags": [], "proof_score": 1704, "source": {"url": "https://x.com/beamnxw/status/2113275303808160226", "author": "@beamnxw", "followers": 14694, "date": "2026-10-22", "likes": 881, "bookmarks": 1194, "views": 69200}, "also": [{"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 44, "type": "data_stream", "value": 4, "advice": "Light the world with Poly Haven's CC0 HDRIs, textures and models.", "quote": "Poly Haven supplies CC0 HDRIs, textures and models", "flags": [], "proof_score": 1704, "source": {"url": "https://x.com/beamnxw/status/2113275303808160226", "author": "@beamnxw", "followers": 14694, "date": "2026-10-22", "likes": 881, "bookmarks": 1194, "views": 69200}, "also": [{"url": "https://x.com/e1genqq/status/2115899405542813923", "author": "@e1genqq", "followers": 2821, "date": "2026-10-29", "likes": 208, "bookmarks": 354, "views": 25015}, {"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 45, "type": "tool", "value": 4, "advice": "Use the official Blender connector's tools that let the agent run code, screenshot the Blender window and render the viewport to a file.", "quote": "get_screenshot_of_window_as_image hands Opus a picture of the whole Blender window", "flags": [], "proof_score": 156, "source": {"url": "https://x.com/QibazX/status/2115490139631743316", "author": "@QibazX", "followers": 1076, "date": "2026-10-28", "likes": 77, "bookmarks": 111, "views": 6736}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 46, "type": "technique", "value": 5, "advice": "Run a closed loop: the agent writes code, runs it, looks at the rendered result and fixes what it sees.", "quote": "it writes code, runs it, looks at the result and fixes what it sees", "flags": [], "proof_score": 156, "source": {"url": "https://x.com/QibazX/status/2115490139631743316", "author": "@QibazX", "followers": 1076, "date": "2026-10-28", "likes": 77, "bookmarks": 111, "views": 6736}, "also": [{"url": "https://x.com/Y0urDumble/status/2115193601458151552", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-27", "likes": 1249, "bookmarks": 2396, "views": 79694}, {"url": "https://x.com/Y0urDumble/status/2115534594854551771", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-28", "likes": 45, "bookmarks": 46, "views": 3002}, {"url": "https://x.com/le0xet/status/2115184381228920928", "author": "@le0xet", "followers": 767, "date": "2026-10-27", "likes": 62, "bookmarks": 47, "views": 2103}], "top10_rank": 10, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 47, "type": "rule", "value": 5, "advice": "Write the scene brief in numbers (time of day, sun angle, colour temperature in Kelvin, focal length) so the agent has something to check against.", "quote": "the trick is giving it something to check against. write the brief in numbers:", "flags": [], "proof_score": 156, "source": {"url": "https://x.com/QibazX/status/2115490139631743316", "author": "@QibazX", "followers": 1076, "date": "2026-10-28", "likes": 77, "bookmarks": 111, "views": 6736}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 48, "type": "technique", "value": 3, "advice": "Run Blender builds headless and open Blender with the plugin only when you want to watch it live or sculpt.", "quote": "As long as Blender is installed, most of it runs headless.", "flags": [], "proof_score": 7286, "source": {"url": "https://x.com/emmanuel_2m/status/2116195847952085157", "author": "@emmanuel_2m", "followers": 62310, "date": "2026-10-30", "likes": 3105, "bookmarks": 5541, "views": 192101}, "also": [{"url": "https://x.com/zer0point_eth/status/2115807487911661886", "author": "@zer0point_eth", "followers": 422, "date": "2026-10-29", "likes": 80, "bookmarks": 59, "views": 3422}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 49, "type": "rule", "value": 5, "advice": "Establish silhouette and proportions first, then build real geometry with Blender tools and Python, then details and materials.", "quote": "establish the silhouette and proportions", "flags": [], "proof_score": 901, "source": {"url": "https://x.com/rewind02/status/2116918597658305001", "author": "@rewind02", "followers": 7898, "date": "2026-11-01", "likes": 384, "bookmarks": 664, "views": 45229}, "also": [{"url": "https://x.com/sorenxet/status/2117608142200512621", "author": "@sorenxet", "followers": 1035, "date": "2026-11-03", "likes": 66, "bookmarks": 80, "views": 2195}, {"url": "https://x.com/rewind02/status/2116209421848064265", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 323, "bookmarks": 438, "views": 41707}, {"url": "https://x.com/rewind02/status/2117627721844994413", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 50, "bookmarks": 47, "views": 1303}], "top10_rank": 9, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 50, "type": "check", "value": 4, "advice": "Render front, side and rear previews, inspect them, correct visible problems and save.", "quote": "inspect the results, correct visible problems and save", "flags": [], "proof_score": 901, "source": {"url": "https://x.com/rewind02/status/2116918597658305001", "author": "@rewind02", "followers": 7898, "date": "2026-11-01", "likes": 384, "bookmarks": 664, "views": 45229}, "also": [{"url": "https://x.com/sorenxet/status/2117608142200512621", "author": "@sorenxet", "followers": 1035, "date": "2026-11-03", "likes": 66, "bookmarks": 80, "views": 2195}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 51, "type": "rule", "value": 3, "advice": "Finish each build by comparing, fixing, and saving both the .blend and the .glb.", "quote": "Compare, fix what's wrong, save the .blend and the .glb.", "flags": [], "proof_score": 115, "source": {"url": "https://x.com/sorenxet/status/2117608142200512621", "author": "@sorenxet", "followers": 1035, "date": "2026-11-03", "likes": 66, "bookmarks": 80, "views": 2195}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 52, "type": "technique", "value": 4, "advice": "For architecture, establish dimensions, ground level and floor heights first, then block out foundation, walls, floors and roof.", "quote": "establish dimensions, ground level and floor heights", "flags": [], "proof_score": 73, "source": {"url": "https://x.com/rewind02/status/2117627721844994413", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 50, "bookmarks": 47, "views": 1303}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 53, "type": "check", "value": 3, "advice": "Apply materials and check their scale, then render multiple views, inspect and correct.", "quote": "apply materials and check their scale", "flags": [], "proof_score": 73, "source": {"url": "https://x.com/rewind02/status/2117627721844994413", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 50, "bookmarks": 47, "views": 1303}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 54, "type": "rule", "value": 4, "advice": "Build a city as a plan, not a pile of houses: draw walls, gates, roads and plaza first, because houses follow roads.", "quote": "the trick is building the city as a plan, not as a pile of houses", "flags": [], "proof_score": 517, "source": {"url": "https://x.com/rewind02/status/2115049716211744941", "author": "@rewind02", "followers": 7898, "date": "2026-10-27", "likes": 273, "bookmarks": 351, "views": 29268}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 55, "type": "technique", "value": 4, "advice": "Model a modular kit (wall segments, towers, house parts, roofs) and turn it into variants to fill districts.", "quote": "model a modular kit in blender: wall segments, towers, house parts, roofs, market stalls", "flags": [], "proof_score": 517, "source": {"url": "https://x.com/rewind02/status/2115049716211744941", "author": "@rewind02", "followers": 7898, "date": "2026-10-27", "likes": 273, "bookmarks": 351, "views": 29268}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 56, "type": "check", "value": 4, "advice": "Walk every street at character level and fix what looks off up close.", "quote": "walk every street in third person and fix what looks off up close", "flags": [], "proof_score": 517, "source": {"url": "https://x.com/rewind02/status/2115049716211744941", "author": "@rewind02", "followers": 7898, "date": "2026-10-27", "likes": 273, "bookmarks": 351, "views": 29268}, "also": [{"url": "https://x.com/rewind02/status/2116140231489376334", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 82, "bookmarks": 72, "views": 3218}, {"url": "https://x.com/sorenxet/status/2115085296551301423", "author": "@sorenxet", "followers": 1035, "date": "2026-10-27", "likes": 106, "bookmarks": 76, "views": 4983}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 57, "type": "rule", "value": 5, "advice": "Greybox the terrain and the camera first, with zero art.", "quote": "Greybox the terrain and the camera first, zero art.", "flags": [], "proof_score": 120, "source": {"url": "https://x.com/sorenxet/status/2117279394540519635", "author": "@sorenxet", "followers": 1035, "date": "2026-11-02", "likes": 92, "bookmarks": 69, "views": 5353}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 58, "type": "rule", "value": 4, "advice": "Never ask for a whole world at once; ask for one feature, test it, then ask for the next.", "quote": "Ask for one feature, play it, then ask for the next.", "flags": [], "proof_score": 120, "source": {"url": "https://x.com/sorenxet/status/2117279394540519635", "author": "@sorenxet", "followers": 1035, "date": "2026-11-02", "likes": 92, "bookmarks": 69, "views": 5353}, "also": [{"url": "https://x.com/rewind02/status/2109585491280453986", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 2333, "bookmarks": 3360, "views": 238822}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 59, "type": "technique", "value": 4, "advice": "Generate reference images in the target style and save every prompt that works as JSON so the style never drifts.", "quote": "every prompt that works saved as JSON, so the style never drifts", "flags": [], "proof_score": 120, "source": {"url": "https://x.com/sorenxet/status/2117279394540519635", "author": "@sorenxet", "followers": 1035, "date": "2026-11-02", "likes": 92, "bookmarks": 69, "views": 5353}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 60, "type": "technique", "value": 4, "advice": "Make big models from the style refs with image-to-3D, small props in Blender, and texture them with the same refs.", "quote": "Big models in Tripo P2 from those refs, small props in Blender, textured in Tripo with the same refs.", "flags": [], "proof_score": 120, "source": {"url": "https://x.com/sorenxet/status/2117279394540519635", "author": "@sorenxet", "followers": 1035, "date": "2026-11-02", "likes": 92, "bookmarks": 69, "views": 5353}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 61, "type": "rule", "value": 3, "advice": "Add light, fog and sound at the very end, after the greybox and mechanics work.", "quote": "light, fog and sound at the very end", "flags": [], "proof_score": 120, "source": {"url": "https://x.com/sorenxet/status/2117279394540519635", "author": "@sorenxet", "followers": 1035, "date": "2026-11-02", "likes": 92, "bookmarks": 69, "views": 5353}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 62, "type": "technique", "value": 4, "advice": "Treat the grey viewport scene as draft one, then spend one more detailed prompt on textures and light.", "quote": "the grey is the scene still in Blender's viewport. this is draft one", "flags": [], "proof_score": 72, "source": {"url": "https://x.com/Y0urDumble/status/2115534594854551771", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-28", "likes": 45, "bookmarks": 46, "views": 3002}, "also": [{"url": "https://x.com/Y0urDumble/status/2115843713964318848", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-29", "likes": 65, "bookmarks": 76, "views": 5599}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 63, "type": "skill", "value": 3, "advice": "Use a Blender skill pack that covers the path from first grey blockout to finished scene.", "quote": "blender-skills: 94 Blender skills, from first grey blockout to finished scene", "flags": [], "proof_score": 72, "source": {"url": "https://x.com/Y0urDumble/status/2115534594854551771", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-28", "likes": 45, "bookmarks": 46, "views": 3002}, "also": [{"url": "https://x.com/hakimieiqbal/status/2111747882843873538", "author": "@hakimieiqbal", "followers": 2614, "date": "2026-10-18", "likes": 1366, "bookmarks": 2156, "views": 66889}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 64, "type": "data_stream", "value": 3, "advice": "Collect Pinterest references for the mood and hand them to the agent before building.", "quote": "collect pinterest references for the mood and give them to opus", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/rewind02/status/2117586491350135052", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 71, "bookmarks": 42, "views": 2270}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 65, "type": "rule", "value": 5, "advice": "Build buildings and big structures directly in code, and batch small props through image-to-3D.", "quote": "the trick is code for the big stuff, batches for the small stuff", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/rewind02/status/2117586491350135052", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 71, "bookmarks": 42, "views": 2270}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 66, "type": "technique", "value": 4, "advice": "Have the agent write prompts for groups of about 10 related props, make one reference image per group, and turn each into a textured 3D batch.", "quote": "opus writes prompts for groups of 10 related props, and nano banana makes one reference image per group", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/rewind02/status/2117586491350135052", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 71, "bookmarks": 42, "views": 2270}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 67, "type": "technique", "value": 5, "advice": "Generate textures as 2x2 image grids, crop them into 4, derive normal and roughness from colour, and use triplanar mapping to skip UV unwrapping.", "quote": "nano banana makes 2x2 grids, opus crops them into 4 images, normal and roughness come from the color, and triplanar mapping means no uv unwrapping", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/rewind02/status/2117586491350135052", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 71, "bookmarks": 42, "views": 2270}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 68, "type": "technique", "value": 3, "advice": "Split generated prop batches in Blender by hand to save agent usage, then let the agent place them by location.", "quote": "split the batches in blender by hand to save claude usage, then opus places them by location", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/rewind02/status/2117586491350135052", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 71, "bookmarks": 42, "views": 2270}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 69, "type": "technique", "value": 4, "advice": "Run the agent in auto mode so it edits files, runs scripts, launches the engine, takes screenshots and keeps iterating.", "quote": "run opus in auto mode: it edits files, runs scripts, launches godot, takes screenshots and keeps iterating", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/rewind02/status/2117586491350135052", "author": "@rewind02", "followers": 7898, "date": "2026-11-03", "likes": 71, "bookmarks": 42, "views": 2270}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 70, "type": "check", "value": 5, "advice": "Render one still next to the reference picture and fix the gaps for about 3 rounds before animating anything.", "quote": "opus rendered one still next to the picture and fixed the gaps for 3 rounds before it touched the film", "flags": [], "proof_score": 11377, "source": {"url": "https://x.com/0x_fokki/status/2116289885870981296", "author": "@0x_fokki", "followers": 16348, "date": "2026-10-30", "likes": 6751, "bookmarks": 7340, "views": 661794}, "also": [{"url": "https://x.com/elvar_official/status/2116192984299344372", "author": "@elvar_official", "followers": 40323, "date": "2026-10-30", "likes": 3964, "bookmarks": 4469, "views": 340386}, {"url": "https://x.com/Nyxera0x/status/2116936449442357694", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-01", "likes": 1258, "bookmarks": 1283, "views": 134074}, {"url": "https://x.com/elvar_official/status/2116974674919686245", "author": "@elvar_official", "followers": 40323, "date": "2026-11-01", "likes": 185, "bookmarks": 188, "views": 12550}, {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, {"url": "https://x.com/0x_fokki/status/2116968438296150116", "author": "@0x_fokki", "followers": 16348, "date": "2026-11-01", "likes": 212, "bookmarks": 225, "views": 22910}, {"url": "https://varg.ai/how-to/skills/elvar-teardown", "card": "Teardown by Elvar", "kind": "skill", "publisher": "Elvar", "installs": null, "stars": 302, "source_post_stats": null, "repo": "https://github.com/elvarofficial/teardown", "license": "MIT"}, {"url": "https://x.com/danikkk_wqs/status/2117570805999521960", "author": "@danikkk_wqs", "followers": 1502, "date": "2026-11-03", "likes": 17, "bookmarks": 14, "views": 1021}], "top10_rank": 1, "top3": true}
{"step": "06", "step_name": "Blockout in code", "n": 71, "type": "technique", "value": 4, "advice": "Let the reference picture set the look and build every part of the object as three.js code.", "quote": "the picture set the look, every petal, lens and link is three.js code", "flags": [], "proof_score": 11377, "source": {"url": "https://x.com/0x_fokki/status/2116289885870981296", "author": "@0x_fokki", "followers": 16348, "date": "2026-10-30", "likes": 6751, "bookmarks": 7340, "views": 661794}, "also": [{"url": "https://x.com/elvar_official/status/2116192984299344372", "author": "@elvar_official", "followers": 40323, "date": "2026-10-30", "likes": 3964, "bookmarks": 4469, "views": 340386}, {"url": "https://x.com/elvar_official/status/2117231488081023259", "author": "@elvar_official", "followers": 40323, "date": "2026-11-02", "likes": 438, "bookmarks": 312, "views": 36765}, {"url": "https://x.com/thebuggeddev/status/2115425928503550344", "author": "@thebuggeddev", "followers": 14642, "date": "2026-10-28", "likes": 1433, "bookmarks": 1049, "views": 79063}, {"url": "https://x.com/hqmank/status/2096082432197837065", "author": "@hqmank", "followers": 15447, "date": "2026-09-05", "likes": 155, "bookmarks": 69, "views": 14082}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 72, "type": "check", "value": 5, "advice": "Since the agent cannot watch footage, have it review a grid of frames at every beat, fix what looks off and re-render until a full pass is clean.", "quote": "it can't watch footage, so it reviews a grid of frames at every beat, fixes what looks off and re-renders until a full pass comes back clean", "flags": ["suspect_engagement"], "proof_score": 5172, "source": {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, "also": [{"url": "https://x.com/redsyntx/status/2116564647528567004", "author": "@redsyntx", "followers": 115, "date": "2026-10-31", "likes": 21, "bookmarks": 18, "views": 3143}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 73, "type": "rule", "value": 4, "advice": "Keep all event timings in one file and save the editable scene after every approved change.", "quote": "After every approved change, save the editable scene.", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/le0xet/status/2115184381228920928", "author": "@le0xet", "followers": 767, "date": "2026-10-27", "likes": 62, "bookmarks": 47, "views": 2103}, "also": [{"url": "https://x.com/beamnxw/status/2115774868838875633", "author": "@beamnxw", "followers": 14694, "date": "2026-10-29", "likes": 332, "bookmarks": 446, "views": 20988}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 74, "type": "check", "value": 4, "advice": "Ask the agent to analyse every frame for intersections and other details that look wrong when rendered.", "quote": "i also ask the agent to analyse every frame and check for intersections and other details that might not look quite right when rendered", "flags": [], "proof_score": 2419, "source": {"url": "https://x.com/flxrnc/status/2116892899010875602", "author": "@flxrnc", "followers": 3305, "date": "2026-11-01", "likes": 961, "bookmarks": 1865, "views": 73688}, "also": [{"url": "https://x.com/Lummox_eth/status/2117220071781081115", "author": "@Lummox_eth", "followers": 8871, "date": "2026-11-02", "likes": 43, "bookmarks": 31, "views": 1424}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 75, "type": "tool", "value": 3, "advice": "Give the agent Chrome DevTools MCP so it sees its own browser render and fixes it before export.", "quote": "Chrome DevTools MCP → your agent sees its own render and fixes it before export", "flags": [], "proof_score": 3535, "source": {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, "also": [{"url": "https://x.com/0xnicc0/status/2117592218663784631", "author": "@0xnicc0", "followers": 1192, "date": "2026-11-03", "likes": 28, "bookmarks": 42, "views": 1834}, {"url": "https://x.com/cryptowluha/status/2117591508148793606", "author": "@cryptowluha", "followers": 2977, "date": "2026-11-03", "likes": 30, "bookmarks": 30, "views": 1602}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 76, "type": "check", "value": 4, "advice": "Use an independent critic agent that compares screenshots against top reference work and do not stop until it says the result looks as good.", "quote": "Have an independent agent critique screenshots of the game compared to AAA space games like Starfield.", "flags": [], "proof_score": 1647, "source": {"url": "https://x.com/anshuc/status/2081801979131818412", "author": "@anshuc", "followers": 17494, "date": "2026-07-27", "likes": 686, "bookmarks": 1246, "views": 57634}, "also": [{"url": "https://x.com/thegreatest_sv/status/2117231247433118169", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 76, "bookmarks": 115, "views": 4951}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 77, "type": "technique", "value": 3, "advice": "After a successful modelling session, have the agent dump its learnings into a reusable skill.", "quote": "Had Claude dump all its learnings to a skill", "flags": [], "proof_score": 1647, "source": {"url": "https://x.com/anshuc/status/2081801979131818412", "author": "@anshuc", "followers": 17494, "date": "2026-07-27", "likes": 686, "bookmarks": 1246, "views": 57634}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 78, "type": "check", "value": 4, "advice": "Run a Blender QA pass for z-fighting, floating parts, bad normals and UV issues before calling an asset finished.", "quote": "There’s also a QA skill that checks for things like z-fighting, floating parts, bad normals and UV issues before an asset is considered finished.", "flags": [], "proof_score": 2906, "source": {"url": "https://x.com/hakimieiqbal/status/2111747882843873538", "author": "@hakimieiqbal", "followers": 2614, "date": "2026-10-18", "likes": 1366, "bookmarks": 2156, "views": 66889}, "also": [{"url": "https://x.com/cutetoxicguy/status/2116530826586263715", "author": "@cutetoxicguy", "followers": 104, "date": "2026-10-31", "likes": 212, "bookmarks": 291, "views": 8915}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 79, "type": "check", "value": 4, "advice": "Do not trust one 2D view; inspect the scene and render it from multiple viewpoints to confirm it holds together in 3D.", "quote": "Looking right in 2D doesn’t really mean the scene holds together in 3D.", "flags": [], "proof_score": 1260, "source": {"url": "https://x.com/QwenDevs/status/2113474673606631844", "author": "@QwenDevs", "followers": 25123, "date": "2026-10-23", "likes": 1070, "bookmarks": 664, "views": 61141}, "also": [{"url": "https://x.com/Lummox_eth/status/2117220071781081115", "author": "@Lummox_eth", "followers": 8871, "date": "2026-11-02", "likes": 43, "bookmarks": 31, "views": 1424}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 80, "type": "technique", "value": 4, "advice": "Have the agent research real dimensions and write structured scene data (metres, parts, assembly order, joints) for a deterministic builder.", "quote": "The agent creates structured data describing dimensions in meters, individual parts, assembly order, and mechanical joints.", "flags": [], "proof_score": 406, "source": {"url": "https://x.com/cutetoxicguy/status/2116530826586263715", "author": "@cutetoxicguy", "followers": 104, "date": "2026-10-31", "likes": 212, "bookmarks": 291, "views": 8915}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 81, "type": "technique", "value": 4, "advice": "Import generated GLB models and have the agent fix scale and positioning so everything sits on one ground.", "quote": "opus fixes scale and positioning so everything sits on one ground", "flags": [], "proof_score": 99, "source": {"url": "https://x.com/rewind02/status/2115410672561377688", "author": "@rewind02", "followers": 7898, "date": "2026-10-28", "likes": 92, "bookmarks": 50, "views": 3120}, "also": [{"url": "https://x.com/bonsaixbt/status/2117397675817730134", "author": "@bonsaixbt", "followers": 2493, "date": "2026-11-02", "likes": 42, "bookmarks": 41, "views": 2758}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 82, "type": "technique", "value": 4, "advice": "Generate model textures with baked lighting removed so the scene can relight the asset.", "quote": "uvs plus 4k textures with remove lighting on, so the scene can relight him", "flags": [], "proof_score": 112, "source": {"url": "https://x.com/rewind02/status/2117278100480262484", "author": "@rewind02", "followers": 7898, "date": "2026-11-02", "likes": 90, "bookmarks": 64, "views": 3436}, "also": [{"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 83, "type": "technique", "value": 4, "advice": "Build a review scene with a neutral floor, fixed camera and the concept art pinned in a corner, keeping light and camera constant so only the motion changes.", "quote": "same light, same camera, so the only thing that changes is the motion", "flags": [], "proof_score": 418, "source": {"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}, "also": [{"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, {"url": "https://x.com/Promixyz/status/2116508903030522275", "author": "@Promixyz", "followers": 1053, "date": "2026-10-31", "likes": 38, "bookmarks": 21, "views": 1278}, {"url": "https://x.com/rewind02/status/2116209421848064265", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 323, "bookmarks": 438, "views": 41707}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 84, "type": "check", "value": 4, "advice": "Inspect the mesh for seams and overlaps, then compare front and side views with the reference.", "quote": "inspect the mesh for seams and overlaps, then compare front and side views with the reference", "flags": [], "proof_score": 641, "source": {"url": "https://x.com/rewind02/status/2116209421848064265", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 323, "bookmarks": 438, "views": 41707}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 85, "type": "technique", "value": 4, "advice": "Use the front, side and back views of a character sheet as the blueprint for proportions.", "quote": "Claude uses the front, side and back views as the blueprint for proportions", "flags": [], "proof_score": 80, "source": {"url": "https://x.com/bonsaixbt/status/2116633195794067826", "author": "@bonsaixbt", "followers": 2493, "date": "2026-10-31", "likes": 60, "bookmarks": 47, "views": 3169}, "also": [{"url": "https://x.com/hakimieiqbal/status/2115777480745250973", "author": "@hakimieiqbal", "followers": 2614, "date": "2026-10-29", "likes": 558, "bookmarks": 688, "views": 25562}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 86, "type": "warning", "value": 4, "advice": "Redraw each image as a clean front-facing A-pose sheet before image-to-3D, because action poses and busy backgrounds break meshes.", "quote": "because action poses and busy backgrounds are what break most meshes", "flags": [], "proof_score": 652, "source": {"url": "https://x.com/bonsaixbt/status/2116668827207364645", "author": "@bonsaixbt", "followers": 2493, "date": "2026-10-31", "likes": 320, "bookmarks": 473, "views": 19203}, "also": [{"url": "https://x.com/bonsaixbt/status/2116963569082261829", "author": "@bonsaixbt", "followers": 2493, "date": "2026-11-01", "likes": 185, "bookmarks": 176, "views": 9109}, {"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 87, "type": "rule", "value": 3, "advice": "Make every stage hand the next a standard GLB file so a new asset is just one more file through the same steps.", "quote": "each one hands the next a standard GLB file", "flags": [], "proof_score": 652, "source": {"url": "https://x.com/bonsaixbt/status/2116668827207364645", "author": "@bonsaixbt", "followers": 2493, "date": "2026-10-31", "likes": 320, "bookmarks": 473, "views": 19203}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 88, "type": "tool", "value": 3, "advice": "Turn single images into textured 3D assets with open image-to-3D models such as TRELLIS.2, Hunyuan3D-2.1 or stable-fast-3d.", "quote": "one image in, a fully textured 3D asset out, about 3 seconds on an H100", "flags": [], "proof_score": 2811, "source": {"url": "https://x.com/Mnilax/status/2109716261160538324", "author": "@Mnilax", "followers": 10079, "date": "2026-10-12", "likes": 929, "bookmarks": 2123, "views": 223971}, "also": [{"url": "https://x.com/Y0urDumble/status/2115534594854551771", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-28", "likes": 45, "bookmarks": 46, "views": 3002}, {"url": "https://x.com/bonsaixbt/status/2116668827207364645", "author": "@bonsaixbt", "followers": 2493, "date": "2026-10-31", "likes": 320, "bookmarks": 473, "views": 19203}, {"url": "https://x.com/MiladKambari/status/2117257886975893688", "author": "@MiladKambari", "followers": 2085, "date": "2026-11-02", "likes": 296, "bookmarks": 366, "views": 18318}, {"url": "https://x.com/MiladKambari/status/2116185817429451020", "author": "@MiladKambari", "followers": 2085, "date": "2026-10-30", "likes": 242, "bookmarks": 227, "views": 13708}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 89, "type": "tool", "value": 3, "advice": "Use an image-to-world model (HY-World-2.0) to turn text or a single image into a navigable 3D world.", "quote": "text or a single image to a navigable 3D world", "flags": [], "proof_score": 2811, "source": {"url": "https://x.com/Mnilax/status/2109716261160538324", "author": "@Mnilax", "followers": 10079, "date": "2026-10-12", "likes": 929, "bookmarks": 2123, "views": 223971}, "also": [{"url": "https://x.com/0xbobaaa/status/2116834785234461030", "author": "@0xbobaaa", "followers": 3121, "date": "2026-11-01", "likes": 272, "bookmarks": 330, "views": 14471}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 90, "type": "tool", "value": 3, "advice": "Inspect, edit, optimise and publish Gaussian splats in the browser with supersplat.", "quote": "inspect, edit, optimize and publish 3D Gaussian splats in the browser", "flags": [], "proof_score": 2811, "source": {"url": "https://x.com/Mnilax/status/2109716261160538324", "author": "@Mnilax", "followers": 10079, "date": "2026-10-12", "likes": 929, "bookmarks": 2123, "views": 223971}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 91, "type": "tool", "value": 2, "advice": "Render Gaussian splats in a three.js scene with Spark.", "quote": "Spark → Gaussian splat rendering.", "flags": [], "proof_score": 6687, "source": {"url": "https://x.com/e1genqq/status/2116740739929379038", "author": "@e1genqq", "followers": 2821, "date": "2026-11-01", "likes": 2550, "bookmarks": 5229, "views": 183447}, "also": [{"url": "https://x.com/renproton/status/2117301447037731189", "author": "@renproton", "followers": 469, "date": "2026-11-02", "likes": 598, "bookmarks": 976, "views": 40371}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 92, "type": "technique", "value": 2, "advice": "Capture real spaces with phone photos as 3D Gaussian splats, which carry colour and depth and load in a browser.", "quote": "it uses millions of tiny glowing \"splats\" that carry color and depth", "flags": ["suspect_engagement"], "proof_score": 1829, "source": {"url": "https://x.com/lihazadn_Ai/status/2116137950589468983", "author": "@lihazadn_Ai", "followers": 6891, "date": "2026-10-30", "likes": 1159, "bookmarks": 1141, "views": 108342}, "also": [{"url": "https://x.com/rosemoni18/status/2116486864471527912", "author": "@rosemoni18", "followers": 10541, "date": "2026-10-31", "likes": 155, "bookmarks": 137, "views": 9719}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 93, "type": "tool", "value": 3, "advice": "For Unreal, use an Unreal MCP so the agent spawns actors, imports assets and launches play sessions.", "quote": "your agent spawns actors, imports assets and launches play sessions in Unreal", "flags": [], "proof_score": 7013, "source": {"url": "https://x.com/Mnilax/status/2110039818524660135", "author": "@Mnilax", "followers": 10079, "date": "2026-10-13", "likes": 2750, "bookmarks": 5357, "views": 280751}, "also": [{"url": "https://x.com/rewind02/status/2115049716211744941", "author": "@rewind02", "followers": 7898, "date": "2026-10-27", "likes": 273, "bookmarks": 351, "views": 29268}, {"url": "https://x.com/sorenxet/status/2115085296551301423", "author": "@sorenxet", "followers": 1035, "date": "2026-10-27", "likes": 106, "bookmarks": 76, "views": 4983}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 94, "type": "tool", "value": 3, "advice": "Use UEFN MCP with AI coding tools to generate and edit PCG graphs for forests, cities and landscapes.", "quote": "Use AI coding tools through UEFN MCP to generate and edit PCG graphs with natural language prompts.", "flags": [], "proof_score": 64, "source": {"url": "https://x.com/ImmatureGamer/status/2116832274658591153", "author": "@ImmatureGamer", "followers": 22306, "date": "2026-11-01", "likes": 68, "bookmarks": 24, "views": 6212}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 95, "type": "tool", "value": 5, "advice": "Texture a model by generating images around it and projecting them onto it; for existing models, place cameras, write a texture prompt and generate.", "quote": "Images generated around the model get projected onto it as the texture", "flags": [], "proof_score": 1347, "source": {"url": "https://x.com/hasantoxr/status/2116457666403029040", "author": "@hasantoxr", "followers": 436534, "date": "2026-10-31", "likes": 650, "bookmarks": 987, "views": 35416}, "also": [{"url": "https://x.com/doodi_dev/status/2117440376089010336", "author": "@doodi_dev", "followers": 230, "date": "2026-11-03", "likes": 104, "bookmarks": 134, "views": 4809}], "top10_rank": 6, "top3": true}
{"step": "06", "step_name": "Blockout in code", "n": 96, "type": "check", "value": 2, "advice": "Check StableGen's requirements first: Blender 4.2-4.5 or 5.1+ (not 5.0) and a ComfyUI server.", "quote": "Blender 4.2~4.5 또는 5.1 이상(5.0은 미지원)에 ComfyUI 서버 필요", "flags": [], "proof_score": 191, "source": {"url": "https://x.com/doodi_dev/status/2117440376089010336", "author": "@doodi_dev", "followers": 230, "date": "2026-11-03", "likes": 104, "bookmarks": 134, "views": 4809}, "also": [{"url": "https://x.com/hasantoxr/status/2116457666403029040", "author": "@hasantoxr", "followers": 436534, "date": "2026-10-31", "likes": 650, "bookmarks": 987, "views": 35416}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 97, "type": "technique", "value": 4, "advice": "After placing generated images in a three.js scene, prompt follow-ups for better textures, lighting and alpha masking.", "quote": "As usual I had to prompt for improved textures, lighting and alpha masking.", "flags": [], "proof_score": 3613, "source": {"url": "https://x.com/MengTo/status/2085765403729653877", "author": "@MengTo", "followers": 190284, "date": "2026-08-07", "likes": 1688, "bookmarks": 2151, "views": 618010}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 98, "type": "technique", "value": 4, "advice": "Give the agent a video reference to build the scene in three.js or Blender, then improve details, textures and lighting with follow-up prompts.", "quote": "Give it a video reference and it can build the experience directly in three.js or Blender. Then keep improving the details, textures, and lighting with follow-up prompts.", "flags": [], "proof_score": 3565, "source": {"url": "https://x.com/MengTo/status/2092275643623109037", "author": "@MengTo", "followers": 190284, "date": "2026-08-25", "likes": 1895, "bookmarks": 2382, "views": 235329}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 99, "type": "rule", "value": 4, "advice": "Prefer code-built 3D over image-based assets, because the agent makes more precise changes with fewer iterations.", "quote": "Since everything is code, AI can make more precise changes with fewer iterations.", "flags": [], "proof_score": 3565, "source": {"url": "https://x.com/MengTo/status/2092275643623109037", "author": "@MengTo", "followers": 190284, "date": "2026-08-25", "likes": 1895, "bookmarks": 2382, "views": 235329}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 100, "type": "technique", "value": 4, "advice": "Render 2D characters in a 3D world in code (three.js plus Remotion) so every shot stays consistent and editable.", "quote": "Everything is rendered in code with three.js and Remotion, so every shot is consistent and editable.", "flags": [], "proof_score": 1184, "source": {"url": "https://x.com/RoundtableSpace/status/2117236532482396349", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-02", "likes": 533, "bookmarks": 849, "views": 68917}, "also": [{"url": "https://x.com/zeuuss_01/status/2117380789608272078", "author": "@zeuuss_01", "followers": 30938, "date": "2026-11-02", "likes": 277, "bookmarks": 388, "views": 15152}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 101, "type": "technique", "value": 4, "advice": "Build the miniature world in code so it can be re-rendered from any camera path.", "quote": "built entirely in code by an agent, so it can be re-rendered from any camera path", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116564845860360225", "card": "Miniature 3D city diorama coded by Codex in Three.js", "kind": "prompt", "publisher": "zavrenn", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 102, "type": "warning", "value": 3, "advice": "Expect extra human correction when you mix AI-generated images into a code-built video.", "quote": "i have workflows where i integrated ai generated imgs but its a bit more complex and needs a lot of human correction", "flags": [], "proof_score": 1455, "source": {"url": "https://x.com/finnardley/status/2115791532473426315", "author": "@finnardley", "followers": 3467, "date": "2026-10-29", "likes": 634, "bookmarks": 1082, "views": 56028}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 103, "type": "technique", "value": 4, "advice": "Have the agent plan rooms and props, generate a reference per prop, and send each one to an image-to-3D API to get models back.", "quote": "opus sends each reference to tripo through the api and gets back a 3d model", "flags": [], "proof_score": 116, "source": {"url": "https://x.com/rewind02/status/2116140231489376334", "author": "@rewind02", "followers": 7898, "date": "2026-10-30", "likes": 82, "bookmarks": 72, "views": 3218}, "also": [{"url": "https://x.com/Octoberry/status/2115818348772553107", "author": "@Octoberry", "followers": 2530, "date": "2026-10-29", "likes": 608, "bookmarks": 470, "views": 71287}, {"url": "https://x.com/Arcane_Aii/status/2116131637838970901", "author": "@Arcane_Aii", "followers": 31792, "date": "2026-10-30", "likes": 65, "bookmarks": 3, "views": 1268}, {"url": "https://x.com/sai0xgen/status/2116909162001203233", "author": "@sai0xgen", "followers": 2690, "date": "2026-11-01", "likes": 90, "bookmarks": 44, "views": 4035}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 104, "type": "technique", "value": 3, "advice": "Have the agent set up each imported model in Blender: scale, pivots, materials and a clean export.", "quote": "Opus 5.5 sets up each model in Blender: scale, pivots, materials, clean export", "flags": [], "proof_score": 4765, "source": {"url": "https://x.com/rewind02/status/2109585491280453986", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 2333, "bookmarks": 3360, "views": 238822}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 105, "type": "tool", "value": 4, "advice": "Point an AI cinematographer at a Blender scene with a brief to plan camera moves, check they never clip through the set, and pull focus.", "quote": "an AI cinematographer plans every camera move, checks it never clips through the set, pulls focus, and shoots it", "flags": [], "proof_score": 503, "source": {"url": "https://x.com/apekshik/status/2117034914822713596", "author": "@apekshik", "followers": 1049, "date": "2026-11-01", "likes": 243, "bookmarks": 358, "views": 23089}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 106, "type": "skill", "value": 3, "advice": "Plan lighting in a 3D white studio with actors, up to 6 lights and a camera, watch shadows and the lens view live, and export the plan.", "quote": "Place actors, up to 6 lights, modifiers and a camera in a 3D white studio, see shadows and the lens view live, export the plan.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/direct-light-lighting-previz", "card": "Open-Source Lighting Previz for Directors and DPs", "kind": "skill", "publisher": "oukeming64-tech", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/oukeming64-tech/direct-light", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 107, "type": "rule", "value": 4, "advice": "Light the environment first to give the room depth, then light the character to match it.", "quote": "Light the environment first. Give the room depth, then light your character to match it.", "flags": [], "proof_score": 225, "source": {"url": "https://x.com/beginnersblog1/status/2117355436789977462", "author": "@beginnersblog1", "followers": 29874, "date": "2026-11-02", "likes": 107, "bookmarks": 167, "views": 4588}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 108, "type": "rule", "value": 3, "advice": "Motivate every light with a visible source such as a window, lamp, monitor or streetlight.", "quote": "Motivate the light. A window, lamp, monitor, or streetlight should explain where the glow comes from.", "flags": [], "proof_score": 225, "source": {"url": "https://x.com/beginnersblog1/status/2117355436789977462", "author": "@beginnersblog1", "followers": 29874, "date": "2026-11-02", "likes": 107, "bookmarks": 167, "views": 4588}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 109, "type": "rule", "value": 3, "advice": "Start with one key light 30-60 degrees to one side and slightly above eye level.", "quote": "Start with one key light. Place it 30–60° to one side and slightly above eye level.", "flags": [], "proof_score": 225, "source": {"url": "https://x.com/beginnersblog1/status/2117355436789977462", "author": "@beginnersblog1", "followers": 29874, "date": "2026-11-02", "likes": 107, "bookmarks": 167, "views": 4588}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 110, "type": "prompt", "value": 3, "advice": "Specify the world's sky gradient, moon or sun colour and light strength as exact values in the build prompt.", "quote": "the sky is a gradient from #212B54 at the horizon to #060917 overhead, with tiny stars", "flags": [], "proof_score": 2526, "source": {"url": "https://x.com/finnardley/status/2116504270199554078", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 865, "bookmarks": 1923, "views": 170411}, "also": [{"url": "https://x.com/finnardley/status/2116191842492453094", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 341, "bookmarks": 531, "views": 19638}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 111, "type": "prompt", "value": 3, "advice": "Write the camera as one continuous path with explicit start point, direction and speed.", "quote": "One continuous camera, never a cut: it starts low over the hero and glides backwards down the page at one steady speed while looking up it", "flags": [], "proof_score": 5612, "source": {"url": "https://x.com/twoclipping/status/2110329502676951367", "author": "@twoclipping", "followers": 9487, "date": "2026-10-14", "likes": 2175, "bookmarks": 4371, "views": 153436}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2110329502676951367", "card": "Landing page URL to a 3D fly-over launch video", "kind": "prompt", "publisher": "twoclipping", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/leonardoperin8/status/2115962860530483547", "author": "@leonardoperin8", "followers": 2021, "date": "2026-10-30", "likes": 78, "bookmarks": 110, "views": 3824}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 112, "type": "tool", "value": 3, "advice": "Design a shot by picking camera body, lens and film stock, generate a still, then fly a camera move through it.", "quote": "Pick a camera body, lens, and film stock to design a shot, and it turns that into a prompt, generates the image with a free model, then flies a camera through it.", "flags": [], "proof_score": 360, "source": {"url": "https://x.com/doodi_dev/status/2116745798927134768", "author": "@doodi_dev", "followers": 230, "date": "2026-11-01", "likes": 149, "bookmarks": 277, "views": 8463}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 113, "type": "tool", "value": 3, "advice": "Use Theatre.js to keyframe a 3D scene on a timeline.", "quote": "Theatre.js → keyframes and a timeline for your 3D scene", "flags": [], "proof_score": 59, "source": {"url": "https://x.com/seeconvm/status/2117588032828178570", "author": "@seeconvm", "followers": 3393, "date": "2026-11-03", "likes": 40, "bookmarks": 36, "views": 2691}, "also": [{"url": "https://x.com/e1genqq/status/2116740739929379038", "author": "@e1genqq", "followers": 2821, "date": "2026-11-01", "likes": 2550, "bookmarks": 5229, "views": 183447}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 114, "type": "tool", "value": 3, "advice": "Stage the character path and the camera in React Three Fiber.", "quote": "React Three Fiber → stage the character path + camera", "flags": [], "proof_score": 633, "source": {"url": "https://x.com/beamnxw/status/2115774868838875633", "author": "@beamnxw", "followers": 14694, "date": "2026-10-29", "likes": 332, "bookmarks": 446, "views": 20988}, "also": [{"url": "https://x.com/seeconvm/status/2117588032828178570", "author": "@seeconvm", "followers": 3393, "date": "2026-11-03", "likes": 40, "bookmarks": 36, "views": 2691}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 115, "type": "tool", "value": 3, "advice": "Export GLB from Blender, inspect and optimise it with glTF Transform, and turn it into editable React components with gltfjsx.", "quote": "glTF Transform → inspect and optimize the exported assets", "flags": [], "proof_score": 633, "source": {"url": "https://x.com/beamnxw/status/2115774868838875633", "author": "@beamnxw", "followers": 14694, "date": "2026-10-29", "likes": 332, "bookmarks": 446, "views": 20988}, "also": [{"url": "https://x.com/e1genqq/status/2114445900131013003", "author": "@e1genqq", "followers": 2821, "date": "2026-10-25", "likes": 5124, "bookmarks": 9678, "views": 295866}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 116, "type": "rule", "value": 3, "advice": "Keep the studio .blend editable and drive the Remotion animation with useCurrentFrame().", "quote": "keep studio.blend editable. drive the Remotion animation with useCurrentFrame().", "flags": [], "proof_score": 633, "source": {"url": "https://x.com/beamnxw/status/2115774868838875633", "author": "@beamnxw", "followers": 14694, "date": "2026-10-29", "likes": 332, "bookmarks": 446, "views": 20988}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 117, "type": "tool", "value": 3, "advice": "Add postprocessing for bloom, depth of field and colour grading, and a GPU path tracer for realistic lighting and reflections.", "quote": "postprocessing → Bloom, depth of field and color grading.", "flags": [], "proof_score": 16238, "source": {"url": "https://x.com/e1genqq/status/2116270712390316375", "author": "@e1genqq", "followers": 2821, "date": "2026-10-30", "likes": 6430, "bookmarks": 12613, "views": 409979}, "also": [{"url": "https://x.com/0xTrackmind/status/2117632477539803383", "author": "@0xTrackmind", "followers": 4948, "date": "2026-11-03", "likes": 23, "bookmarks": 28, "views": 697}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 118, "type": "technique", "value": 3, "advice": "Drive a three.js scene from a paused GSAP timeline so renders are deterministic.", "quote": "A Three.js-powered orbit scene driven by a paused GSAP timeline for deterministic renders.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/hf.three-orbiting-cards", "card": "Three Orbiting Cards", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/three-orbiting-cards", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 119, "type": "tool", "value": 3, "advice": "Add measured, seek-safe procedural camera shake profiles (handheld, telephoto, rig) to coded cameras.", "quote": "Procedural handheld, telephoto and rig camera shake for any wrapper: nine measured profiles with per-lens projection, closed-form and seek-safe", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/hf.camera-shake", "card": "Camera Shake", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/camera-shake", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 120, "type": "skill", "value": 4, "advice": "Plan, build and capture three.js scenes for video with absolute-time frames, seeded motion, colour-safe glTF and render QA.", "quote": "Plan, build and capture Three.js scenes for video: absolute-time frames, seeded motion, color-safe glTF, render QA.", "flags": [], "proof_score": 114, "source": {"url": "https://varg.ai/how-to/skills/calesthio-threejs-scene-composition", "card": "Three.js Scene Composition", "kind": "skill", "publisher": "Calesthio", "installs": 110, "stars": 216, "source_post_stats": null, "repo": "https://github.com/calesthio/generative-media-skills/tree/main/skills/production/runtime-assembly/threejs-scene-composition", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 121, "type": "skill", "value": 3, "advice": "Render three.js scenes or GLB files to PNG or MP4 headless in Node with fixed-step frames.", "quote": "Render three.js scenes or GLB files to PNG, MP4, WebM or GIF in Node with Dawn WebGPU: no browser, fixed-step frames.", "flags": [], "proof_score": 4, "source": {"url": "https://varg.ai/how-to/skills/rendergl-headless-three", "card": "Headless Three.js WebGPU (rgl)", "kind": "skill", "publisher": "Or Fleisher", "installs": null, "stars": 8, "source_post_stats": null, "repo": "https://github.com/juniorxsound/headless-three-webgpu/tree/main/packages/cli/agent/skills/rgl-cli", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 122, "type": "skill", "value": 3, "advice": "Install Three.js Skills covering scenes, geometry, materials, lighting, shaders, animation and post-processing.", "quote": "13 Three.js skills: scenes, geometry, materials, lighting, GLSL and TSL shaders, animation, post-processing, R3F.", "flags": [], "proof_score": 9629, "source": {"url": "https://varg.ai/how-to/skills/threejs-skills", "card": "Three.js Skills", "kind": "skill", "publisher": "CloudAI-X", "installs": 154958, "stars": 3763, "source_post_stats": null, "repo": "https://github.com/CloudAI-X/threejs-skills", "license": "MIT"}, "also": [{"url": "https://x.com/kursormaxx/status/2116846633618968617", "author": "@kursormaxx", "followers": 1288, "date": "2026-11-01", "likes": 30, "bookmarks": 15, "views": 1455}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 123, "type": "skill", "value": 4, "advice": "Rebuild the object in one reference image as a code-only, animation-ready three.js model, gated pass by pass.", "quote": "Rebuilds the object in one reference image as a code-only, animation-ready Three.js model, gated pass by pass.", "flags": [], "proof_score": 9966, "source": {"url": "https://varg.ai/how-to/skills/img2threejs", "card": "img2threejs by Nick (Hoài Nhớ)", "kind": "skill", "publisher": "Nick (Hoài Nhớ)", "installs": null, "stars": 19931, "source_post_stats": null, "repo": "https://github.com/img2threejs/img2threejs", "license": "Apache-2.0"}, "also": [{"url": "https://x.com/AmirMushich/status/2113692928824484078", "author": "@AmirMushich", "followers": 91808, "date": "2026-10-23", "likes": 1492, "bookmarks": 3216, "views": 110741}, {"url": "https://x.com/romandevz/status/2114655026190618718", "author": "@romandevz", "followers": 622175, "date": "2026-10-26", "likes": 1217, "bookmarks": 1790, "views": 64936}, {"url": "https://x.com/Leviwoyun/status/2113140946699460933", "author": "@Leviwoyun", "followers": 6952, "date": "2026-10-22", "likes": 2551, "bookmarks": 4246, "views": 125178}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 124, "type": "skill", "value": 3, "advice": "Storyboard shot types, angles and moves, and respect the 180-degree rule, before generating.", "quote": "Storyboard a video before generating: shot types, angles, moves, the 180-degree rule, annotated panels.", "flags": [], "proof_score": 391, "source": {"url": "https://varg.ai/how-to/skills/inference-sh-storyboard-creation", "card": "Storyboard Creation", "kind": "skill", "publisher": "inference.sh", "installs": 11, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/guides/video/storyboard-creation", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 125, "type": "skill", "value": 3, "advice": "Write one shot spec and convert it into the exact prompt for each video model.", "quote": "Write one shot spec, get the exact prompt for Veo, Kling, Seedance, Hailuo, Luma or Runway.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-cinematic-grammar", "card": "Cinematic Grammar", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 126, "type": "data_stream", "value": 3, "advice": "Search film references through deep links to shot.cafe, film-grab and eyecannndy without copying the frames.", "quote": "Pointer-only reference search: deep links to shot.cafe, film-grab and eyecannndy — never the frames.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-reference-finder", "card": "Reference Finder", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 127, "type": "technique", "value": 3, "advice": "Make the film in 2D code first, then ask the agent to rebuild the same film in 3D.", "quote": "make it in 2D code, then ask the agent to rebuild the same film in 3D", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2110010240825737683", "card": "Storybook 3D animation Claude built in Blender", "kind": "prompt", "publisher": "kevin_t_ngo", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 128, "type": "technique", "value": 4, "advice": "Pick ready assets (HDRIs, PBR materials, low-poly props, rigged characters), give the agent the files and a shot list, and have it write the scene code.", "quote": "Pick your assets. Give Claude the files and a shot list. Have it write the scene and animation code.", "flags": [], "proof_score": 483, "source": {"url": "https://x.com/e1genqq/status/2115899405542813923", "author": "@e1genqq", "followers": 2821, "date": "2026-10-29", "likes": 208, "bookmarks": 354, "views": 25015}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 129, "type": "rule", "value": 3, "advice": "Use free animation libraries (Mixamo, ActionForge, Meshy, Tripo) for standard humanoid moves and spend agent quota only on custom motion.", "quote": "only drain your Opus quota when you need custom animations from video, or FPS ones", "flags": [], "proof_score": 2448, "source": {"url": "https://x.com/maxt3chno/status/2115386626775953881", "author": "@maxt3chno", "followers": 1375, "date": "2026-10-28", "likes": 1193, "bookmarks": 1789, "views": 62543}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 130, "type": "technique", "value": 3, "advice": "For hard poses, show the agent a pose reference, render a posed ref in Blender, generate a video motion ref, then recreate that motion in Blender.", "quote": "Asked it to render a ref in Blender with the posed hands + pistol", "flags": [], "proof_score": 420, "source": {"url": "https://x.com/maxt3chno/status/2116120485503082818", "author": "@maxt3chno", "followers": 1375, "date": "2026-10-30", "likes": 286, "bookmarks": 259, "views": 17618}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 131, "type": "warning", "value": 3, "advice": "Do not rely on the agent in Blender for complex animation; use it for small cleanups.", "quote": "Weak spot is animation: Claude with Blender handles small cleanups but should not be relied on for anything complex", "flags": [], "proof_score": 237, "source": {"url": "https://x.com/RoundtableSpace/status/2117470574201188458", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-03", "likes": 167, "bookmarks": 101, "views": 52281}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 132, "type": "technique", "value": 3, "advice": "Model hard-surface objects as Python CAD code (build123d); it follows references closely and uses few tokens.", "quote": "Claude is really good at writing Python CAD code. It follows instructions and references closely, and it’s very token efficient", "flags": [], "proof_score": 1043, "source": {"url": "https://x.com/janhebein/status/2116452533778395307", "author": "@janhebein", "followers": 3947, "date": "2026-10-31", "likes": 883, "bookmarks": 568, "views": 33238}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 133, "type": "technique", "value": 3, "advice": "Build complex machines as separate systems so each section can move independently before you animate.", "quote": "separate the rotating shafts and blade assemblies so each section can move independently", "flags": [], "proof_score": 67, "source": {"url": "https://x.com/Promixyz/status/2116126309864689667", "author": "@Promixyz", "followers": 1053, "date": "2026-10-30", "likes": 54, "bookmarks": 37, "views": 2550}, "also": [{"url": "https://x.com/Lummox_eth/status/2117220071781081115", "author": "@Lummox_eth", "followers": 8871, "date": "2026-11-02", "likes": 43, "bookmarks": 31, "views": 1424}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 134, "type": "warning", "value": 3, "advice": "Watch agent overhead: every unnecessary tool call, failed generation and repeated rebuild adds cost, while predefined procedural Blender operations do not.", "quote": "every unnecessary tool call, failed generation, and repeated rebuild adds overhead that can make the final result ridiculously expensive", "flags": [], "proof_score": 1391, "source": {"url": "https://x.com/Lummox_eth/status/2112867233823101208", "author": "@Lummox_eth", "followers": 8871, "date": "2026-10-21", "likes": 656, "bookmarks": 997, "views": 65555}, "also": [{"url": "https://x.com/RastislavBakala/status/2115467602801611268", "author": "@RastislavBakala", "followers": 15769, "date": "2026-10-28", "likes": 25, "bookmarks": 0, "views": 770}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 135, "type": "check", "value": 3, "advice": "Use OpenCV to spot broken frames and Pillow for contact sheets and colour checks.", "quote": "OpenCV → spots broken frames", "flags": [], "proof_score": 1217, "source": {"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}, "also": [{"url": "https://x.com/rincyXIII/status/2116890579107762505", "author": "@rincyXIII", "followers": 160, "date": "2026-11-01", "likes": 275, "bookmarks": 365, "views": 19158}, {"url": "https://x.com/0xwhrrari/status/2115104061204632000", "author": "@0xwhrrari", "followers": 23306, "date": "2026-10-27", "likes": 413, "bookmarks": 679, "views": 33749}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 136, "type": "data_stream", "value": 3, "advice": "Study a repo of 475 Opus-built video demos (3D scenes included) where every demo has its original prompt and source post.", "quote": "Every demo comes with its original prompt and source post, so you can pick any one and try recreating it yourself.", "flags": [], "proof_score": 5572, "source": {"url": "https://x.com/hurricodes/status/2111531584037785970", "author": "@hurricodes", "followers": 18152, "date": "2026-10-17", "likes": 2644, "bookmarks": 3886, "views": 363503}, "also": [{"url": "https://x.com/victorpfreitas/status/2117258182066123122", "author": "@victorpfreitas", "followers": 1168, "date": "2026-11-02", "likes": 164, "bookmarks": 206, "views": 6275}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 137, "type": "data_stream", "value": 3, "advice": "Use the awesome-opus5-5-videos archive of 3D scenes and motion pieces to study the prompts behind successful animations.", "quote": "Özellikle başarılı animasyonların arkasındaki promptları incelemek için güzel bir kaynak.", "flags": [], "proof_score": 4576, "source": {"url": "https://x.com/theozguratillay/status/2117165062125215871", "author": "@theozguratillay", "followers": 1531, "date": "2026-11-02", "likes": 1689, "bookmarks": 3610, "views": 121665}, "also": [{"url": "https://x.com/victorpfreitas/status/2117258182066123122", "author": "@victorpfreitas", "followers": 1168, "date": "2026-11-02", "likes": 164, "bookmarks": 206, "views": 6275}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 138, "type": "rule", "value": 3, "advice": "Judge every decision against the best work in your references; the video is not finished until it holds up next to them.", "quote": "every decision is judged against the best work in the references, and the video isn't finished until it holds up next to them.", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 139, "type": "rule", "value": 3, "advice": "Hold frame rate in three.js with instancing, frustum culling, adaptive pixel ratio and a proper LOD scheme.", "quote": "Use instancing, frustum culling, adaptive pixel ratio, and a proper LOD scheme.", "flags": [], "proof_score": 1860, "source": {"url": "https://x.com/HelloVyom/status/2083177539816837559", "author": "@HelloVyom", "followers": 12149, "date": "2026-07-31", "likes": 598, "bookmarks": 1477, "views": 84257}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 140, "type": "technique", "value": 3, "advice": "For zero external assets, build every mesh as procedural geometry and generate every texture in code with canvas 2D or shader noise.", "quote": "Every mesh is built in code (procedural geometry / BufferGeometry), every texture is generated in-code (canvas 2D or noise in a shader)", "flags": [], "proof_score": 1860, "source": {"url": "https://x.com/HelloVyom/status/2083177539816837559", "author": "@HelloVyom", "followers": 12149, "date": "2026-07-31", "likes": 598, "bookmarks": 1477, "views": 84257}, "also": [{"url": "https://x.com/OxShamss/status/2116829907753844912", "author": "@OxShamss", "followers": 8488, "date": "2026-11-01", "likes": 13, "bookmarks": 1, "views": 451}, {"url": "https://x.com/OxShamss/status/2116809917445165070", "author": "@OxShamss", "followers": 8488, "date": "2026-11-01", "likes": 45, "bookmarks": 3, "views": 1159}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 141, "type": "technique", "value": 5, "advice": "Generate a start frame, block the scene out in Blender with an animated camera, then feed both the frame and the camera clip to Seedance.", "quote": "Block out the scene in Blender, animate the camera", "flags": [], "proof_score": 454, "source": {"url": "https://x.com/reidhannaford/status/2071956990847295855", "author": "@reidhannaford", "followers": 3398, "date": "2026-06-30", "likes": 352, "bookmarks": 260, "views": 17790}, "also": [{"url": "https://x.com/reidhannaford/status/2071595581508563168", "author": "@reidhannaford", "followers": 3398, "date": "2026-06-29", "likes": 1625, "bookmarks": 1160, "views": 229667}, {"url": "https://x.com/maxprokopp/status/2073115565150052371", "author": "@maxprokopp", "followers": 858, "date": "2026-07-03", "likes": 1143, "bookmarks": 1299, "views": 138457}], "top10_rank": 4, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 142, "type": "prompt", "value": 5, "advice": "Tell the video model to keep the start frame unchanged and follow the reference clip's camera movement exactly, while the characters may move.", "quote": "Use [vid1] as a camera motion reference. Follow the camera movement in the reference exactly", "flags": [], "proof_score": 454, "source": {"url": "https://x.com/reidhannaford/status/2072041016979284252", "author": "@reidhannaford", "followers": 3398, "date": "2026-06-30", "likes": 352, "bookmarks": 260, "views": 17790}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 143, "type": "check", "value": 5, "advice": "Have the agent write a script that scores the render against the reference (colour, light, contrast, detail) from 0 to 100 instead of eyeballing it.", "quote": "have opus write a script that compares the render with the reference (color, light, contrast, detail) and gives a 0-100 score", "flags": [], "proof_score": 668, "source": {"url": "https://x.com/rewind02/status/2113573386794254715", "author": "@rewind02", "followers": 7898, "date": "2026-10-23", "likes": 350, "bookmarks": 424, "views": 68995}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 144, "type": "rule", "value": 4, "advice": "Iterate as render, score, side-by-side, then change one thing at a time.", "quote": "loop: render > score > side-by-side > change one thing", "flags": [], "proof_score": 668, "source": {"url": "https://x.com/rewind02/status/2113573386794254715", "author": "@rewind02", "followers": 7898, "date": "2026-10-23", "likes": 350, "bookmarks": 424, "views": 68995}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 145, "type": "technique", "value": 4, "advice": "Fix lighting, haze and layout in the scene first, and auto-fit a colour-grade LUT to the reference only as the final step.", "quote": "auto-fit a color grade (lut) to the reference as the final step", "flags": [], "proof_score": 668, "source": {"url": "https://x.com/rewind02/status/2113573386794254715", "author": "@rewind02", "followers": 7898, "date": "2026-10-23", "likes": 350, "bookmarks": 424, "views": 68995}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 146, "type": "technique", "value": 4, "advice": "Generate the level in code from a seed, built from small pieces with procedural shaders, so one generator replaces many generated assets.", "quote": "one generator instead of 100 assets, and no generation credits burned", "flags": [], "proof_score": 668, "source": {"url": "https://x.com/rewind02/status/2113573386794254715", "author": "@rewind02", "followers": 7898, "date": "2026-10-23", "likes": 350, "bookmarks": 424, "views": 68995}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 147, "type": "check", "value": 4, "advice": "Check the back, bottom and thin parts of image-to-3D results, because they often come out blobby, broken or missing.", "quote": "the back, the bottom and thin parts like wings, horns and handles often come out blobby, broken or missing", "flags": [], "proof_score": 47, "source": {"url": "https://x.com/rohanpaul_ai/status/2115056684796407835", "author": "@rohanpaul_ai", "followers": 160724, "date": "2026-10-27", "likes": 30, "bookmarks": 27, "views": 5427}, "also": [{"url": "https://x.com/rohanpaul_ai/status/2115056690018271256", "author": "@rohanpaul_ai", "followers": 160724, "date": "2026-10-27", "likes": 30, "bookmarks": 27, "views": 5427}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 148, "type": "tool", "value": 3, "advice": "Sharpen a coarse mesh from another image-to-3D model with the open Hi3D v1.0, which refines it in 3 passes.", "quote": "Hi3D v1.0 takes the image plus a rough draft shape (a “coarse mesh” from another model) and sharpens it in 3 passes, at 512, 1024 and 1536 resolution.", "flags": [], "proof_score": 47, "source": {"url": "https://x.com/rohanpaul_ai/status/2115056684796407835", "author": "@rohanpaul_ai", "followers": 160724, "date": "2026-10-27", "likes": 30, "bookmarks": 27, "views": 5427}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 149, "type": "tool", "value": 3, "advice": "Use an agent-callable image-to-3D MCP that removes the background, builds the mesh, cleans it, normalises its size and places it on the ground plane.", "quote": "Cleans the mesh: Welds vertices, removes disconnected debris and normalizes the object to unit size.", "flags": [], "proof_score": 38, "source": {"url": "https://x.com/cutetoxicguy/status/2117365853054505251", "author": "@cutetoxicguy", "followers": 104, "date": "2026-11-02", "likes": 20, "bookmarks": 26, "views": 1538}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 150, "type": "tool", "value": 3, "advice": "Turn one picture into a standard 3D Gaussian splat .ply locally on Apple Silicon with the Idol MLX port.", "quote": "One picture in, a full 3D Gaussian splat out, running locally on Apple Silicon.", "flags": [], "proof_score": 644, "source": {"url": "https://x.com/Stefan_3D_AI/status/2117523359588376881", "author": "@Stefan_3D_AI", "followers": 15404, "date": "2026-11-03", "likes": 360, "bookmarks": 446, "views": 18198}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 151, "type": "technique", "value": 3, "advice": "Offload heavy final rendering of a Blender previz to an AI video tool instead of waiting hours for Blender renders.", "quote": "Offloading the rendering to an AI video tool is a more efficient approach.", "flags": [], "proof_score": 556, "source": {"url": "https://x.com/seiiiiiiiiiiru/status/2116438341516443848", "author": "@seiiiiiiiiiiru", "followers": 23514, "date": "2026-10-30", "likes": 553, "bookmarks": 246, "views": 33716}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 152, "type": "data_stream", "value": 4, "advice": "Build real places from open data: lidar terrain, water, land cover and OpenStreetMap footprints and roads.", "quote": "USGS 3DEP 1 m lidar for the terrain. NOAA CoNED for the bay floor. USGS NHD for water. ESA WorldCover for land cover. OpenStreetMap for footprints and roads.", "flags": [], "proof_score": 731, "source": {"url": "https://x.com/xgwei/status/2087715999500116330", "author": "@xgwei", "followers": 1633, "date": "2026-08-13", "likes": 556, "bookmarks": 373, "views": 79819}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 153, "type": "technique", "value": 3, "advice": "For real places, keep the geometry real but give it a painted, stylised look rather than a photo copy.", "quote": "It is meant to read as a painted model of the Bay rather than a photo of it", "flags": [], "proof_score": 731, "source": {"url": "https://x.com/xgwei/status/2087715999500116330", "author": "@xgwei", "followers": 1633, "date": "2026-08-13", "likes": 556, "bookmarks": 373, "views": 79819}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 154, "type": "data_stream", "value": 3, "advice": "Render real cities from Google Photorealistic 3D Tiles in three.js with 3d-tiles-renderer and one fixed orthographic camera so every shot aligns.", "quote": "Google Photorealistic 3D Tiles, rendered with three.js + 3d-tiles-renderer", "flags": [], "proof_score": 18, "source": {"url": "https://x.com/BngRithvik/status/2114353594719928518", "author": "@BngRithvik", "followers": 2126, "date": "2026-10-25", "likes": 17, "bookmarks": 8, "views": 1059}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 155, "type": "data_stream", "value": 3, "advice": "Use Sentinel-2 cloudless satellite tiles from EOX (CC BY 4.0, credited on screen) for real satellite close-ups.", "quote": "Satellite: Sentinel-2 cloudless 2016 tiles from EOX (CC BY 4.0", "flags": [], "proof_score": 902, "source": {"url": "https://x.com/finnardley/status/2116339267123212551", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 386, "bookmarks": 686, "views": 23053}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2116339267123212551", "card": "Agent map explainer: satellite to paper map in one take", "kind": "prompt", "publisher": "finnardley", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 156, "type": "technique", "value": 4, "advice": "Build a shot from one 4K painting: split it into layers with a depth map and render the camera move in Remotion, with no AI video.", "quote": "The depth map separates the street into layers, and Remotion renders the camera move straight to 3840×2160 — no AI video generation, no upscaling.", "flags": [], "proof_score": 12, "source": {"url": "https://x.com/PatiChanchi/status/2116660513094660144", "author": "@PatiChanchi", "followers": 472, "date": "2026-10-31", "likes": 21, "bookmarks": 1, "views": 160}, "also": [{"url": "https://x.com/PatiChanchi/status/2116624653431226873", "author": "@PatiChanchi", "followers": 472, "date": "2026-10-31", "likes": 24, "bookmarks": 2, "views": 491}], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 157, "type": "rule", "value": 3, "advice": "Use code for scenes that must not drift and stay editable, and video models for photorealism, people, faces and messy real-world scenes.", "quote": "It doesn't drift. Frame 1,000 is as stable as frame 1. No melting trees, no rocks that change shape when the camera comes back", "flags": [], "proof_score": 12, "source": {"url": "https://x.com/fluid_ai_/status/2117273437420822726", "author": "@fluid_ai_", "followers": 57, "date": "2026-11-02", "likes": 11, "bookmarks": 6, "views": 412}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 158, "type": "tool", "value": 3, "advice": "Plan the shot in 3D, check the clay sketch and change it in plain words, then render with Seedance as a draft before HD.", "quote": "Make it real with Seedance 2.5: draft, then HD", "flags": ["promo"], "proof_score": 254, "source": {"url": "https://x.com/budgetpixel/status/2115193550069453053", "author": "@budgetpixel", "followers": 2997, "date": "2026-10-27", "likes": 305, "bookmarks": 37, "views": 64427}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 159, "type": "prompt", "value": 4, "advice": "When restyling a photo into a 3D model look, tell the image model to preserve the exact spatial layout, proportions and landmarks.", "quote": "Preserve the exact spatial layout, proportions, major architectural forms, facade materials, stairs, walls, pipes, street objects, vegetation, and distinctive landmarks from the reference image.", "flags": [], "proof_score": 2190, "source": {"url": "https://x.com/togro42/status/2094030329627414880", "author": "@togro42", "followers": 503, "date": "2026-08-30", "likes": 723, "bookmarks": 1794, "views": 34698}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 160, "type": "prompt", "value": 3, "advice": "Re-shoot a continuous one-shot clip from new camera angles with video-to-video, using the original video as the exact action reference.", "quote": "Use the original video @ TAG ORIGINAL VIDEO as the exact action reference", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2101324357108658433", "card": "Change the camera angle, keep the exact same action", "kind": "prompt", "publisher": "Framer_X", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 161, "type": "tool", "value": 2, "advice": "Preview a texture set on a lit shader ball or your own glTF mesh under an HDR environment before using it.", "quote": "Put a texture set, or a lone image, on a lit, shadowed primitive, a shader ball, or your own glTF, OBJ, or FBX mesh, lit by an HDR environment", "flags": [], "proof_score": 36, "source": {"url": "https://x.com/ArcBrushApp/status/2112574698043425172", "author": "@ArcBrushApp", "followers": 184, "date": "2026-10-20", "likes": 19, "bookmarks": 6, "views": 20256}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 162, "type": "tool", "value": 2, "advice": "Edit images with Nano Banana 2, which accepts up to 14 reference images.", "quote": "Generate and edit images with Nano Banana 2, with up to 14 reference images and search grounding.", "flags": [], "proof_score": 391, "source": {"url": "https://varg.ai/how-to/skills/inference-sh-nano-banana-2", "card": "Nano Banana 2", "kind": "skill", "publisher": "inference.sh", "installs": 7, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/image/nano-banana-2", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 163, "type": "skill", "value": 2, "advice": "Use Huashu Art Motion for paintings that move in 35+ art styles as code, with a QA subagent before delivery.", "quote": "Paintings that move: 35+ art styles and 9 explainer grammars as code, BPM-synced music, a QA subagent before delivery.", "flags": [], "proof_score": 2928, "source": {"url": "https://varg.ai/how-to/skills/huashu-art-motion", "card": "Huashu Art Motion by Huashu", "kind": "skill", "publisher": "Huashu (alchaincyf)", "installs": null, "stars": 5855, "source_post_stats": null, "repo": "https://github.com/alchaincyf/huashu-art-motion", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "06", "step_name": "Blockout in code", "n": 164, "type": "skill", "value": 2, "advice": "For real-world locations, use globe dives, flyovers and route maps with camera curves and map credits.", "quote": "Globe dives, flyovers, route maps, self-drawing charts, count-ups and audio visualizers with camera curves, chart rules and map credits.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/maps-and-data-motion", "card": "Maps and Data Motion: travel maps, charts and visualizers", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/maps-and-data-motion", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 1, "type": "rule", "value": 5, "advice": "Render stylized animated shots in code (three.js, Remotion) instead of a video generator so every shot stays consistent and editable.", "quote": "It doesn't use an AI video generator. Everything is rendered in code with three.js and Remotion, so every shot is consistent and editable.", "flags": [], "proof_score": 1184, "source": {"url": "https://x.com/RoundtableSpace/status/2117236532482396349", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-02", "likes": 533, "bookmarks": 849, "views": 68917}, "also": [{"url": "https://x.com/N01ennn/status/2108520767092597182", "author": "@N01ennn", "followers": 9458, "date": "2026-10-09", "likes": 1465, "bookmarks": 1853, "views": 121015}, {"url": "https://x.com/PrajwalTomar_/status/2108490173692682319", "author": "@PrajwalTomar_", "followers": 56880, "date": "2026-10-09", "likes": 2175, "bookmarks": 2228, "views": 249145}, {"url": "https://x.com/francescoinweb3/status/2111190424647782538", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-16", "likes": 706, "bookmarks": 1234, "views": 55949}, {"url": "https://x.com/finnardley/status/2116191842492453094", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 341, "bookmarks": 531, "views": 19638}], "top10_rank": 1, "top3": true}
{"step": "07", "step_name": "Takes", "n": 2, "type": "technique", "value": 4, "advice": "Build product-launch motion graphics (kinetic type, UI cards, isometric devices) from HTML, GSAP or three.js instead of a video model, so frames stay pixel-sharp.", "quote": "Product-launch motion graphics rendered from HTML, GSAP or three.js instead of a video model", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/styles/trending", "card": "Code-made motion design", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/Sownjuinho/status/2115819748021657947", "author": "@Sownjuinho", "followers": 1620, "date": "2026-10-29", "likes": 92, "bookmarks": 54, "views": 3936}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 3, "type": "technique", "value": 4, "advice": "Make keyframes with an image model, then generate the shot with Veo 3.1 or Seedance 2.5; Seedance does better on motion shots.", "quote": "Use GPT 2.5 Image Sunburst for keyframes and Veo 3.1 / Seedance 2.5 for generation. Seedance does better with motion shots.", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [{"url": "https://x.com/mikenevermiss/status/2076549980265844892", "author": "@mikenevermiss", "followers": 28342, "date": "2026-07-13", "likes": 632, "bookmarks": 1019, "views": 144455}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 4, "type": "rule", "value": 5, "advice": "Keep reference images for consistency and generate an animatic before generating the full video.", "quote": "Ensure you have reference images for consistency and generate an animatic before full video.", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [{"url": "https://varg.ai/how-to/component/varg.previz", "card": "varg Previz", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/varg-previz", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 5, "type": "data_stream", "value": 3, "advice": "Let the agent search with yt-dlp and pull Creative Commons clips from real videos into the composition.", "quote": "Allow it to use yt-dlp with search to inject clips from real videos (creative commons) in composition", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [{"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 6, "type": "rule", "value": 4, "advice": "Take standard humanoid moves from free libraries (Mixamo, ActionForge, Meshy, Tripo); spend model effort only on custom moves from video or FPS animations.", "quote": "only drain your Opus quota when you need custom animations from video, or FPS ones", "flags": [], "proof_score": 2448, "source": {"url": "https://x.com/maxt3chno/status/2115386626775953881", "author": "@maxt3chno", "followers": 1375, "date": "2026-10-28", "likes": 1193, "bookmarks": 1789, "views": 62543}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 7, "type": "technique", "value": 3, "advice": "Give the agent one key and a budget and let it pick the image, voice and music models itself while holding one style and one character.", "quote": "Claude chose the image, voice and music models itself, kept one style and one character for a full minute, and came in under $4", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/reddit-1wogab3", "card": "One-prompt collage short: Claude picks its own models", "kind": "prompt", "publisher": "u/Singularity-42", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/donaldjewkes/status/2102801906573935057", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 2393, "bookmarks": 5702, "views": 659177}, {"url": "https://x.com/donaldjewkes/status/2102801274173587569", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 11290, "bookmarks": 12073, "views": 4050439}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 8, "type": "technique", "value": 4, "advice": "Switch to a different model for the one shot that needs readable phone or screen text.", "quote": "ad makers picked up the tip of switching models for the one shot with readable phone text.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2083364450900549639", "card": "Heist-movie reply ad to a copycat restaurant", "kind": "prompt", "publisher": "0xInk_", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/umesh_ai/status/2083909535593644291", "author": "@umesh_ai", "followers": 48273, "date": "2026-08-02", "likes": 338, "bookmarks": 293, "views": 22913}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 9, "type": "prompt", "value": 5, "advice": "When you attach a reference video, state it is only for camera movement and pacing and must not lend its people, places or text.", "quote": "Refer to Video 1 only for camera movement and pacing; do not copy its people, places or text.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2083364450900549639", "card": "Heist-movie reply ad to a copycat restaurant", "kind": "prompt", "publisher": "0xInk_", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 10, "type": "technique", "value": 4, "advice": "Show phone screens blurred in the generated shot and composite the real screen in later.", "quote": "hands scrolling a phone with a blurred social thread (composite the real screen later)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2083364450900549639", "card": "Heist-movie reply ad to a copycat restaurant", "kind": "prompt", "publisher": "0xInk_", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 11, "type": "prompt", "value": 5, "advice": "For each reference image, state exactly which traits it defines and list what not to copy from it, such as backdrop, pose and lighting.", "quote": "Do not copy the grey studio backdrop, the standing pose,", "flags": [], "proof_score": 150, "source": {"url": "https://x.com/AiwithBloodline/status/2115841225106604469", "author": "@AiwithBloodline", "followers": 7256, "date": "2026-10-29", "likes": 128, "bookmarks": 80, "views": 5892}, "also": [{"url": "https://x.com/ZentrixHQ/status/2117204475756613808", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-02", "likes": 67, "bookmarks": 32, "views": 4845}, {"url": "https://x.com/aimikoda/status/2095141166962311555", "author": "@aimikoda", "followers": 34313, "date": "2026-09-02", "likes": 878, "bookmarks": 923, "views": 131296}, {"url": "https://varg.ai/how-to/prompts/x-2101904919540429295", "card": "One spin per city: outfit, props and map UI change together", "kind": "prompt", "publisher": "HoodyLiu", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2116728095323677043", "card": "Animal-knight fantasy short with dialogue, 21:9", "kind": "prompt", "publisher": "zzhan8", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 12, "type": "prompt", "value": 5, "advice": "Write key frames with role-tagged references (match exactly vs reference only), one present-tense scene paragraph, a concrete grade and an Avoid line.", "quote": "Each reference gets a role (\"match exactly\" vs \"reference only for\") and a list of what to keep or leave out, then one present-tense scene paragraph, a concrete grade and an Avoid line.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-gpt-image-crash-keyframe", "card": "21:9 fisheye key frame with four role-tagged references", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/kling-4-prompting", "card": "How to prompt Kling 4 for cinematic AI video", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/kling-4-prompting", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 13, "type": "skill", "value": 4, "advice": "For Kling 4, start from GPT Image 2.5 key frames, write a short director's prompt, time multi-shot in seconds and add \"no slow motion\".", "quote": "key frames from GPT Image 2.5, a short director's prompt, multi-shot with seconds, \"no slow motion\", and the fixes.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/kling-4-prompting", "card": "How to prompt Kling 4 for cinematic AI video", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/kling-4-prompting", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 14, "type": "technique", "value": 5, "advice": "Chain short clips by starting each one from the previous clip's last frame, which solves the no-memory-between-clips problem.", "quote": "it solves the \"no memory between clips\" problem with a simple last-frame chain", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2086118407708250149", "card": "Whiteboard explainer ad, 9 clips chained by last frame", "kind": "prompt", "publisher": "ladprofit", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2114322832993988820", "card": "Giant hands build a miniature treehouse, 6 chained clips", "kind": "prompt", "publisher": "CrazyKaomei", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/fal-storytelling", "card": "fal Storytelling", "kind": "skill", "publisher": "fal", "installs": 446, "stars": 256, "source_post_stats": null, "repo": "https://github.com/fal-ai-community/skills/tree/main/skills/storytelling", "license": "MIT"}, {"url": "https://varg.ai/how-to/prompts/x-2096388928416919829", "card": "60 s soda ad: one sip lifts her into a fruit-mountain sky", "kind": "prompt", "publisher": "ShamiWeb3", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/deepbeepmeep/status/2086106500766843287", "author": "@deepbeepmeep", "followers": 3872, "date": "2026-08-08", "likes": 221, "bookmarks": 229, "views": 31833}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 15, "type": "prompt", "value": 4, "advice": "Keep style and character text in locked blocks and paste them verbatim into every clip's prompt.", "quote": "locked blocks, paste verbatim into every single clip", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2086118407708250149", "card": "Whiteboard explainer ad, 9 clips chained by last frame", "kind": "prompt", "publisher": "ladprofit", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 16, "type": "skill", "value": 3, "advice": "Use a first/last-frame model such as Jimeng via dLazy for 5 or 10 s transitions between two fixed frames.", "quote": "Jimeng (Dreamina) transition video between a first and last frame, 5 or 10 s, via dLazy", "flags": [], "proof_score": 3, "source": {"url": "https://varg.ai/how-to/skills/dlazy-jimeng-i2v-first-tail", "card": "dLazy Jimeng First-Last Frame", "kind": "skill", "publisher": "dlazyai", "installs": 63, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-jimeng-i2v-first-tail", "license": "unknown"}, "also": [{"url": "https://varg.ai/how-to/skills/dlazy-wan2-7", "card": "Wan 2.7 via dLazy", "kind": "skill", "publisher": "dlazyai", "installs": 60, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-wan2-7", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/dlazy-viduq2-i2v", "card": "Vidu Q2 Image-to-Video via dLazy", "kind": "skill", "publisher": "dlazyai", "installs": 61, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-viduq2-i2v", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/dlazy-seedance-2-0", "card": "dLazy Seedance 2.0", "kind": "skill", "publisher": "dlazyai", "installs": 65, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-seedance-2-0", "license": "unknown"}, {"url": "https://varg.ai/how-to/skills/video-gen", "card": "Seedance Video Gen", "kind": "skill", "publisher": "qiujiahong", "installs": 101, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/qiujiahong/skills/video-gen", "license": "unknown"}, {"url": "https://x.com/itxabdullaa/status/2116502720823865475", "author": "@itxabdullaa", "followers": 7470, "date": "2026-10-31", "likes": 313, "bookmarks": 38, "views": 54770}, {"url": "https://x.com/ComfyUI/status/2084110113078751465", "author": "@ComfyUI", "followers": 66976, "date": "2026-08-03", "likes": 2053, "bookmarks": 497, "views": 236015}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 17, "type": "skill", "value": 3, "advice": "Use the Gemini Omni Flash skill for first/last-frame generation, extensions and edits of video.", "quote": "Generate and edit video with Gemini Omni 1.1 Flash: text-to-video, first/last frames, extensions, edits.", "flags": [], "proof_score": 2272, "source": {"url": "https://varg.ai/how-to/skills/gemini-omni-flash-api", "card": "Gemini Omni Flash", "kind": "skill", "publisher": "Google Gemini", "installs": 2000, "stars": 4344, "source_post_stats": null, "repo": "https://github.com/google-gemini/gemini-skills/tree/main/skills/gemini-omni-flash-api", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 18, "type": "technique", "value": 4, "advice": "End code-made loops on the exact first frame so autoplay loops without a seam.", "quote": "The last frame is the first frame, so it loops.", "flags": [], "proof_score": 28703, "source": {"url": "https://x.com/twoclipping/status/2103273003555402193", "author": "@twoclipping", "followers": 9487, "date": "2026-09-24", "likes": 12770, "bookmarks": 21135, "views": 1182601}, "also": [{"url": "https://varg.ai/how-to/skills/seedance-seamless-loop-animation", "card": "Turn an Image into a Seamless Loop Animation with Seedance", "kind": "skill", "publisher": "kevinrivm", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/kevinrivm/seedance-animation/tree/main/skill", "license": null}, {"url": "https://x.com/ghosstty_/status/2117394076622372992", "author": "@ghosstty_", "followers": 1056, "date": "2026-11-02", "likes": 230, "bookmarks": 324, "views": 17240}, {"url": "https://varg.ai/how-to/skills/loop-to-first-frame", "card": "Last Frame Equals First Frame", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/logo-sting", "license": "Apache-2.0"}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 19, "type": "rule", "value": 3, "advice": "Use seamless loops for no-story POV formats; viewers rewatch them several times without noticing the loop.", "quote": "People watch it three or four times without noticing it looped.", "flags": [], "proof_score": 456, "source": {"url": "https://x.com/ghosstty_/status/2117394076622372992", "author": "@ghosstty_", "followers": 1056, "date": "2026-11-02", "likes": 230, "bookmarks": 324, "views": 17240}, "also": [{"url": "https://x.com/sulfurscales/status/2106719924001575108", "author": "@sulfurscales", "followers": 16370, "date": "2026-10-04", "likes": 2013, "bookmarks": 1714, "views": 305165}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 20, "type": "technique", "value": 5, "advice": "Go character sheet, then a start-frame still, then video, instead of straight text-to-video.", "quote": "found-footage realism (character sheet → start frame → video) on Seedance 2.5.", "flags": [], "proof_score": 4160, "source": {"url": "https://varg.ai/how-to/prompts/x-2102775755646337530", "card": "Y2K home-video road trip: who holds the camera is the prompt", "kind": "prompt", "publisher": "abxxai", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 3891, "views": 269000}, "repo": null, "license": null}, "also": [{"url": "https://x.com/ghosstty_/status/2117394076622372992", "author": "@ghosstty_", "followers": 1056, "date": "2026-11-02", "likes": 230, "bookmarks": 324, "views": 17240}, {"url": "https://varg.ai/how-to/prompts/x-2099547856486989951", "card": "Persuasive talking head from a Pinterest frame", "kind": "prompt", "publisher": "jasonugc", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 297, "views": 12800}, "repo": null, "license": null}, {"url": "https://x.com/manaetrx/status/2116024799168549272", "author": "@manaetrx", "followers": 2357, "date": "2026-10-30", "likes": 461, "bookmarks": 506, "views": 20336}, {"url": "https://x.com/abxxai/status/2114723928786768066", "author": "@abxxai", "followers": 24382, "date": "2026-10-26", "likes": 295, "bookmarks": 410, "views": 35509}, {"url": "https://x.com/EXM7777/status/2100615302388330944", "author": "@EXM7777", "followers": 156736, "date": "2026-09-17", "likes": 440, "bookmarks": 805, "views": 29166}, {"url": "https://x.com/abxxai/status/2110709089710088537", "author": "@abxxai", "followers": 24382, "date": "2026-10-15", "likes": 324, "bookmarks": 307, "views": 41050}], "top10_rank": 3, "top3": true}
{"step": "07", "step_name": "Takes", "n": 21, "type": "prompt", "value": 4, "advice": "In the video prompt, say the start frame matches the reference exactly and ask for no objects, no cuts and no music.", "quote": "start frame matches the reference exactly, no objects, no cuts, no music.", "flags": [], "proof_score": 310, "source": {"url": "https://varg.ai/how-to/prompts/x-2099547856486989951", "card": "Persuasive talking head from a Pinterest frame", "kind": "prompt", "publisher": "jasonugc", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 297, "views": 12800}, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 22, "type": "technique", "value": 5, "advice": "Steer a complex camera move by feeding a 3D previz video as the camera reference for the generation.", "quote": "the clearest public recipe for steering a complex camera move with a 3D previz video", "flags": [], "proof_score": 1308, "source": {"url": "https://varg.ai/how-to/prompts/x-2105285283298115670", "card": "Blender previz as the camera path: a 15 s one-take pull-back", "kind": "prompt", "publisher": "PJaccetturo", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 1225, "views": 83000}, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/component/varg.previz", "card": "varg Previz", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/varg-previz", "license": "MIT"}, {"url": "https://varg.ai/how-to/prompts/x-2101904919540429295", "card": "One spin per city: outfit, props and map UI change together", "kind": "prompt", "publisher": "HoodyLiu", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/open-film-skills-screenplay-to-cut", "card": "Direct an AI Film From Screenplay to Previs and Final Cut", "kind": "skill", "publisher": "62656456", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/62656456/ai-film-skills", "license": null}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 23, "type": "warning", "value": 4, "advice": "Do not rely on text for realistic handheld shake; record real camera motion (iPhone ARKit) and feed it with the start image to Seedance.", "quote": "Handheld camera motion and realistic shake is hard to describe or prompt to Al.", "flags": [], "proof_score": 2009, "source": {"url": "https://x.com/maxprokopp/status/2073115565150052371", "author": "@maxprokopp", "followers": 858, "date": "2026-07-03", "likes": 1143, "bookmarks": 1299, "views": 138457}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 24, "type": "prompt", "value": 4, "advice": "For a recast, declare the reference video the master for movement, camera, editing and timing, and map each photo to one character.", "quote": "using the supplied reference video as the master for movement, actions, camera work, editing, and timing.", "flags": [], "proof_score": 135, "source": {"url": "https://x.com/ZentrixHQ/status/2116537788803809748", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-10-31", "likes": 84, "bookmarks": 80, "views": 12760}, "also": [{"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 25, "type": "technique", "value": 4, "advice": "Generate only the short 2-3 s hook with a video model and attach a real recorded app demo after it.", "quote": "it’s a 3 sec generated hook + attached demo as you can read in my post", "flags": [], "proof_score": 5524, "source": {"url": "https://x.com/simonecanciello/status/2116565199515975924", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}, "also": [{"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 26, "type": "warning", "value": 3, "advice": "Only swap people in footage and faces you have the right to use.", "quote": "Only use footage and faces you have the right to use.", "flags": [], "proof_score": 2868, "source": {"url": "https://x.com/RoundtableSpace/status/2116141818786230389", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 1326, "bookmarks": 2096, "views": 108596}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 27, "type": "warning", "value": 3, "advice": "Avoid Kling motion control for complex, multi-step or hand-heavy motion; the author found hands and eating scenes get mangled.", "quote": "Kling falls apart the moment you try anything complex. eating scenes look weird, hand movements get mangled, anything multi-step breaks down completely.", "flags": ["unverified_claim"], "proof_score": 1358, "source": {"url": "https://x.com/Mho_23/status/2076403594413363294", "author": "@Mho_23", "followers": 34382, "date": "2026-07-12", "likes": 667, "bookmarks": 961, "views": 63392}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 28, "type": "technique", "value": 4, "advice": "To restyle an existing clip, edit its first frame and run id_v2v, which keeps identity and motion.", "quote": "(restyle from an edited first frame, keeps identity and motion)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/change-something-inside-a-video", "card": "How to change something inside a video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 29, "type": "technique", "value": 4, "advice": "When a take is close, fix the broken moment with an AI video editor (Runway Aleph) instead of regenerating the whole clip.", "quote": "I got an acceptable result on the third attempt, but there were still a few problems, so I fixed them:", "flags": [], "proof_score": 2914, "source": {"url": "https://x.com/YourAlphaMom/status/2098541423062548561", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-09-11", "likes": 2098, "bookmarks": 1227, "views": 637589}, "also": [{"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, {"url": "https://x.com/ComfyUI/status/2084110113078751465", "author": "@ComfyUI", "followers": 66976, "date": "2026-08-03", "likes": 2053, "bookmarks": 497, "views": 236015}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 30, "type": "prompt", "value": 5, "advice": "Write Seedance prompts as global style, characters, a timestamped storyboard, camera movement, negatives and ending constraints, saying what happens every few seconds.", "quote": "you tell it exactly what happens every few seconds, where the camera moves, how the emotion changes, what should never appear", "flags": [], "proof_score": 1907, "source": {"url": "https://x.com/maxxmalist/status/2083951871069487592", "author": "@maxxmalist", "followers": 34045, "date": "2026-08-02", "likes": 878, "bookmarks": 1371, "views": 97242}, "also": [{"url": "https://x.com/silvanrec/status/2117394986543030630", "author": "@silvanrec", "followers": 66609, "date": "2026-11-02", "likes": 197, "bookmarks": 129, "views": 17431}, {"url": "https://x.com/Hope_Ai01/status/2117300920866496661", "author": "@Hope_Ai01", "followers": 19959, "date": "2026-11-02", "likes": 131, "bookmarks": 67, "views": 15545}, {"url": "https://x.com/BubbleBrain/status/2083659648108990925", "author": "@BubbleBrain", "followers": 13783, "date": "2026-08-01", "likes": 928, "bookmarks": 994, "views": 376468}, {"url": "https://x.com/Rizi_ru/status/2116339386413621557", "author": "@Rizi_ru", "followers": 11555, "date": "2026-10-31", "likes": 101, "bookmarks": 55, "views": 5104}, {"url": "https://x.com/sulfurscales/status/2084256472322781622", "author": "@sulfurscales", "followers": 16370, "date": "2026-08-03", "likes": 1279, "bookmarks": 1537, "views": 1353499}, {"url": "https://varg.ai/how-to/prompts/x-2115446648704827633", "card": "Phone-cam goof-off in hand-drawn anime sketch style, 8 shots", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 8466, "views": 669000}, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/replicate-prompt-videos", "card": "Replicate Prompt Videos", "kind": "skill", "publisher": "Replicate", "installs": 2500, "stars": 142, "source_post_stats": null, "repo": "https://github.com/replicate/skills/tree/main/skills/prompt-videos", "license": "Apache-2.0"}, {"url": "https://x.com/_philschmid/status/2093012878211072183", "author": "@_philschmid", "followers": 126324, "date": "2026-08-27", "likes": 355, "bookmarks": 484, "views": 21810}, {"url": "https://varg.ai/how-to/prompts/x-2113841913065615450", "card": "How to make a revenge comedy action video with AI", "kind": "prompt", "publisher": "AIwithkhan", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/itxabdullaa/status/2116502720823865475", "author": "@itxabdullaa", "followers": 7470, "date": "2026-10-31", "likes": 313, "bookmarks": 38, "views": 54770}], "top10_rank": 8, "top3": false}
{"step": "07", "step_name": "Takes", "n": 31, "type": "prompt", "value": 4, "advice": "Structure video prompts as camera, subject, action, environment, lighting and audio, not as a photo description.", "quote": "CAMERA + SUBJECT + ACTION + ENVIRONMENT + LIGHTING + AUDIO", "flags": ["promo"], "proof_score": 455, "source": {"url": "https://x.com/UchegbuPeaceM/status/2116447409505022268", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 32, "type": "warning", "value": 4, "advice": "Do not reroll the same prompt to fix drifting faces, vanishing objects or unnatural motion; change the prompt or references instead.", "quote": "If your AI characters keep changing faces, objects disappear between scenes, or movements look unnatural, generating the same prompt repeatedly may not fix it.", "flags": ["promo"], "proof_score": 455, "source": {"url": "https://x.com/UchegbuPeaceM/status/2116447409505022268", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-10-31", "likes": 216, "bookmarks": 337, "views": 9617}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 33, "type": "rule", "value": 4, "advice": "Give Seedance everything it needs in the prompt (characters, voices, camera moves, vibe) so it does not have to guess.", "quote": "so I give it everything it needs so it doesn't guess about anything", "flags": [], "proof_score": 1112, "source": {"url": "https://x.com/pounddz/status/2115578348411720036", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, "also": [{"url": "https://x.com/buraktuyan/status/2092008235075084363", "author": "@buraktuyan", "followers": 2274, "date": "2026-08-24", "likes": 2015, "bookmarks": 530, "views": 680185}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 34, "type": "technique", "value": 5, "advice": "Iterate the prompt with many cheap 480p test generations, then render the final versions at 720p.", "quote": "After 20+ Seedance 2.5 tests at 480p, with the prompt evolving throughout, I generated the final versions at 720p.", "flags": [], "proof_score": 2218, "source": {"url": "https://x.com/buraktuyan/status/2092008235075084363", "author": "@buraktuyan", "followers": 2274, "date": "2026-08-24", "likes": 2015, "bookmarks": 530, "views": 680185}, "also": [{"url": "https://x.com/pounddz/status/2115601135537185010", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, {"url": "https://varg.ai/how-to/make-ai-b-roll-for-your-video", "card": "How to make AI b-roll for your video", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/NeuraFlowAix/status/2102887071455273064", "author": "@NeuraFlowAix", "followers": 98841, "date": "2026-09-23", "likes": 221, "bookmarks": 270, "views": 117291}], "top10_rank": 9, "top3": false}
{"step": "07", "step_name": "Takes", "n": 35, "type": "technique", "value": 4, "advice": "Render a low-resolution preview of 3D shots first and only then the final render, which can take hours.", "quote": "render a 480p preview first, then the final render (1080p can take 1-2 hours)", "flags": [], "proof_score": 3444, "source": {"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}, "also": [{"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}, {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 36, "type": "technique", "value": 5, "advice": "For speaking shots, generate or record the voice first, attach it as the audio reference and put the exact script in the prompt.", "quote": "If its speaking, you need to generate the voice in eleven (or record it) separately. Then layer on the actual text/script of the voice in the prompt", "flags": [], "proof_score": 3797, "source": {"url": "https://x.com/ZssBecker/status/2113320998527221875", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, "also": [{"url": "https://x.com/buraktuyan/status/2092008235075084363", "author": "@buraktuyan", "followers": 2274, "date": "2026-08-24", "likes": 2015, "bookmarks": 530, "views": 680185}, {"url": "https://x.com/Israa_Ali2077/status/2117286613739032729", "author": "@Israa_Ali2077", "followers": 1556, "date": "2026-11-02", "likes": 169, "bookmarks": 181, "views": 7466}], "top10_rank": 10, "top3": false}
{"step": "07", "step_name": "Takes", "n": 37, "type": "warning", "value": 4, "advice": "Lock the audio over the whole take, or Seedance adds or adjusts things to match body movement.", "quote": "The audio must be locked over all or SD will try ad stuff/or adjust it to make up for body movements etc.", "flags": [], "proof_score": 3797, "source": {"url": "https://x.com/ZssBecker/status/2113320998527221875", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 38, "type": "check", "value": 3, "advice": "Check every speaking take for changed speech speed, since Seedance still alters speech slightly with the speaker's movement.", "quote": "SD still alters the speech slightly/speeds/slow it/changes with the speakers movement.", "flags": [], "proof_score": 3797, "source": {"url": "https://x.com/ZssBecker/status/2113497202702115226", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 39, "type": "prompt", "value": 4, "advice": "For a sung performance, make the uploaded audio the master timing source and sync cuts, breath, gaze and gestures to it.", "quote": "Synchronize cuts, breath, gaze, gestures and type to the actual audio. Do not invent a different song or singer.", "flags": [], "proof_score": 273, "source": {"url": "https://x.com/Israa_Ali2077/status/2117286613739032729", "author": "@Israa_Ali2077", "followers": 1556, "date": "2026-11-02", "likes": 169, "bookmarks": 181, "views": 7466}, "also": [{"url": "https://x.com/techhalla/status/2115233504472486179", "author": "@techhalla", "followers": 103221, "date": "2026-10-28", "likes": 94, "bookmarks": 155, "views": 8318}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 40, "type": "technique", "value": 4, "advice": "Direct dialogue delivery with bodily actions between lines (sniffles, gestures) as punctuation; it gave the author the biggest improvement.", "quote": "Using bodily actions as punctuation (this one gave the biggest improvement BY FAR!", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 41, "type": "technique", "value": 3, "advice": "Break long dialogue lines into shorter ones with intentional pauses and watch the written punctuation.", "quote": "Breaking long lines into shorter ones, with intentional pauses.", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 42, "type": "prompt", "value": 5, "advice": "Write the prompt like a real shoot: name the lens per shot, let the camera react a beat late, light from one sun, give every extra a task.", "quote": "Write it like a real shoot. Name the lens for each shot, let the camera react a beat late like a real operator, light everything from one sun, and give every extra something to do.", "flags": [], "proof_score": 404, "source": {"url": "https://x.com/NEXUS_TO_NOVA/status/2117261732489925018", "author": "@NEXUS_TO_NOVA", "followers": 31066, "date": "2026-11-02", "likes": 265, "bookmarks": 257, "views": 14521}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2110924173619138656", "card": "Boyfriend's-eye summer walk, 30 s home-video realism", "kind": "prompt", "publisher": "agi_aibusi", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2105140615206076785", "card": "Wuxia heroine caught on 2000s MiniDV crashing into a bar", "kind": "prompt", "publisher": "TanLuAI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2113244959990329635", "card": "Day-in-the-life fashion edit, 15 shots with lens per shot", "kind": "prompt", "publisher": "AIwithkhan", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 383, "views": 38000}, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 43, "type": "prompt", "value": 4, "advice": "Prompt the medium, not just the scene: \"gameplay capture\" and \"cinematic shot\" give different images.", "quote": "Prompt the medium, not just the scene. \"Gameplay capture\" gives you a different image than \"cinematic shot\".", "flags": [], "proof_score": 3035, "source": {"url": "https://x.com/_VVSVS/status/2090813096310784160", "author": "@_VVSVS", "followers": 11479, "date": "2026-08-21", "likes": 1846, "bookmarks": 1893, "views": 219199}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 44, "type": "technique", "value": 4, "advice": "Fight takes come out stiff with turn-taking; tell the model everything happens at once and re-render until it does.", "quote": "Fights come out stiff. Everyone takes turns. Tell the model everything happens at once and re-render until it does.", "flags": [], "proof_score": 3035, "source": {"url": "https://x.com/_VVSVS/status/2090813096310784160", "author": "@_VVSVS", "followers": 11479, "date": "2026-08-21", "likes": 1846, "bookmarks": 1893, "views": 219199}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 45, "type": "rule", "value": 5, "advice": "Generate short clips, cut them yourself and add music in post; it gives more control than one long generation.", "quote": "Generate short clips. Cut them yourself. Add music in post. You have more control than one long generation will ever give you.", "flags": [], "proof_score": 3035, "source": {"url": "https://x.com/_VVSVS/status/2090813096310784160", "author": "@_VVSVS", "followers": 11479, "date": "2026-08-21", "likes": 1846, "bookmarks": 1893, "views": 219199}, "also": [{"url": "https://x.com/imrollandex/status/2093367790241464609", "author": "@imrollandex", "followers": 6349, "date": "2026-08-28", "likes": 228, "bookmarks": 283, "views": 21684}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 46, "type": "rule", "value": 4, "advice": "Lock the character first with one clean character sheet and reference it in every generation to stop drift.", "quote": "Lock your character first. One clean character sheet. Reference it in every generation. This is what stops the drift.", "flags": [], "proof_score": 3035, "source": {"url": "https://x.com/_VVSVS/status/2090813096310784160", "author": "@_VVSVS", "followers": 11479, "date": "2026-08-21", "likes": 1846, "bookmarks": 1893, "views": 219199}, "also": [{"url": "https://x.com/sulfurscales/status/2084256472322781622", "author": "@sulfurscales", "followers": 16370, "date": "2026-08-03", "likes": 1279, "bookmarks": 1537, "views": 1353499}, {"url": "https://x.com/sophiaparkerr_/status/2116891573799764118", "author": "@sophiaparkerr_", "followers": 31991, "date": "2026-11-01", "likes": 193, "bookmarks": 19, "views": 26358}, {"url": "https://x.com/Sheldon056/status/2091396663718117706", "author": "@Sheldon056", "followers": 13980, "date": "2026-08-23", "likes": 7040, "bookmarks": 11051, "views": 5352182}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 47, "type": "prompt", "value": 4, "advice": "State the exact number of characters and forbid extra or cloned bodies so each stays individually recognizable.", "quote": "All three must remain individually recognizable. No fourth attacker, cloned bodie", "flags": [], "proof_score": 103, "source": {"url": "https://x.com/ChillaiKalan__/status/2116775135067689114", "author": "@ChillaiKalan__", "followers": 16607, "date": "2026-11-01", "likes": 101, "bookmarks": 40, "views": 12937}, "also": [{"url": "https://x.com/Ciri_ai/status/2117143506443784677", "author": "@Ciri_ai", "followers": 11908, "date": "2026-11-02", "likes": 233, "bookmarks": 31, "views": 30457}, {"url": "https://x.com/itxabdullaa/status/2116502720823865475", "author": "@itxabdullaa", "followers": 7470, "date": "2026-10-31", "likes": 313, "bookmarks": 38, "views": 54770}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 48, "type": "prompt", "value": 4, "advice": "Ask for a multi-shot sequence with a stated number of hard cuts so there is always something happening.", "quote": "with multiple shots to keep the clip dynamic, so there’s always something happening", "flags": [], "proof_score": 210, "source": {"url": "https://x.com/techhalla/status/2115233504472486179", "author": "@techhalla", "followers": 103221, "date": "2026-10-28", "likes": 94, "bookmarks": 155, "views": 8318}, "also": [{"url": "https://x.com/ChillaiKalan__/status/2116775135067689114", "author": "@ChillaiKalan__", "followers": 16607, "date": "2026-11-01", "likes": 101, "bookmarks": 40, "views": 12937}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 49, "type": "technique", "value": 4, "advice": "Split the song into 15-second chunks that each start one second before the previous ends, so generated clips stitch cleanly.", "quote": "First, chop your song up into 15-second chunks, and make sure each chunk starts one second before the previous one ends.", "flags": [], "proof_score": 210, "source": {"url": "https://x.com/techhalla/status/2115233504472486179", "author": "@techhalla", "followers": 103221, "date": "2026-10-28", "likes": 94, "bookmarks": 155, "views": 8318}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 50, "type": "prompt", "value": 4, "advice": "Ask for full real-time speed with no slow motion, speed ramps or establishing shot when the action must feel fast.", "quote": "Everything plays at full real-time speed. No slow motion, speed ramps or introductory establishing shot.", "flags": [], "proof_score": 70, "source": {"url": "https://x.com/ZentrixHQ/status/2117204475756613808", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-02", "likes": 67, "bookmarks": 32, "views": 4845}, "also": [{"url": "https://varg.ai/how-to/skills/kling-4-prompting", "card": "How to prompt Kling 4 for cinematic AI video", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/kling-4-prompting", "license": "MIT"}, {"url": "https://x.com/AiwithBloodline/status/2115841225106604469", "author": "@AiwithBloodline", "followers": 7256, "date": "2026-10-29", "likes": 128, "bookmarks": 80, "views": 5892}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 51, "type": "prompt", "value": 3, "advice": "State how key props stay attached through the take, for example a backpack secured over both shoulders.", "quote": "Her backpack remains secured over both shoulders.", "flags": [], "proof_score": 70, "source": {"url": "https://x.com/ZentrixHQ/status/2117204475756613808", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-02", "likes": 67, "bookmarks": 32, "views": 4845}, "also": [{"url": "https://x.com/elvar_official/status/2109591871727001654", "author": "@elvar_official", "followers": 40323, "date": "2026-10-12", "likes": 2283, "bookmarks": 1037, "views": 209091}, {"url": "https://x.com/itxabdullaa/status/2116502720823865475", "author": "@itxabdullaa", "followers": 7470, "date": "2026-10-31", "likes": 313, "bookmarks": 38, "views": 54770}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 52, "type": "prompt", "value": 3, "advice": "Tell the model the subject is constantly moving, with no freezes or static poses.", "quote": "The woman is constantly moving, no freezes or static poses.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2078814921756754352", "card": "Lip-synced singer with five dancers in one 15 s take", "kind": "prompt", "publisher": "Kiber_Alla", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/Just_sharon7/status/2117569022690762832", "author": "@Just_sharon7", "followers": 48986, "date": "2026-11-03", "likes": 282, "bookmarks": 8, "views": 27370}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 53, "type": "prompt", "value": 4, "advice": "For home-video realism, prompt camera imperfections: hand shake, misaligned framing, delayed focus pulls, clumsy zooms, cut-off faces.", "quote": "Hand shake, misaligned framing, delayed focus pulls, clumsy zooms, occasional face cut-off framing, imperfect shots.", "flags": [], "proof_score": 180, "source": {"url": "https://x.com/QAiStudio/status/2117128948048109820", "author": "@QAiStudio", "followers": 8766, "date": "2026-11-02", "likes": 202, "bookmarks": 74, "views": 4622}, "also": [{"url": "https://x.com/YourAlphaMom/status/2116635769729323171", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-31", "likes": 71, "bookmarks": 95, "views": 8773}, {"url": "https://varg.ai/how-to/styles/trending", "card": "Early-2000s DV camcorder", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 54, "type": "rule", "value": 4, "advice": "Ask for footage that feels spontaneous, imperfect and observed rather than performed.", "quote": "The footage should feel spontaneous, intimate, imperfect, and genuinely observed rather than performed.", "flags": [], "proof_score": 19923, "source": {"url": "https://x.com/Sheldon056/status/2091396663718117706", "author": "@Sheldon056", "followers": 13980, "date": "2026-08-23", "likes": 7040, "bookmarks": 11051, "views": 5352182}, "also": [{"url": "https://x.com/BubbleBrain/status/2083659648108990925", "author": "@BubbleBrain", "followers": 13783, "date": "2026-08-01", "likes": 928, "bookmarks": 994, "views": 376468}, {"url": "https://x.com/Diplomeme/status/2099726668164444397", "author": "@Diplomeme", "followers": 8983, "date": "2026-09-15", "likes": 172, "bookmarks": 118, "views": 7876}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 55, "type": "technique", "value": 4, "advice": "For close-ups, specify anatomy, lens distance and a few tiny timed acting beats instead of adjectives like beautiful.", "quote": "by specifying anatomy, lens distance and five tiny acting beats instead of 'beautiful girl'", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2111238259799904370", "card": "15 s face close-up with scripted micro-expressions", "kind": "prompt", "publisher": "jackzhang123vip", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2112785503892496876", "card": "Two sisters share a wild peach, near-real period drama", "kind": "prompt", "publisher": "FromSummerF", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 56, "type": "technique", "value": 3, "advice": "Script a small accident into phone-camera takes (the phone gets bumped, slides and is propped back up) to sell realism.", "quote": "around 9 s a waiter's arm bumps the table, the phone slides and tilts, and she catches it and props it back up.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2111471573395755295", "card": "30s phone-cam UGC at brunch, sister steals pancake", "kind": "prompt", "publisher": "minchoi", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 57, "type": "prompt", "value": 4, "advice": "Write a camera behavior contract that says exactly how the camera moves in each world of the piece.", "quote": "CAMERA BEHAVIOR CONTRACT: in the REAL WORLD the camera is HANDHELD — organic micro-shake, human weight, drift and correction.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2096388928416919829", "card": "60 s soda ad: one sip lifts her into a fruit-mountain sky", "kind": "prompt", "publisher": "ShamiWeb3", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 58, "type": "technique", "value": 3, "advice": "Give camera moves weight and momentum: an operator walking, a dolly slowing before it stops, handheld reacting to its carrier.", "quote": "a gimbal operator is walking, a dolly slows down before it stops, a handheld camera reacts to the person carrying it", "flags": ["promo"], "proof_score": 2151, "source": {"url": "https://x.com/UchegbuPeaceM/status/2089720711669518776", "author": "@UchegbuPeaceM", "followers": 2734, "date": "2026-08-18", "likes": 1175, "bookmarks": 1481, "views": 82722}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 59, "type": "prompt", "value": 3, "advice": "For one-take chases, write a camera-path prompt with explicit height range and open air the camera keeps to.", "quote": "Keep the camera moving 25–220 meters above the road, entirely in open valley air.", "flags": [], "proof_score": 769, "source": {"url": "https://varg.ai/how-to/prompts/x-2116743444442013813", "card": "One aerial take: a superbike outruns seven disasters", "kind": "prompt", "publisher": "umesh_ai", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 666, "views": 103000}, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 60, "type": "prompt", "value": 4, "advice": "Lock the spatial layout for the whole take: where each character and prop sits, including left and right.", "quote": "Layout locked for the whole video: the three mermaids are in the water right in front of him, leaning on the same pool edge;", "flags": [], "proof_score": 850, "source": {"url": "https://x.com/devgetsit/status/2117345392471793728", "author": "@devgetsit", "followers": 127, "date": "2026-11-02", "likes": 704, "bookmarks": 446, "views": 51526}, "also": [{"url": "https://x.com/abulu8/status/2116476626917847495", "author": "@abulu8", "followers": 5176, "date": "2026-10-31", "likes": 155, "bookmarks": 49, "views": 58443}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 61, "type": "prompt", "value": 4, "advice": "Limit generated audio to diegetic sound and ban music in the prompt when the score is added in the edit.", "quote": "Audio is strictly limited to natural diegetic sound effects and environmental sound, with absolutely no music", "flags": [], "proof_score": 1308, "source": {"url": "https://varg.ai/how-to/prompts/x-2105285283298115670", "card": "Blender previz as the camera path: a 15 s one-take pull-back", "kind": "prompt", "publisher": "PJaccetturo", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 1225, "views": 83000}, "repo": null, "license": null}, "also": [{"url": "https://x.com/abulu8/status/2116476626917847495", "author": "@abulu8", "followers": 5176, "date": "2026-10-31", "likes": 155, "bookmarks": 49, "views": 58443}, {"url": "https://x.com/_VVSVS/status/2090813096310784160", "author": "@_VVSVS", "followers": 11479, "date": "2026-08-21", "likes": 1846, "bookmarks": 1893, "views": 219199}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 62, "type": "prompt", "value": 3, "advice": "Motivate the light in the prompt: a window, lamp, monitor or streetlight should explain where the glow comes from.", "quote": "Motivate the light. A window, lamp, monitor, or streetlight should explain where the glow comes from.", "flags": [], "proof_score": 225, "source": {"url": "https://x.com/beginnersblog1/status/2117355436789977462", "author": "@beginnersblog1", "followers": 29874, "date": "2026-11-02", "likes": 107, "bookmarks": 167, "views": 4588}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 63, "type": "skill", "value": 4, "advice": "Specify each camera move with direction, speed and an end frame, written in the target model's syntax.", "quote": "47 camera moves with direction, speed and an end frame — dolly in to car mount — in six models' syntax.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-camera-moves", "card": "Camera Moves", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 64, "type": "skill", "value": 3, "advice": "Write one shot spec and convert it to the exact prompt syntax of each video model.", "quote": "Write one shot spec, get the exact prompt for Veo, Kling, Seedance, Hailuo, Luma or Runway.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-cinematic-grammar", "card": "Cinematic Grammar", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/craft-model-adapters", "card": "Model Prompt Adapters", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 65, "type": "data_stream", "value": 3, "advice": "Look up camera moves and other film techniques on the Cinematic Techniques site, which lists 424 techniques with AI video prompts.", "quote": "“Cinematic Techniques” adlı bu websitesinde film ve video yapımında kullanılan tam 424 farklı teknik bir araya getirilmiş.", "flags": [], "proof_score": 2307, "source": {"url": "https://x.com/Ozgur_Kurtulus/status/2105210984344236039", "author": "@Ozgur_Kurtulus", "followers": 2791, "date": "2026-09-30", "likes": 1024, "bookmarks": 1738, "views": 57485}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 66, "type": "data_stream", "value": 3, "advice": "Use the motion-prompt dictionary (192 motion, camera and web effects) to find the exact words for a look you cannot name.", "quote": "Each one has a live example and the exact words to prompt it. Perfect when you know the look but not the name.", "flags": [], "proof_score": 1046, "source": {"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, "also": [{"url": "https://varg.ai/how-to/skills/motion-prompt-moves", "card": "Motion Prompt: 192 named moves with live samples", "kind": "skill", "publisher": "Shohei Ohtaki", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 67, "type": "skill", "value": 3, "advice": "Use a cinematography vocabulary skill with 700+ shot, move, lens and grade terms plus a prompt formula.", "quote": "700+ shot, camera move, lighting, lens, composition and color-grade terms plus a prompt formula for Veo, Kling, Sora and Runway.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/cinematography-vocabulary-ai-video", "card": "Cinematography Vocabulary for AI Video Prompts", "kind": "skill", "publisher": "Rylaispirit", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/Rylaispirit/cinematic-video-prompt-skill", "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/fal-cinematography", "card": "fal Cinematography", "kind": "skill", "publisher": "fal", "installs": 1100, "stars": 256, "source_post_stats": null, "repo": "https://github.com/fal-ai-community/skills/tree/main/skills/cinematography", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 68, "type": "skill", "value": 4, "advice": "Install the Seedance prompt guide skill for the @ reference system, camera language and templates.", "quote": "Prompt guide for Seedance 2.0 multimodal video: the @ reference system, camera language and ready templates.", "flags": [], "proof_score": 2338, "source": {"url": "https://varg.ai/how-to/skills/seedance-2-prompt-guide", "card": "Seedance 2.0 Prompt Guide", "kind": "skill", "publisher": "Dex Hünter", "installs": 3124, "stars": 4363, "source_post_stats": null, "repo": "https://github.com/dexhunter/seedance2-skill", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 69, "type": "skill", "value": 4, "advice": "Use Awesome Seedance Skills for a production workflow and genre templates distilled from 934 verified cases.", "quote": "Evidence-led Seedance 2.5/2.0 skills: a production workflow plus genre templates distilled from 934 verified cases.", "flags": [], "proof_score": 1147, "source": {"url": "https://varg.ai/how-to/skills/awesome-seedance-skills", "card": "Awesome Seedance Skills", "kind": "skill", "publisher": "LearnPrompt", "installs": null, "stars": 2294, "source_post_stats": null, "repo": "https://github.com/LearnPrompt/awesome-seedance/tree/main/agents/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 70, "type": "skill", "value": 4, "advice": "Prompt video models like a director: shots, camera motion, audio layers, dialogue and time-coded beats.", "quote": "Prompt video models like a director: shots, camera motion, four audio layers, dialogue, time-coded beats.", "flags": [], "proof_score": 196, "source": {"url": "https://varg.ai/how-to/skills/replicate-prompt-videos", "card": "Replicate Prompt Videos", "kind": "skill", "publisher": "Replicate", "installs": 2500, "stars": 142, "source_post_stats": null, "repo": "https://github.com/replicate/skills/tree/main/skills/prompt-videos", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 71, "type": "skill", "value": 3, "advice": "For MiniMax H3, use the official skill, which gives the field order for each format including first/last frame.", "quote": "MiniMax's own skill for writing H3 video prompts across T2VA, I2VA, FL2VA, L2VA and full-reference Ref2VA", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/minimax-h3-official-skills", "card": "MiniMax H3 skills (official): prompt writing and 7 formats", "kind": "skill", "publisher": "MiniMax", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 72, "type": "skill", "value": 4, "advice": "For short dramas, use ZenStory Drama Skills, which beat a no-skill control in blind tests across keyframe and video prompts.", "quote": "Short-drama skills that beat a no-skill control in blind tests: script, assets, storyboard, keyframe and video prompts.", "flags": [], "proof_score": 2636, "source": {"url": "https://varg.ai/how-to/skills/zenstory-drama-skills", "card": "Drama Skills (ZenStory)", "kind": "skill", "publisher": "ZenStory AI", "installs": 18834, "stars": 3388, "source_post_stats": null, "repo": "https://github.com/zenstory-ai/drama-skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 73, "type": "rule", "value": 5, "advice": "Budget for many takes per shot: one 22-minute film generated 847 takes and kept 127 clips.", "quote": "847 takes generated, mostly 30-second multi-shot prompts, over 5 hours of footage. 127 clips made the cut.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [{"url": "https://x.com/CharlieDFilm/status/2099227353679540244", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, {"url": "https://varg.ai/how-to/prompts/yt-kling4-breakdance-montage", "card": "30s breakdance montage from three pose stills", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/eliott__mogenet/status/2115497232934044149", "author": "@eliott__mogenet", "followers": 1102, "date": "2026-10-27", "likes": 243, "bookmarks": 271, "views": 23311}], "top10_rank": 6, "top3": true}
{"step": "07", "step_name": "Takes", "n": 74, "type": "check", "value": 4, "advice": "Inspect every long take for anatomy errors such as extra fingers and expect only part of it to be usable.", "quote": "about a third was usable (one shot had six fingers).", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-breakdance-montage", "card": "30s breakdance montage from three pose stills", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 75, "type": "technique", "value": 4, "advice": "Let the video model do as much of the framing and camera operating as possible.", "quote": "Then I let Seedance do as much of the framing and camera operating as possible. That gave the best results.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 76, "type": "technique", "value": 4, "advice": "Build anchor frames by editing location plates and turning characters into turnaround sheets before animating.", "quote": "did the heavy lifting editing those plates, building anchor frames and turning MJ characters into turnaround sheets.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 77, "type": "technique", "value": 4, "advice": "Run the same prompt and character reference on two models, make several attempts, and keep the best result.", "quote": "It couldn’t get the face right in any of my 3 attempts. The version I’m sharing is the best one.", "flags": [], "proof_score": 139, "source": {"url": "https://x.com/YourAlphaMom/status/2116635769729323171", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-31", "likes": 71, "bookmarks": 95, "views": 8773}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2110935157503041672", "card": "Same 8-shot dwarf brawl prompt on Kling 4.0 and Seedance 2.5", "kind": "prompt", "publisher": "AibeginnerR8", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/arushi_ressl/status/2115094574339355056", "author": "@arushi_ressl", "followers": 5400, "date": "2026-10-27", "likes": 895, "bookmarks": 763, "views": 158293}, {"url": "https://x.com/YourAlphaMom/status/2063952651205677170", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-06-08", "likes": 202, "bookmarks": 131, "views": 67899}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 78, "type": "technique", "value": 3, "advice": "Inject variety into options with seed strings in the prompt.", "quote": "Use seed strings to inject variety", "flags": [], "proof_score": 11620, "source": {"url": "https://x.com/lennysan/status/2094821687590375802", "author": "@lennysan", "followers": 456219, "date": "2026-09-01", "likes": 3334, "bookmarks": 8900, "views": 1053322}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 79, "type": "technique", "value": 5, "advice": "Before animating, make three distinct style or composition options as one still each and let the person pick.", "quote": "Redesign the composition for my subject in all three, each different from the others, and don't copy the room from the samples. Show me one still frame of each to choose from.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2109690569563746755", "card": "15 s animation in your pick of 35 art styles, via a skill", "kind": "prompt", "publisher": "Voxyz_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, {"url": "https://x.com/0xMovez/status/2115870373300326503", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, {"url": "https://x.com/0xMovez/status/2115870377523949687", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, {"url": "https://x.com/thegreatest_sv/status/2116587002493542781", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-31", "likes": 1423, "bookmarks": 2140, "views": 106846}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 80, "type": "check", "value": 5, "advice": "Have a separate reviewer watch each render second by second and list problems by severity without touching anything.", "quote": "watch the render second by second and list the problems by severity, without touching anything", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 81, "type": "technique", "value": 4, "advice": "Tile frames from a reference video into one image, extract its pacing, type and transitions, and rebuild them in code.", "quote": "tile frames from a reference video you love into one image, pull out its pacing, type and transitions, and write them up as HyperFrames code", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/YourAlphaMom/status/2098541423062548561", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-09-11", "likes": 2098, "bookmarks": 1227, "views": 637589}, {"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, {"url": "https://x.com/francescoinweb3/status/2111190424647782538", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-16", "likes": 706, "bookmarks": 1234, "views": 55949}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 82, "type": "technique", "value": 4, "advice": "Give revision notes like a director, as concrete timing and framing commands.", "quote": "\"slow this part down by half\", \"cut right here\", \"zoom in on the button\"", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/francescoinweb3/status/2111190424647782538", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-16", "likes": 706, "bookmarks": 1234, "views": 55949}, {"url": "https://varg.ai/how-to/component/scenario.kinetic-film-notes", "card": "Notes: type a note, the preview answers", "kind": "component", "publisher": "Scenario", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://iieqkinwjorxrzjp.public.blob.vercel-storage.com/explorations/2217ab5dbd452185a5c3c1509994da46b1ac20d2ebeaa888536244372ce73ebf/scenario-kinetic-film-skill.zip?download=1", "license": "Scenario: free download, no license file in the ZIP; fonts SIL OFL"}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 83, "type": "warning", "value": 5, "advice": "Never let the agent animate without a reference; it falls back to centered text, gradient backgrounds and fade-ins.", "quote": "without a reference, opus falls back to its default look: centered text, gradient background, everything fading in", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 84, "type": "technique", "value": 5, "advice": "Pick 1-2 reference videos and tell the agent to match them; naming a style works better than describing it.", "quote": "pick 1-2 videos whose style you want and tell opus to match them. naming a style works way better than describing one", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}, {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}], "top10_rank": 2, "top3": false}
{"step": "07", "step_name": "Takes", "n": 85, "type": "tool", "value": 4, "advice": "Install HyperFrames or Remotion so the agent writes every scene as code and renders straight to MP4.", "quote": "install @HyperFrames_ or @Remotion so opus can build the video", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://varg.ai/how-to/skills/hyperframes", "card": "HyperFrames", "kind": "skill", "publisher": "HeyGen", "installs": 1200000, "stars": 73064, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/skills/hyperframes", "license": "Apache-2.0"}, {"url": "https://varg.ai/how-to/skills/remotion-best-practices", "card": "Remotion Best Practices", "kind": "skill", "publisher": "Remotion", "installs": 689600, "stars": 5750, "source_post_stats": null, "repo": "https://github.com/remotion-dev/skills/tree/main/skills/remotion-best-practices", "license": "MIT"}, {"url": "https://x.com/thegreatest_sv/status/2112609040962359354", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-20", "likes": 583, "bookmarks": 1134, "views": 47172}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 86, "type": "check", "value": 4, "advice": "Reject any rendered film where almost nothing moves before delivery.", "quote": "its delivery script rejects any film where almost nothing moves.", "flags": [], "proof_score": 5064, "source": {"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, "also": [{"url": "https://varg.ai/how-to/skills/huashu-art-motion", "card": "Huashu Art Motion by Huashu", "kind": "skill", "publisher": "Huashu (alchaincyf)", "installs": null, "stars": 5855, "source_post_stats": null, "repo": "https://github.com/alchaincyf/huashu-art-motion", "license": "MIT"}, {"url": "https://varg.ai/how-to/component/remocn.drift", "card": "Drift", "kind": "component", "publisher": "remocn", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://remocn.dev/r/drift.json", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 87, "type": "check", "value": 5, "advice": "Review a grid of frames at every beat, fix what looks off and re-render until a full pass comes back clean.", "quote": "it can't watch footage, so it reviews a grid of frames at every beat, fixes what looks off and re-renders until a full pass comes back clean", "flags": ["suspect_engagement"], "proof_score": 5172, "source": {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, "also": [{"url": "https://x.com/N01ennn/status/2108182955671580771", "author": "@N01ennn", "followers": 9458, "date": "2026-10-08", "likes": 6013, "bookmarks": 14285, "views": 517151}, {"url": "https://x.com/369Serena/status/2115292473052295301", "author": "@369Serena", "followers": 17352, "date": "2026-10-28", "likes": 653, "bookmarks": 1040, "views": 38046}, {"url": "https://x.com/thegreatest_sv/status/2112609040962359354", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-20", "likes": 583, "bookmarks": 1134, "views": 47172}, {"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 88, "type": "technique", "value": 5, "advice": "Render one still next to the reference picture and fix the gaps over several rounds before animating anything.", "quote": "opus rendered one still next to the picture and fixed the gaps for 3 rounds before it touched the film", "flags": [], "proof_score": 11377, "source": {"url": "https://x.com/0x_fokki/status/2116289885870981296", "author": "@0x_fokki", "followers": 16348, "date": "2026-10-30", "likes": 6751, "bookmarks": 7340, "views": 661794}, "also": [{"url": "https://x.com/elvar_official/status/2116192984299344372", "author": "@elvar_official", "followers": 40323, "date": "2026-10-30", "likes": 3964, "bookmarks": 4469, "views": 340386}, {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, {"url": "https://x.com/andreysuperior/status/2116668499154116806", "author": "@andreysuperior", "followers": 17010, "date": "2026-10-31", "likes": 116, "bookmarks": 74, "views": 7030}], "top10_rank": 5, "top3": false}
{"step": "07", "step_name": "Takes", "n": 89, "type": "rule", "value": 4, "advice": "Make something happen every 2-3 seconds; a version where the object just hovers did not hold.", "quote": "my first version just hovered, so now something comes apart every 2-3 seconds", "flags": [], "proof_score": 6791, "source": {"url": "https://x.com/elvar_official/status/2116192984299344372", "author": "@elvar_official", "followers": 40323, "date": "2026-10-30", "likes": 3964, "bookmarks": 4469, "views": 340386}, "also": [{"url": "https://x.com/0x_fokki/status/2116289885870981296", "author": "@0x_fokki", "followers": 16348, "date": "2026-10-30", "likes": 6751, "bookmarks": 7340, "views": 661794}, {"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}, {"url": "https://x.com/treyscalez/status/2117602113509294520", "author": "@treyscalez", "followers": 58, "date": "2026-11-03", "likes": 48, "bookmarks": 65, "views": 2479}, {"url": "https://x.com/andreysuperior/status/2116668499154116806", "author": "@andreysuperior", "followers": 17010, "date": "2026-10-31", "likes": 116, "bookmarks": 74, "views": 7030}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 90, "type": "technique", "value": 4, "advice": "Build a review scene with neutral floor, fixed camera, the concept art pinned and clip name and number on screen, then play every clip in it.", "quote": "build a review scene: neutral floor, fixed camera, the concept art pinned in the corner, clip name and number on screen (1/23)", "flags": [], "proof_score": 1115, "source": {"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 91, "type": "technique", "value": 3, "advice": "Add secondary motion: cloth swings and settles after every stop and turn.", "quote": "add secondary motion: the cloak swings and settles after every stop and turn", "flags": [], "proof_score": 1115, "source": {"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 92, "type": "rule", "value": 3, "advice": "Animate and check one clip at a time instead of everything at once.", "quote": "animate one clip at a time: idle, turn, walk, run, then combat", "flags": [], "proof_score": 1115, "source": {"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, "also": [{"url": "https://x.com/sorenxet/status/2117279394540519635", "author": "@sorenxet", "followers": 1035, "date": "2026-11-02", "likes": 92, "bookmarks": 69, "views": 5353}, {"url": "https://x.com/rewind02/status/2109585491280453986", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 2333, "bookmarks": 3360, "views": 238822}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 93, "type": "technique", "value": 5, "advice": "Give every coded move a wind-up, a sharp hit, a heavy recovery and a pause; plant the feet first and let the body follow.", "quote": "Every move gets a wind-up, a sharp hit, a heavy recovery and a pause so it reads. Feet are planted first, the body follows", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 94, "type": "check", "value": 5, "advice": "Check animation with numbers: measure foot sliding, legs under the floor, loop seams and clipping with a script.", "quote": "A script measures foot sliding (4.6 mm on the crocodile walk), legs under the floor, loop seams, a tongue poking out of a closed mouth", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 95, "type": "check", "value": 4, "advice": "Render frames from several angles next to the concept and send any bad pass back.", "quote": "Claude renders frames from several angles and puts the model next to the concept. A bad pass goes back.", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [{"url": "https://x.com/rewind02/status/2116918597658305001", "author": "@rewind02", "followers": 7898, "date": "2026-11-01", "likes": 384, "bookmarks": 664, "views": 45229}, {"url": "https://x.com/sorenxet/status/2116656351804022868", "author": "@sorenxet", "followers": 1035, "date": "2026-10-31", "likes": 110, "bookmarks": 139, "views": 21960}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 96, "type": "rule", "value": 4, "advice": "Iterate as make it, watch it, give one specific fix per round.", "quote": "Make it, watch it, give one specific fix.", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 97, "type": "technique", "value": 4, "advice": "Save every prompt that works as JSON so the style never drifts across shots.", "quote": "every prompt that works saved as JSON, so the style never drifts.", "flags": [], "proof_score": 120, "source": {"url": "https://x.com/sorenxet/status/2117279394540519635", "author": "@sorenxet", "followers": 1035, "date": "2026-11-02", "likes": 92, "bookmarks": 69, "views": 5353}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 98, "type": "check", "value": 5, "advice": "Use code to check measurable requirements: text size, blank or frozen frames, and colours against brand rules.", "quote": "code checks things like text size, blank or frozen frames and colours against your brand rules", "flags": [], "proof_score": 3202, "source": {"url": "https://x.com/shannholmberg/status/2112104872451756348", "author": "@shannholmberg", "followers": 37522, "date": "2026-10-19", "likes": 1200, "bookmarks": 2525, "views": 76793}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 99, "type": "technique", "value": 4, "advice": "Let a cheap decision model screen the frames and send only flagged issues to the main model to fix the code.", "quote": "you can set this up so a decision model checks the frames, while Opus 5.5 reviews the flagged issues and fixes the code", "flags": [], "proof_score": 3202, "source": {"url": "https://x.com/shannholmberg/status/2112104872451756348", "author": "@shannholmberg", "followers": 37522, "date": "2026-10-19", "likes": 1200, "bookmarks": 2525, "views": 76793}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 100, "type": "tool", "value": 3, "advice": "Use OpenCV to spot broken frames and Pillow for contact sheets and colour checks.", "quote": "OpenCV → spots broken frames", "flags": [], "proof_score": 1217, "source": {"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}, "also": [{"url": "https://x.com/rincyXIII/status/2116890579107762505", "author": "@rincyXIII", "followers": 160, "date": "2026-11-01", "likes": 275, "bookmarks": 365, "views": 19158}, {"url": "https://x.com/0xwhrrari/status/2115104061204632000", "author": "@0xwhrrari", "followers": 23306, "date": "2026-10-27", "likes": 413, "bookmarks": 679, "views": 33749}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 101, "type": "check", "value": 4, "advice": "Ask the agent to analyse every frame for intersections and other details that look wrong once rendered.", "quote": "i also ask the agent to analyse every frame and check for intersections and other details that might not look quite right when rendered", "flags": [], "proof_score": 2419, "source": {"url": "https://x.com/flxrnc/status/2116892899010875602", "author": "@flxrnc", "followers": 3305, "date": "2026-11-01", "likes": 961, "bookmarks": 1865, "views": 73688}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 102, "type": "check", "value": 4, "advice": "Lock labels and graphics to the world, not the screen, when the camera moves.", "quote": "When the camera moves, a label that points at something stays where it was and the picture slides out from under it.", "flags": [], "proof_score": 876, "source": {"url": "https://x.com/tetsuoai/status/2115277212824019367", "author": "@tetsuoai", "followers": 254228, "date": "2026-10-28", "likes": 789, "bookmarks": 434, "views": 47418}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 103, "type": "check", "value": 4, "advice": "Check for dark scenes that band on X and YouTube, counting numbers that jiggle, and soft shots that don't match the edit.", "quote": "dark scenes that break into bands and blocks on X and YouTube, numbers that jiggle while they count, and soft shots that don't match the rest of the edit.", "flags": [], "proof_score": 876, "source": {"url": "https://x.com/tetsuoai/status/2115277212824019367", "author": "@tetsuoai", "followers": 254228, "date": "2026-10-28", "likes": 789, "bookmarks": 434, "views": 47418}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 104, "type": "technique", "value": 4, "advice": "Run every video through fixed stages that each hand a real file to the next (spec, data, story, scene code, timing).", "quote": "I run every video through the same 5 steps instead. each one hands a real file to the next", "flags": [], "proof_score": 1643, "source": {"url": "https://x.com/francescoinweb3/status/2111190424647782538", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-16", "likes": 706, "bookmarks": 1234, "views": 55949}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 105, "type": "check", "value": 4, "advice": "Render stills and check them against the reference and the data before shipping; nothing goes out unapproved.", "quote": "it renders stills and checks them against the reference and the data", "flags": [], "proof_score": 1643, "source": {"url": "https://x.com/francescoinweb3/status/2111190424647782538", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-16", "likes": 706, "bookmarks": 1234, "views": 55949}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 106, "type": "rule", "value": 4, "advice": "Judge every decision against the references; the video is not finished until it holds up next to them.", "quote": "every decision is judged against the best work in the references, and the video isn't finished until it holds up next to them.", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 107, "type": "rule", "value": 4, "advice": "Keep small imperfections (fingerprints, slightly awkward movement) in clay-style takes; they are what makes it look good.", "quote": "the little imperfections are what make it look so good", "flags": [], "proof_score": 545, "source": {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, "also": [{"url": "https://x.com/Sheldon056/status/2091396663718117706", "author": "@Sheldon056", "followers": 13980, "date": "2026-08-23", "likes": 7040, "bookmarks": 11051, "views": 5352182}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 108, "type": "rule", "value": 4, "advice": "Create storyboard frames before animating and animate each shot separately.", "quote": "create storyboard frames before animating", "flags": [], "proof_score": 545, "source": {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, "also": [{"url": "https://varg.ai/how-to/make-an-ai-music-video", "card": "How to make an AI music video", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}, {"url": "https://x.com/ZaraIrahh/status/2050062728640004108", "author": "@ZaraIrahh", "followers": 14648, "date": "2026-05-01", "likes": 193, "bookmarks": 116, "views": 14112}, {"url": "https://varg.ai/how-to/skills/varg-music-video", "card": "Turn a song into an AI music video", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-music-video", "license": "MIT"}, {"url": "https://varg.ai/how-to/skills/kling-4-keyframe-film", "card": "Make a short film or music video with Kling 4", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/kling-4-keyframe-film", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 109, "type": "technique", "value": 3, "advice": "Use real product photos as references to keep packaging accurate in generated shots.", "quote": "use real product photos to keep the packaging accurate", "flags": [], "proof_score": 545, "source": {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, "also": [{"url": "https://x.com/AIwithkhan/status/2083049970597577156", "author": "@AIwithkhan", "followers": 15564, "date": "2026-07-31", "likes": 172, "bookmarks": 107, "views": 13112}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 110, "type": "technique", "value": 3, "advice": "If a character's face keeps changing across cuts, make the character faceless (a mannequin) so identity holds.", "quote": "it kept giving him a different face until i told it he has no face at all", "flags": [], "proof_score": 3026, "source": {"url": "https://x.com/sulfurscales/status/2106719924001575108", "author": "@sulfurscales", "followers": 16370, "date": "2026-10-04", "likes": 2013, "bookmarks": 1714, "views": 305165}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 111, "type": "rule", "value": 3, "advice": "Add an on-screen counter that pops with every action so viewers count along and watch the loop several times.", "quote": "the counter on screen pops up with every punch so you end up counting along without realizing it", "flags": [], "proof_score": 3026, "source": {"url": "https://x.com/sulfurscales/status/2106719924001575108", "author": "@sulfurscales", "followers": 16370, "date": "2026-10-04", "likes": 2013, "bookmarks": 1714, "views": 305165}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 112, "type": "rule", "value": 4, "advice": "Show the script and shot plan to the person before spending anything on generation.", "quote": "Then write a 55-65 s script and a shot plan, and show me both before you spend anything.", "flags": [], "proof_score": 2957, "source": {"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, "also": [{"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}, {"url": "https://x.com/finnardley/status/2116010421740007894", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}, {"url": "https://varg.ai/how-to/make-a-property-listing-video", "card": "How to make a property listing video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/make-an-ai-music-video", "card": "How to make an AI music video", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 113, "type": "rule", "value": 4, "advice": "Render a 30-second sample first and make the full film only after the person approves it.", "quote": "丢一个选题或文案，它写字幕稿、排分镜、配音效，先出 30 秒样片，你点头了再做全片", "flags": [], "proof_score": 4147, "source": {"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 114, "type": "tool", "value": 3, "advice": "Use huashu-motion when the person should point at a spot in the frame and get only that moment fixed.", "quote": "Don't like a moment? Click that spot in the frame and it fixes only that bit.", "flags": [], "proof_score": 1046, "source": {"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, "also": [{"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}, {"url": "https://x.com/socialwithaayan/status/2116567606882967790", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-31", "likes": 335, "bookmarks": 613, "views": 21507}, {"url": "https://x.com/Yarad_ai/status/2116987783663292454", "author": "@Yarad_ai", "followers": 3854, "date": "2026-11-01", "likes": 209, "bookmarks": 504, "views": 11617}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 115, "type": "warning", "value": 3, "advice": "Expect mixing AI-generated images into a code animation to need much more human correction than pure code.", "quote": "i have workflows where i integrated ai generated imgs but its a bit more complex and needs a lot of human correction", "flags": [], "proof_score": 1455, "source": {"url": "https://x.com/finnardley/status/2115791532473426315", "author": "@finnardley", "followers": 3467, "date": "2026-10-29", "likes": 634, "bookmarks": 1082, "views": 56028}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 116, "type": "technique", "value": 4, "advice": "For stop-motion feel in code, quantize timeline time to the target fps with one driver that feeds all motion.", "quote": "one driver quantizes timeline time to floor(t * fps) / fps and feeds ALL motion", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/hf.stop-motion-cadence", "card": "Stop Motion Cadence", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/stop-motion-cadence", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 117, "type": "tool", "value": 3, "advice": "Add handheld, telephoto or rig shake to code shots with a procedural, seek-safe camera-shake component.", "quote": "Procedural handheld, telephoto and rig camera shake for any wrapper: nine measured profiles with per-lens projection, closed-form and seek-safe", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/hf.camera-shake", "card": "Camera Shake", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/camera-shake", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 118, "type": "prompt", "value": 4, "advice": "Put a ban list of stock effects in code-motion prompts, such as bouncy easing, particle bursts, glows and gradients on UI chrome.", "quote": "Banned: bouncy easing, particle bursts, glows, gradients on UI chrome, mismatched icon", "flags": [], "proof_score": 28703, "source": {"url": "https://x.com/twoclipping/status/2103273003555402193", "author": "@twoclipping", "followers": 9487, "date": "2026-09-24", "likes": 12770, "bookmarks": 21135, "views": 1182601}, "also": [{"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}, {"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 119, "type": "rule", "value": 3, "advice": "Use real footage in code-made films, never placeholder cards.", "quote": "Real footage only, never placeholder cards.", "flags": [], "proof_score": 1791, "source": {"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}, "also": [{"url": "https://x.com/choopyplug1/status/2117006896250974509", "author": "@choopyplug1", "followers": 2834, "date": "2026-11-01", "likes": 140, "bookmarks": 284, "views": 15086}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 120, "type": "prompt", "value": 4, "advice": "Keep one element on screen and never cut: morph its size, radius and color between states instead of transitioning.", "quote": "One shape, never cut: every state is the same element morphing its size, radius and color while its content swaps with a short blur.", "flags": [], "proof_score": 28703, "source": {"url": "https://x.com/twoclipping/status/2103273003555402193", "author": "@twoclipping", "followers": 9487, "date": "2026-09-24", "likes": 12770, "bookmarks": 21135, "views": 1182601}, "also": [{"url": "https://x.com/VadimCarazan/status/2115778589832429954", "author": "@VadimCarazan", "followers": 13886, "date": "2026-10-29", "likes": 235, "bookmarks": 211, "views": 8472}, {"url": "https://x.com/twoclipping/status/2103835273813496100", "author": "@twoclipping", "followers": 9487, "date": "2026-09-26", "likes": 2194, "bookmarks": 3801, "views": 143709}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 121, "type": "prompt", "value": 4, "advice": "Describe a code camera move as one continuous path with steady speed, direction and where it looks.", "quote": "One continuous camera, never a cut: it starts low over the hero and glides backwards down the page at one steady speed while looking up it", "flags": [], "proof_score": 5612, "source": {"url": "https://x.com/twoclipping/status/2110329502676951367", "author": "@twoclipping", "followers": 9487, "date": "2026-10-14", "likes": 2175, "bookmarks": 4371, "views": 153436}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 122, "type": "rule", "value": 4, "advice": "Specify the shots, expressions, camera moves and final pose before building a 3D scene.", "quote": "specify the shots, expressions, camera moves and final pose before building the scene", "flags": [], "proof_score": 1704, "source": {"url": "https://x.com/beamnxw/status/2113275303808160226", "author": "@beamnxw", "followers": 14694, "date": "2026-10-22", "likes": 881, "bookmarks": 1194, "views": 69200}, "also": [{"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 123, "type": "data_stream", "value": 3, "advice": "Pull CC0 HDRIs, textures and models from Poly Haven to light 3D shots.", "quote": "Poly Haven supplies CC0 HDRIs, textures and models", "flags": [], "proof_score": 1704, "source": {"url": "https://x.com/beamnxw/status/2113275303808160226", "author": "@beamnxw", "followers": 14694, "date": "2026-10-22", "likes": 881, "bookmarks": 1194, "views": 69200}, "also": [{"url": "https://x.com/renproton/status/2115489326222250114", "author": "@renproton", "followers": 469, "date": "2026-10-28", "likes": 247, "bookmarks": 213, "views": 15176}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 124, "type": "technique", "value": 3, "advice": "In Blender, let the model orchestrate (place library assets, light, render) rather than model geometry itself.", "quote": "the trick is letting opus orchestrate instead of model", "flags": [], "proof_score": 3444, "source": {"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}, "also": [{"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}, {"url": "https://x.com/rewind02/status/2115410672561377688", "author": "@rewind02", "followers": 7898, "date": "2026-10-28", "likes": 92, "bookmarks": 50, "views": 3120}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 125, "type": "data_stream", "value": 3, "advice": "Install BlenderKit for 140k+ free models, materials and HDRIs before building 3D shots.", "quote": "install blender kit (edit > preferences > install from disk) for 140k+ free models, materials and hdris", "flags": [], "proof_score": 3444, "source": {"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}, "also": [{"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 126, "type": "warning", "value": 4, "advice": "Align rest poses before retargeting mocap, or arms go through the body.", "quote": "align rest poses before retargeting mocap, or arms go through the body", "flags": [], "proof_score": 473, "source": {"url": "https://x.com/Y0urDumble/status/2117030430507401326", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-01", "likes": 261, "bookmarks": 328, "views": 14081}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 127, "type": "tool", "value": 3, "advice": "Grade every shot to one reference with color-matcher so takes from different sources match.", "quote": "color-matcher → grades every shot to one reference", "flags": [], "proof_score": 3431, "source": {"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 128, "type": "warning", "value": 3, "advice": "Check on-screen text after upscaling a take; screenshot text did not survive the upscale.", "quote": "However, the screenshot text didn't surviv", "flags": [], "proof_score": 2218, "source": {"url": "https://x.com/buraktuyan/status/2092008235075084363", "author": "@buraktuyan", "followers": 2274, "date": "2026-08-24", "likes": 2015, "bookmarks": 530, "views": 680185}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 129, "type": "warning", "value": 3, "advice": "Expect exact layout proportions to vary between generations; stronger fixed-geometry instructions can break the effect itself.", "quote": "I tried specifying percentages, but the proportions still varied between generations.", "flags": [], "proof_score": 2594, "source": {"url": "https://x.com/aimikoda/status/2106044483863191748", "author": "@aimikoda", "followers": 34313, "date": "2026-10-02", "likes": 1673, "bookmarks": 1615, "views": 142715}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 130, "type": "skill", "value": 4, "advice": "Pick a film style from lemo-opuscar (59 styles made in code) instead of the AI default look.", "quote": "59 film styles made entirely in code (oil paint, watercolor, ukiyo-e, satellite briefing, exploded teardown).", "flags": [], "proof_score": 4053, "source": {"url": "https://varg.ai/how-to/skills/lemo-opuscar", "card": "Lemo-Opuscar Film Styles", "kind": "skill", "publisher": "Lemomo", "installs": 442, "stars": 8062, "source_post_stats": null, "repo": "https://github.com/lemomo-ai/lemo-opuscar", "license": "MIT"}, "also": [{"url": "https://x.com/socialwithaayan/status/2116567606882967790", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-31", "likes": 335, "bookmarks": 613, "views": 21507}, {"url": "https://x.com/AmirMushich/status/2113692928824484078", "author": "@AmirMushich", "followers": 91808, "date": "2026-10-23", "likes": 1492, "bookmarks": 3216, "views": 110741}, {"url": "https://x.com/Y0urDumble/status/2115193601458151552", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-27", "likes": 1249, "bookmarks": 2396, "views": 79694}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 131, "type": "tool", "value": 4, "advice": "Use HyperFrames to turn HTML, CSS and seekable animation into deterministic, reproducible MP4s.", "quote": "Turn HTML, CSS and seekable animation into deterministic MP4s: launch films, explainers, captions, title cards.", "flags": [], "proof_score": 96532, "source": {"url": "https://varg.ai/how-to/skills/hyperframes", "card": "HyperFrames", "kind": "skill", "publisher": "HeyGen", "installs": 1200000, "stars": 73064, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/skills/hyperframes", "license": "Apache-2.0"}, "also": [{"url": "https://x.com/Sownjuinho/status/2115819748021657947", "author": "@Sownjuinho", "followers": 1620, "date": "2026-10-29", "likes": 92, "bookmarks": 54, "views": 3936}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 132, "type": "skill", "value": 4, "advice": "Let agents pick shots, trim, render and score the result against the brief until it is met.", "quote": "CLI where Gemini agents pick shots, trim, render with FFmpeg and score the result until a brief is met.", "flags": [], "proof_score": 253, "source": {"url": "https://varg.ai/how-to/skills/agentic-video-editor", "card": "Agentic Video Editor (ave)", "kind": "skill", "publisher": "poseljacob", "installs": null, "stars": 506, "source_post_stats": null, "repo": "https://github.com/poseljacob/agentic-video-editor", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 133, "type": "skill", "value": 3, "advice": "Use a cut tool that watches its own render and iterates up to three versions.", "quote": "Talking-head and AI-avatar fine cut that watches its own render with Gemini and iterates up to three versions.", "flags": [], "proof_score": 199, "source": {"url": "https://varg.ai/how-to/skills/seecut", "card": "SeeCut", "kind": "skill", "publisher": "YeJe-cpu", "installs": null, "stars": 398, "source_post_stats": null, "repo": "https://github.com/YeJe-cpu/SeeCut", "license": "custom (see repo)"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 134, "type": "skill", "value": 3, "advice": "For talking-head reels, let ghost-editor pick the best takes.", "quote": "Talking-head reel editor in your agent: best takes, face-safe word captions, motion graphics, 7 styles.", "flags": [], "proof_score": 40, "source": {"url": "https://varg.ai/how-to/skills/ghost-editor", "card": "ghost-editor", "kind": "skill", "publisher": "kurbaitaev", "installs": null, "stars": 81, "source_post_stats": null, "repo": "https://github.com/kurbaitaev/ghost-editor", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/video-use", "card": "video-use", "kind": "skill", "publisher": "Browser Use", "installs": null, "stars": 29979, "source_post_stats": null, "repo": "https://github.com/browser-use/video-use", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 135, "type": "skill", "value": 3, "advice": "Use a storyboard-stills-to-HyperFrames skill that runs reference analysis, image stills, video models, audio and assembly.", "quote": "Claude Code skill with scripts for reference analysis, GPT Image stills, Omni/Seedance/LTX/FLUX video, ElevenLabs audio and assembly.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/ai-film-studio-storyboard-to-hyperframes", "card": "Make AI Short Films From Storyboard Stills to a HyperFrames Edit", "kind": "skill", "publisher": "realaman90", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/realaman90/ai-film-skills", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 136, "type": "technique", "value": 4, "advice": "Generate a clip with a video model, then re-cut it in code with impact frames, title logo and music.", "quote": "Shows the generate-then-code-edit pipeline", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2110119492076404869", "card": "Re-cut a Seedance clip into an anime opening in code", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 137, "type": "technique", "value": 3, "advice": "Make the film in 2D code first, then ask the agent to rebuild the same film in 3D.", "quote": "a repeatable two-pass agent workflow (make it in 2D code, then ask the agent to rebuild the same film in 3D)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2110010240825737683", "card": "Storybook 3D animation Claude built in Blender", "kind": "prompt", "publisher": "kevin_t_ngo", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 138, "type": "check", "value": 4, "advice": "Fix flaws in guide stills before animating; a warped prop in a still becomes the sloppiest part of the take.", "quote": "A warped bike in one still made that trick the sloppiest part.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-bmx-crash-montage", "card": "30s BMX tricks, crash and a one-line payoff", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 139, "type": "technique", "value": 3, "advice": "Add a photo of the person as a reference to keep their face in follow-up close-ups.", "quote": "A follow-up close-up kept her face once a photo of her was added as a reference.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-bmx-crash-montage", "card": "30s BMX tricks, crash and a one-line payoff", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 140, "type": "technique", "value": 4, "advice": "Pair a short high-level prompt with several guide stills of different poses and shots.", "quote": "really high level prompt, but extremely guided visually", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-breakdance-montage", "card": "30s breakdance montage from three pose stills", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 141, "type": "technique", "value": 3, "advice": "Make a pose sheet first so a dance take becomes predictable on any character.", "quote": "works on any character, and the sheet step makes the dance predictable", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2103139749540339890", "card": "Any character into an 8 s anime dance via a pose sheet", "kind": "prompt", "publisher": "Mayz1169", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 142, "type": "warning", "value": 3, "advice": "Do not extend a take that already looks off; the flaw carries into the extension.", "quote": "it’s cuz she looked a little weird in the previous scene when I extended it so it came out like that but I wasn’t gonna regen", "flags": [], "proof_score": 1112, "source": {"url": "https://x.com/pounddz/status/2115965265309728819", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 143, "type": "skill", "value": 3, "advice": "Use img2threejs to rebuild an object from a reference image as code-only, animation-ready Three.js.", "quote": "Rebuilds the object in a reference image as code-only, animation-ready Three.js.", "flags": [], "proof_score": 4073, "source": {"url": "https://x.com/AmirMushich/status/2113692928824484078", "author": "@AmirMushich", "followers": 91808, "date": "2026-10-23", "likes": 1492, "bookmarks": 3216, "views": 110741}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 144, "type": "tool", "value": 3, "advice": "Add one of 28 camera moves (dolly zoom, crash zoom, crane, bullet time) to a single still and export MP4 with Massless.", "quote": "Add any of 28 camera moves (dolly zoom, crash zoom, crane, bullet time, and more) to a single still and export MP4.", "flags": [], "proof_score": 360, "source": {"url": "https://x.com/doodi_dev/status/2116745798927134768", "author": "@doodi_dev", "followers": 230, "date": "2026-11-01", "likes": 149, "bookmarks": 277, "views": 8463}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 145, "type": "check", "value": 4, "advice": "Play the original and the code rebuild side by side in sync and scrub to see where timing drifts.", "quote": "the original and the rebuild play side by side, in sync. you scrub, slow it down and see exactly where the timing drifts", "flags": [], "proof_score": 512, "source": {"url": "https://x.com/Asteri_eth/status/2115496727893410053", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-28", "likes": 257, "bookmarks": 370, "views": 13101}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 146, "type": "skill", "value": 3, "advice": "Load a motion-design skill with timing, easing and Disney's 12 principles before animating.", "quote": "/motion-design-skill - timing, easing and Disney's 12 principles for UI.", "flags": [], "proof_score": 2117, "source": {"url": "https://x.com/0xMovez/status/2111841847408517282", "author": "@0xMovez", "followers": 47109, "date": "2026-10-18", "likes": 903, "bookmarks": 1603, "views": 62424}, "also": [{"url": "https://x.com/N01ennn/status/2108182955671580771", "author": "@N01ennn", "followers": 9458, "date": "2026-10-08", "likes": 6013, "bookmarks": 14285, "views": 517151}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 147, "type": "technique", "value": 4, "advice": "Give the agent design frames with a direction note per frame, then iterate several revision rounds.", "quote": "so i gave claude my illustrator artboards with a direction note for each frame (that’s the storyboard in the image), then went through 8 iterations.", "flags": [], "proof_score": 337, "source": {"url": "https://x.com/VadimCarazan/status/2115778589832429954", "author": "@VadimCarazan", "followers": 13886, "date": "2026-10-29", "likes": 235, "bookmarks": 211, "views": 8472}, "also": [{"url": "https://x.com/VadimCarazan/status/2115796644289773855", "author": "@VadimCarazan", "followers": 13886, "date": "2026-10-29", "likes": 235, "bookmarks": 211, "views": 8472}, {"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 148, "type": "technique", "value": 4, "advice": "Drive all motion and the audio from one timeline so every element ticks off the same clock.", "quote": "one timeline drives the whole thing: the jet gauge, the operator's cursor, the console rows and the audio all tick off it", "flags": ["suspect_engagement"], "proof_score": 5172, "source": {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 149, "type": "check", "value": 3, "advice": "Check that each render fits the platform's safe area before posting.", "quote": "Claude writes it, renders it on your computer and checks it fits Instagram's safe area.", "flags": [], "proof_score": 399, "source": {"url": "https://x.com/RoundtableSpace/status/2117583820426019134", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-03", "likes": 178, "bookmarks": 253, "views": 57062}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 150, "type": "data_stream", "value": 3, "advice": "Study awesome-opus5-5-videos, a catalog of viral code-made videos with their prompts, before writing your own.", "quote": "awesome-opus5-5-videos: 475 viral Opus 5.5 videos with their prompts (1k stars)", "flags": [], "proof_score": 1639, "source": {"url": "https://x.com/socialwithaayan/status/2105271130215064056", "author": "@socialwithaayan", "followers": 69392, "date": "2026-09-30", "likes": 626, "bookmarks": 1262, "views": 64462}, "also": [{"url": "https://x.com/victorpfreitas/status/2117258182066123122", "author": "@victorpfreitas", "followers": 1168, "date": "2026-11-02", "likes": 164, "bookmarks": 206, "views": 6275}, {"url": "https://x.com/theozguratillay/status/2117165062125215871", "author": "@theozguratillay", "followers": 1531, "date": "2026-11-02", "likes": 1689, "bookmarks": 3610, "views": 121665}, {"url": "https://x.com/RodmanAi/status/2117540681556328773", "author": "@RodmanAi", "followers": 35185, "date": "2026-11-03", "likes": 106, "bookmarks": 145, "views": 6270}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 151, "type": "data_stream", "value": 3, "advice": "Use free stock clips from Pexels for real-footage layers such as a wall with moving plant shadows.", "quote": "a free stock clip of a plain wall with moving plant shadows (Pexels)", "flags": [], "proof_score": 5042, "source": {"url": "https://x.com/twoclipping/status/2103835273813496100", "author": "@twoclipping", "followers": 9487, "date": "2026-09-26", "likes": 2194, "bookmarks": 3801, "views": 143709}, "also": [{"url": "https://x.com/twoclipping/status/2106526359589675085", "author": "@twoclipping", "followers": 9487, "date": "2026-10-03", "likes": 676, "bookmarks": 1365, "views": 41345}, {"url": "https://x.com/undefinedKi/status/2058551952993137119", "author": "@undefinedKi", "followers": 20049, "date": "2026-05-24", "likes": 861, "bookmarks": 1145, "views": 78434}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 152, "type": "data_stream", "value": 3, "advice": "For map shots in code, use Sentinel-2 cloudless satellite tiles from EOX (CC BY 4.0, credited) for close-ups.", "quote": "Satellite: Sentinel-2 cloudless 2016 tiles from EOX (CC BY 4.0,", "flags": [], "proof_score": 902, "source": {"url": "https://x.com/finnardley/status/2116339267123212551", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 386, "bookmarks": 686, "views": 23053}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 153, "type": "prompt", "value": 3, "advice": "Make every explainer scene a full illustrated place with characters acting the line out.", "quote": "Every scene is a full illustrated place (a lab, a street, a classroom, a stage) with characters acting the line out.", "flags": [], "proof_score": 2957, "source": {"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, "also": [{"url": "https://x.com/treyscalez/status/2117602113509294520", "author": "@treyscalez", "followers": 58, "date": "2026-11-03", "likes": 48, "bookmarks": 65, "views": 2479}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 154, "type": "prompt", "value": 5, "advice": "Bind every input to a role with tags such as <FIRST_FRAME>, <LAST_FRAME>, <IMAGE_REF_0> and <VIDEO_REF_0> instead of letting the model guess.", "quote": "Role binding with tags: Explicitly tell the model how to use your inputs instead of guessing:", "flags": [], "proof_score": 683, "source": {"url": "https://x.com/_philschmid/status/2093012878211072183", "author": "@_philschmid", "followers": 126324, "date": "2026-08-27", "likes": 355, "bookmarks": 484, "views": 21810}, "also": [{"url": "https://x.com/ComfyUI/status/2084110113078751465", "author": "@ComfyUI", "followers": 66976, "date": "2026-08-03", "likes": 2053, "bookmarks": 497, "views": 236015}, {"url": "https://varg.ai/how-to/prompts/x-2116728095323677043", "card": "Animal-knight fantasy short with dialogue, 21:9", "kind": "prompt", "publisher": "zzhan8", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 7, "top3": false}
{"step": "07", "step_name": "Takes", "n": 155, "type": "technique", "value": 4, "advice": "For a model-made loop, set the exact same image as both the first and the last frame.", "quote": "Looping animations: Set the exact same image as both the first and last frame:", "flags": [], "proof_score": 683, "source": {"url": "https://x.com/_philschmid/status/2093012878211072183", "author": "@_philschmid", "followers": 126324, "date": "2026-08-27", "likes": 355, "bookmarks": 484, "views": 21810}, "also": [{"url": "https://x.com/higgsfield/status/2097519422407872858", "author": "@higgsfield", "followers": 149683, "date": "2026-09-09", "likes": 570, "bookmarks": 281, "views": 59069}, {"url": "https://x.com/abxxai/status/2110709089710088537", "author": "@abxxai", "followers": 24382, "date": "2026-10-15", "likes": 324, "bookmarks": 307, "views": 41050}, {"url": "https://varg.ai/how-to/skills/seedance-seamless-loop-animation", "card": "Turn an Image into a Seamless Loop Animation with Seedance", "kind": "skill", "publisher": "kevinrivm", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/kevinrivm/seedance-animation/tree/main/skill", "license": null}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 156, "type": "prompt", "value": 4, "advice": "Keep video edit prompts short and anchor them with \"Keep everything else the same\" to stop background shifts.", "quote": "Keep edit prompts short and anchor them with \"Keep everything else the same\" to avoid unintended background shifts.", "flags": [], "proof_score": 683, "source": {"url": "https://x.com/_philschmid/status/2093012878211072183", "author": "@_philschmid", "followers": 126324, "date": "2026-08-27", "likes": 355, "bookmarks": 484, "views": 21810}, "also": [{"url": "https://varg.ai/how-to/change-something-inside-a-video", "card": "How to change something inside a video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 157, "type": "technique", "value": 3, "advice": "Extend a Gemini Omni scene with \"The scene continues\" in 10-second steps, up to 40 seconds.", "quote": "Use \"The scene continues\" to append 10-second increments up to 40 seconds.", "flags": [], "proof_score": 683, "source": {"url": "https://x.com/_philschmid/status/2093012878211072183", "author": "@_philschmid", "followers": 126324, "date": "2026-08-27", "likes": 355, "bookmarks": 484, "views": 21810}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 158, "type": "technique", "value": 4, "advice": "Use first-and-last-frame mode to pin the opening frame, the closing frame, or both.", "quote": "control the opening frame, the closing frame, or both", "flags": [], "proof_score": 1760, "source": {"url": "https://x.com/ComfyUI/status/2084110113078751465", "author": "@ComfyUI", "followers": 66976, "date": "2026-08-03", "likes": 2053, "bookmarks": 497, "views": 236015}, "also": [{"url": "https://varg.ai/how-to/skills/dlazy-jimeng-i2v-first-tail", "card": "dLazy Jimeng First-Last Frame", "kind": "skill", "publisher": "dlazyai", "installs": 63, "stars": null, "source_post_stats": null, "repo": "https://clawhub.ai/dlazyai/skills/dlazy-jimeng-i2v-first-tail", "license": "unknown"}, {"url": "https://x.com/itxabdullaa/status/2116502720823865475", "author": "@itxabdullaa", "followers": 7470, "date": "2026-10-31", "likes": 313, "bookmarks": 38, "views": 54770}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 159, "type": "rule", "value": 5, "advice": "Iterate on the character sheet, location images and exact start frame before any video, because images are cheap and video is expensive.", "quote": "images are cheap, video is expensive", "flags": [], "proof_score": 1054, "source": {"url": "https://x.com/EXM7777/status/2100615302388330944", "author": "@EXM7777", "followers": 156736, "date": "2026-09-17", "likes": 440, "bookmarks": 805, "views": 29166}, "also": [{"url": "https://x.com/imrollandex/status/2093367790241464609", "author": "@imrollandex", "followers": 6349, "date": "2026-08-28", "likes": 228, "bookmarks": 283, "views": 21684}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 160, "type": "technique", "value": 4, "advice": "Have a vision model break reference videos into a shot-by-shot breakdown and turn it into instructions, copying structure, not pixels.", "quote": "it gave me a shot-by-shot breakdown, i turned that into instructions", "flags": [], "proof_score": 1054, "source": {"url": "https://x.com/EXM7777/status/2100615302388330944", "author": "@EXM7777", "followers": 156736, "date": "2026-09-17", "likes": 440, "bookmarks": 805, "views": 29166}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 161, "type": "rule", "value": 5, "advice": "When animating an approved still, prompt only the motion; re-describing the whole scene confuses the model and melts the background.", "quote": "Only prompt the motion (\"slow crane up\"). If you re-describe the whole scene, the AI gets confused and the background melts.", "flags": [], "proof_score": 419, "source": {"url": "https://x.com/imrollandex/status/2093367790241464609", "author": "@imrollandex", "followers": 6349, "date": "2026-08-28", "likes": 228, "bookmarks": 283, "views": 21684}, "also": [{"url": "https://x.com/sandmrk/status/2114524987860357267", "author": "@sandmrk", "followers": 10218, "date": "2026-10-26", "likes": 499, "bookmarks": 577, "views": 47118}], "top10_rank": 4, "top3": false}
{"step": "07", "step_name": "Takes", "n": 162, "type": "rule", "value": 4, "advice": "Plan a shot list, not a movie: one idea and one camera move per clip.", "quote": "You don’t generate a movie; you generate a shot list. One idea and one camera move per clip.", "flags": [], "proof_score": 419, "source": {"url": "https://x.com/imrollandex/status/2093367790241464609", "author": "@imrollandex", "followers": 6349, "date": "2026-08-28", "likes": 228, "bookmarks": 283, "views": 21684}, "also": [{"url": "https://x.com/_VVSVS/status/2090813096310784160", "author": "@_VVSVS", "followers": 11479, "date": "2026-08-21", "likes": 1846, "bookmarks": 1893, "views": 219199}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 163, "type": "technique", "value": 3, "advice": "For real acting, film yourself doing the scene and transfer your face and body movement onto the AI character (Runway Act Two).", "quote": "film yourself doing the scene, then use Act Two to transfer your facial and body movements onto the AI character", "flags": [], "proof_score": 419, "source": {"url": "https://x.com/imrollandex/status/2093367790241464609", "author": "@imrollandex", "followers": 6349, "date": "2026-08-28", "likes": 228, "bookmarks": 283, "views": 21684}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 164, "type": "warning", "value": 4, "advice": "Expect last-frame/first-frame stitching to break camera movement and action pacing; plan long takes in one continuous generation where the model allows.", "quote": "some people tried to cheat around this limitation by doing last frame first frame generation and stitching, but it breaks the camera movement and the pace of the actions.", "flags": [], "proof_score": 421, "source": {"url": "https://x.com/laszlogaal_/status/2067543462178931145", "author": "@laszlogaal_", "followers": 2746, "date": "2026-06-18", "likes": 319, "bookmarks": 241, "views": 20938}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 165, "type": "tool", "value": 3, "advice": "For one long continuous shot, run MiniMax H3 in WanGP from a start image through several end images with sliding windows.", "quote": "create one very long continuous shot from a Start Image through multiple End Images", "flags": [], "proof_score": 371, "source": {"url": "https://x.com/deepbeepmeep/status/2086106500766843287", "author": "@deepbeepmeep", "followers": 3872, "date": "2026-08-08", "likes": 221, "bookmarks": 229, "views": 31833}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 166, "type": "check", "value": 4, "advice": "Post several takes or hook variants as trial reels, check watch-time drop-off after 24 h, and post only the winner to the feed.", "quote": "check watch time drop off. edit accordingly", "flags": [], "proof_score": 367, "source": {"url": "https://x.com/juliapintar/status/2111864278303363506", "author": "@juliapintar", "followers": 18347, "date": "2026-10-18", "likes": 164, "bookmarks": 267, "views": 17861}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 167, "type": "rule", "value": 4, "advice": "Budget several attempts per hard shot and keep the best; one stunt test needed 4 on Seedance and 7 on Gemini Omni Flash.", "quote": "Seedance needed 4 attempts to give me a decent result.", "flags": [], "proof_score": 300, "source": {"url": "https://x.com/YourAlphaMom/status/2063952651205677170", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-06-08", "likes": 202, "bookmarks": 131, "views": 67899}, "also": [{"url": "https://x.com/eliott__mogenet/status/2115497232934044149", "author": "@eliott__mogenet", "followers": 1102, "date": "2026-10-27", "likes": 243, "bookmarks": 271, "views": 23311}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 168, "type": "technique", "value": 3, "advice": "On a cheap model, test about 10 versions of an idea and keep the best one rather than debating whether to generate.", "quote": "i’d rather just test 10 versions, see what works, and keep the best one.", "flags": ["promo"], "proof_score": 518, "source": {"url": "https://x.com/garlotic/status/2108220584387555712", "author": "@garlotic", "followers": 159899, "date": "2026-10-08", "likes": 337, "bookmarks": 315, "views": 34419}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 169, "type": "technique", "value": 4, "advice": "Do not treat drafts as finals: reroll at 480p, pick the best shot and upscale only that keeper.", "quote": "The trick is to stop treating every draft like a final render.", "flags": ["promo"], "proof_score": 351, "source": {"url": "https://x.com/thetripathi58/status/2111482598937755902", "author": "@thetripathi58", "followers": 114295, "date": "2026-10-17", "likes": 205, "bookmarks": 135, "views": 113960}, "also": [{"url": "https://x.com/NeuraFlowAix/status/2102887071455273064", "author": "@NeuraFlowAix", "followers": 98841, "date": "2026-09-23", "likes": 221, "bookmarks": 270, "views": 117291}, {"url": "https://x.com/EnzoSanchezIA/status/2102888809440460822", "author": "@EnzoSanchezIA", "followers": 58711, "date": "2026-09-23", "likes": 208, "bookmarks": 267, "views": 102197}, {"url": "https://x.com/OliviaReedai/status/2102885813600063589", "author": "@OliviaReedai", "followers": 74700, "date": "2026-09-23", "likes": 207, "bookmarks": 264, "views": 105652}, {"url": "https://x.com/AIStackLabX/status/2102100111199440938", "author": "@AIStackLabX", "followers": 71049, "date": "2026-09-21", "likes": 324, "bookmarks": 134, "views": 234524}, {"url": "https://x.com/AIStackLabX/status/2111158875957375049", "author": "@AIStackLabX", "followers": 71049, "date": "2026-10-16", "likes": 228, "bookmarks": 137, "views": 88674}, {"url": "https://x.com/shedntcare_/status/2110423887259558273", "author": "@shedntcare_", "followers": 155266, "date": "2026-10-14", "likes": 110, "bookmarks": 216, "views": 69526}, {"url": "https://x.com/AmControo/status/2102087589754720667", "author": "@AmControo", "followers": 56480, "date": "2026-09-21", "likes": 259, "bookmarks": 70, "views": 65551}, {"url": "https://x.com/MrOnsase/status/2102812949840556493", "author": "@MrOnsase", "followers": 63446, "date": "2026-09-23", "likes": 238, "bookmarks": 63, "views": 108146}, {"url": "https://x.com/itsLORDROY/status/2102818097539203465", "author": "@itsLORDROY", "followers": 21235, "date": "2026-09-23", "likes": 294, "bookmarks": 37, "views": 85850}, {"url": "https://x.com/mhdfaran/status/2102103194184962351", "author": "@mhdfaran", "followers": 77798, "date": "2026-09-21", "likes": 129, "bookmarks": 67, "views": 44370}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 170, "type": "technique", "value": 3, "advice": "Seedance 2.5 outputs 24 fps; run takes through frame interpolation (Topaz Interpolate) for smoother, more real-looking motion.", "quote": "seedance 2.5 only gives you 24 fps, and that's a big part of why so many AI videos still feel slightly off.", "flags": [], "proof_score": 308, "source": {"url": "https://x.com/DavidRunsAds/status/2117294692630934017", "author": "@DavidRunsAds", "followers": 3517, "date": "2026-11-02", "likes": 168, "bookmarks": 214, "views": 9972}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 171, "type": "rule", "value": 4, "advice": "Pick image-to-video models by image-to-video results; the best scene inventors are not always the best animators of a start frame.", "quote": "The models that are best at inventing a scene are not always the best at animating one.", "flags": [], "proof_score": 137, "source": {"url": "https://x.com/ArtificialAnlys/status/2115483568063533333", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-28", "likes": 176, "bookmarks": 25, "views": 23994}, "also": [{"url": "https://x.com/ArtificialAnlys/status/2115483570915742057", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-28", "likes": 176, "bookmarks": 25, "views": 23994}, {"url": "https://x.com/ArtificialAnlys/status/2115483562921304316", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-28", "likes": 176, "bookmarks": 25, "views": 23994}], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 172, "type": "tool", "value": 4, "advice": "For cheaper image-to-video, use MiniMax H3 (768p), on the quality-price frontier; Seedance ranks above it at about 5x and 7x the cost.", "quote": "MiniMax H3 (768p) sits on the quality vs price Pareto frontier of both AA-Video-I2V v2.1 and AA-Video-I2V-Silent v2.1.", "flags": [], "proof_score": 137, "source": {"url": "https://x.com/ArtificialAnlys/status/2115483565567910339", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-28", "likes": 176, "bookmarks": 25, "views": 23994}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 173, "type": "data_stream", "value": 3, "advice": "Check the AA-Video-I2V benchmark, which ranks image-to-video models by use case and capability, before choosing a model.", "quote": "We are launching AA-Video-I2V v2.1 and AA-Video-I2V-Silent v2.1, our new benchmark for evaluating image to video models.", "flags": [], "proof_score": 137, "source": {"url": "https://x.com/ArtificialAnlys/status/2115483562921304316", "author": "@ArtificialAnlys", "followers": 175181, "date": "2026-10-28", "likes": 176, "bookmarks": 25, "views": 23994}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 174, "type": "skill", "value": 4, "advice": "Decide per video whether to use code, a video model or an avatar before scripting and prompting.", "quote": "pick code, a video model or an avatar, then script, prompt and repurpose.", "flags": [], "proof_score": 32656, "source": {"url": "https://varg.ai/how-to/skills/marketingskills-video", "card": "Marketing Video Production", "kind": "skill", "publisher": "Corey Haines", "installs": 86225, "stars": 56690, "source_post_stats": null, "repo": "https://github.com/coreyhaines31/marketingskills/tree/main/skills/video", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 175, "type": "technique", "value": 4, "advice": "In hybrid videos, let code-built diagrams act out the content while a video model performs only the recurring host.", "quote": "a recurring host sings a lesson on {TOPIC} while code-built diagrams act out each line.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2112601639672566182", "card": "Agent-made explainer song: host sings rhythm math", "kind": "prompt", "publisher": "anabology", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 176, "type": "technique", "value": 4, "advice": "To get new angles of an existing continuous take, use it as the exact action reference and script timed hard cuts to new angles.", "quote": "Use the original video @ TAG ORIGINAL VIDEO as the exact action reference", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2101324357108658433", "card": "Change the camera angle, keep the exact same action", "kind": "prompt", "publisher": "Framer_X", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 177, "type": "technique", "value": 4, "advice": "Make every key shot a still, generate one 30-second Kling 4 take per beat, then cut the best seconds like live action.", "quote": "every key shot as a GPT Image 2.5 still, one 30-second Kling 4 take per beat, then cut the best seconds like live action.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/kling-4-keyframe-film", "card": "Make a short film or music video with Kling 4", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/kling-4-keyframe-film", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 178, "type": "prompt", "value": 3, "advice": "For camera-move showcases, make the camera the performer and keep the subject nearly still, described second by second.", "quote": "the camera is the performer and the woman barely moves", "flags": [], "proof_score": 874, "source": {"url": "https://x.com/sandmrk/status/2114524987860357267", "author": "@sandmrk", "followers": 10218, "date": "2026-10-26", "likes": 499, "bookmarks": 577, "views": 47118}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 179, "type": "prompt", "value": 3, "advice": "Give each timed shot block its own Avoid line naming the drift to prevent, such as visible reframing.", "quote": "Avoid: any visible reframing, her speaking or posing bigger.", "flags": [], "proof_score": 874, "source": {"url": "https://x.com/sandmrk/status/2114525064842690787", "author": "@sandmrk", "followers": 10218, "date": "2026-10-26", "likes": 499, "bookmarks": 577, "views": 47118}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 180, "type": "prompt", "value": 3, "advice": "For hand-drawn 2D from a video model, ask for animation on twos at 12 fps with no smooth in-between interpolation.", "quote": "animated on twos at 12 frames per second — each drawing held for two frames then replaced", "flags": [], "proof_score": 291, "source": {"url": "https://x.com/0xbisc/status/2078500807784403004", "author": "@0xbisc", "followers": 17655, "date": "2026-07-18", "likes": 200, "bookmarks": 177, "views": 14388}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 181, "type": "prompt", "value": 3, "advice": "Write Seedance instructions as JSON components (character, environment, camera, actions, timing, style, transitions) to edit parts separately.", "quote": "Instead of a single block of text, JSON breaks everything into components:", "flags": ["unverified_claim"], "proof_score": 817, "source": {"url": "https://x.com/ZentrixHQ/status/2068717213528248646", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-06-21", "likes": 323, "bookmarks": 542, "views": 113362}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 182, "type": "rule", "value": 3, "advice": "Aim for held shots and motivated light; careful cinematography is the AI video brands and viewers rewatch.", "quote": "AI in the hands of people who actually care about cinematography. Held shots. Light that means something.", "flags": [], "proof_score": 416, "source": {"url": "https://x.com/eliott__mogenet/status/2115209947223109895", "author": "@eliott__mogenet", "followers": 1102, "date": "2026-10-27", "likes": 243, "bookmarks": 271, "views": 23311}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 183, "type": "prompt", "value": 3, "advice": "When the camera moves around a flat image, tell the model to build it as 3D geometry and reveal surfaces hidden from the first view.", "quote": "As the camera passes around them, reveal the sides and rear surfaces hidden from the opening viewpoint.", "flags": [], "proof_score": 510, "source": {"url": "https://x.com/abxxai/status/2110709089710088537", "author": "@abxxai", "followers": 24382, "date": "2026-10-15", "likes": 324, "bookmarks": 307, "views": 41050}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 184, "type": "prompt", "value": 3, "advice": "In hand-action shots, fix one maker with the same hands throughout and cap how many hands appear at once.", "quote": "There is one maker throughout, represented by the same consistent left and right hands and forearms. Show no more than two hands at once.", "flags": [], "proof_score": 1493, "source": {"url": "https://x.com/aimikoda/status/2095141166962311555", "author": "@aimikoda", "followers": 34313, "date": "2026-09-02", "likes": 878, "bookmarks": 923, "views": 131296}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 185, "type": "technique", "value": 3, "advice": "In UI motion, drive every state change with a cursor making real clicks and drags.", "quote": "A cursor drives every change with real clicks and drags.", "flags": [], "proof_score": 28703, "source": {"url": "https://x.com/twoclipping/status/2103273003555402193", "author": "@twoclipping", "followers": 9487, "date": "2026-09-24", "likes": 12770, "bookmarks": 21135, "views": 1182601}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 186, "type": "technique", "value": 3, "advice": "Use springs for UI motion with a tiny overshoot at most.", "quote": "Springs everywhere, a tiny overshoot at most.", "flags": [], "proof_score": 28703, "source": {"url": "https://x.com/twoclipping/status/2103273003555402193", "author": "@twoclipping", "followers": 9487, "date": "2026-09-24", "likes": 12770, "bookmarks": 21135, "views": 1182601}, "also": [], "top10_rank": null, "top3": false}
{"step": "07", "step_name": "Takes", "n": 187, "type": "data_stream", "value": 4, "advice": "Study Higgsfield's open-sourced films, which publish every prompt, model and asset, to copy how finished AI films were made.", "quote": "33 AI films Higgsfield open-sourced, from a 2 h feature to 15 s spots, each with every prompt, model and asset public.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/higgsfield-open-source-films", "card": "Higgsfield Open-Source AI Films: Every Prompt and Asset", "kind": "skill", "publisher": "Higgsfield", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://higgsfield.ai/community/projects", "license": "unknown"}, "also": [{"url": "https://x.com/0xbisc/status/2078500807784403004", "author": "@0xbisc", "followers": 17655, "date": "2026-07-18", "likes": 200, "bookmarks": 177, "views": 14388}, {"url": "https://x.com/higgsfield_ai/status/2115483623709352258", "author": "@higgsfield_ai", "followers": 253288, "date": "2026-10-28", "likes": 874, "bookmarks": 224, "views": 105217}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 1, "type": "rule", "value": 5, "advice": "Build the video as editable code (scenes, timing, captions) instead of regenerating it, because with generation one small fix means a full re-roll.", "quote": "most AI video gets generated from scratch on every prompt. one small fix means a full re-roll", "flags": [], "proof_score": 100, "source": {"url": "https://x.com/francescoinweb3/status/2115074284787798396", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-27", "likes": 60, "bookmarks": 67, "views": 3499}, "also": [{"url": "https://x.com/RoundtableSpace/status/2117236532482396349", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-02", "likes": 533, "bookmarks": 849, "views": 68917}], "top10_rank": 8, "top3": false}
{"step": "08", "step_name": "Edit", "n": 2, "type": "technique", "value": 5, "advice": "Split the job into six small steps that each write one file (spec.md, data.json, story.md, Scene.tsx, timing.ts, final.mp4), each starting from the previous file.", "quote": "I give it 6 small jobs. each one produces one file, and the next job starts from that file", "flags": [], "proof_score": 4968, "source": {"url": "https://x.com/francescoinweb3/status/2111393917899808880", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-17", "likes": 2072, "bookmarks": 3770, "views": 162093}, "also": [{"url": "https://x.com/francescoinweb3/status/2115074284787798396", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-27", "likes": 60, "bookmarks": 67, "views": 3499}], "top10_rank": 3, "top3": true}
{"step": "08", "step_name": "Edit", "n": 3, "type": "technique", "value": 4, "advice": "Turn each plain-language note (\"the title is a beat late\") into a small code change, so one note touches a few files, not the whole video.", "quote": "one note touches a few files, not the whole video", "flags": [], "proof_score": 100, "source": {"url": "https://x.com/francescoinweb3/status/2115074284787798396", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-27", "likes": 60, "bookmarks": 67, "views": 3499}, "also": [{"url": "https://x.com/francescoinweb3/status/2111393917899808880", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-17", "likes": 2072, "bookmarks": 3770, "views": 162093}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 4, "type": "technique", "value": 4, "advice": "Have the agent read spec.md (pacing, first motion, cut rhythm) and an append-only log.md of every build, note and diff before each edit.", "quote": "log.md: every build, note and diff, append-only", "flags": [], "proof_score": 100, "source": {"url": "https://x.com/francescoinweb3/status/2115074284787798396", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-27", "likes": 60, "bookmarks": 67, "views": 3499}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 5, "type": "check", "value": 4, "advice": "Before export, check the edit for off-beat cuts, stale numbers, missing sources and unused scenes.", "quote": "before export, Claude checks four things:", "flags": [], "proof_score": 100, "source": {"url": "https://x.com/francescoinweb3/status/2115074284787798396", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-27", "likes": 60, "bookmarks": 67, "views": 3499}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 6, "type": "rule", "value": 3, "advice": "Keep raw inputs (reference clip, data, article) read-only: the agent reads them but never edits them.", "quote": "you pick them. Claude reads them and never edits them", "flags": [], "proof_score": 100, "source": {"url": "https://x.com/francescoinweb3/status/2115074284787798396", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-27", "likes": 60, "bookmarks": 67, "views": 3499}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 7, "type": "rule", "value": 2, "advice": "Put generated clips into a real video editor, since most AI platforms only give you short clips you are then stuck with.", "quote": "most AI platforms just let you generate 10 second clips but then you're stuck with that", "flags": [], "proof_score": 2847, "source": {"url": "https://x.com/levelsio/status/2083654998404268188", "author": "@levelsio", "followers": 988437, "date": "2026-08-01", "likes": 2050, "bookmarks": 1254, "views": 568123}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 8, "type": "technique", "value": 4, "advice": "When a generation is almost right, fix the few broken moments with an AI video editor instead of re-rolling the whole clip.", "quote": "I got an acceptable result on the third attempt, but there were still a few problems, so I fixed them:", "flags": [], "proof_score": 2914, "source": {"url": "https://x.com/YourAlphaMom/status/2098541423062548561", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-09-11", "likes": 2098, "bookmarks": 1227, "views": 637589}, "also": [{"url": "https://x.com/itsLORDROY/status/2116210496357450236", "author": "@itsLORDROY", "followers": 21235, "date": "2026-10-30", "likes": 211, "bookmarks": 56, "views": 105163}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 9, "type": "tool", "value": 3, "advice": "To swap a product, restyle a scene or relight an existing clip, use video-to-video edit models that keep the original motion.", "quote": "Swap a product, restyle a scene, change lighting or the look of an existing clip while keeping the motion.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/change-something-inside-a-video", "card": "How to change something inside a video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 10, "type": "technique", "value": 4, "advice": "Generate footage first, then re-cut it in code, with impact frames, a title logo and music added by the agent.", "quote": "AI edit: anime OP re-cut, impact frames, title logo, music in code on Claude Opus 5.5. Shows the generate-then-code-edit pipeline", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2110119492076404869", "card": "Re-cut a Seedance clip into an anime opening in code", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2114167098284839305", "card": "Poster-grid music video: one clip remixed on a beat grid", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/prompts/x-2105817897918775444", "card": "Text-behind-subject type motion on an old AI clip", "kind": "prompt", "publisher": "uniyume", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 11, "type": "technique", "value": 4, "advice": "Save hand edits back into the project files so the agent keeps them the next time it edits.", "quote": "your hand edits get saved into the film files, so the agent keeps them when it edits again", "flags": [], "proof_score": 89, "source": {"url": "https://x.com/Asteri_eth/status/2115758546067349910", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 68, "bookmarks": 52, "views": 3329}, "also": [{"url": "https://x.com/Remotion/status/2117620760739266873", "author": "@Remotion", "followers": 58698, "date": "2026-11-03", "likes": 1230, "bookmarks": 761, "views": 48115}, {"url": "https://x.com/lukeigel/status/2115876939072491657", "author": "@lukeigel", "followers": 10667, "date": "2026-10-29", "likes": 62, "bookmarks": 7, "views": 8470}, {"url": "https://x.com/socialwithaayan/status/2116567606882967790", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-31", "likes": 335, "bookmarks": 613, "views": 21507}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 12, "type": "tool", "value": 4, "advice": "Use an editor where you and the agent work on the same timeline, so either of you can change any decision.", "quote": "Describe it, your agent builds, then you both work on the same timeline", "flags": [], "proof_score": 8972, "source": {"url": "https://x.com/HyperFrames_/status/2107149824189698558", "author": "@HyperFrames_", "followers": 22825, "date": "2026-10-05", "likes": 4086, "bookmarks": 5246, "views": 1683026}, "also": [{"url": "https://x.com/lukeigel/status/2115876934483870160", "author": "@lukeigel", "followers": 10667, "date": "2026-10-29", "likes": 3848, "bookmarks": 4325, "views": 2111461}, {"url": "https://x.com/chatcutapp/status/2087889421421212029", "author": "@chatcutapp", "followers": 20586, "date": "2026-08-13", "likes": 1016, "bookmarks": 1439, "views": 287866}, {"url": "https://varg.ai/how-to/skills/kino-ai", "card": "Kino by Kino AI", "kind": "skill", "publisher": "Kino AI", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://kino.ai/docs/working-with-agents", "license": "proprietary"}, {"url": "https://x.com/Remotion/status/2117615187339673650", "author": "@Remotion", "followers": 58698, "date": "2026-11-03", "likes": 1230, "bookmarks": 761, "views": 48115}, {"url": "https://x.com/lukeigel/status/2115876936526544928", "author": "@lukeigel", "followers": 10667, "date": "2026-10-29", "likes": 76, "bookmarks": 13, "views": 11988}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 13, "type": "technique", "value": 4, "advice": "When a note is hard to describe, circle the spot in the preview, add a short note and send it to the agent so it fixes only that bit.", "quote": "Circle anything in the preview, add a quick note and send it straight to your agent.", "flags": [], "proof_score": 8972, "source": {"url": "https://x.com/HyperFrames_/status/2107166794675036338", "author": "@HyperFrames_", "followers": 22825, "date": "2026-10-05", "likes": 4086, "bookmarks": 5246, "views": 1683026}, "also": [{"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, {"url": "https://x.com/socialwithaayan/status/2116567606882967790", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-31", "likes": 335, "bookmarks": 613, "views": 21507}, {"url": "https://x.com/HyperFrames_/status/2107166633362100588", "author": "@HyperFrames_", "followers": 22825, "date": "2026-10-05", "likes": 4086, "bookmarks": 5246, "views": 1683026}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 14, "type": "warning", "value": 4, "advice": "Develop editing taste before scaling agentic edits, because the agent multiplies bad taste as much as good.", "quote": "Agentic editing is a multiplier, so it’ll multiply bad taste just as much as good.", "flags": [], "proof_score": 6949, "source": {"url": "https://x.com/alexgoughcooper/status/2115188896468173309", "author": "@alexgoughcooper", "followers": 34587, "date": "2026-10-27", "likes": 2539, "bookmarks": 5137, "views": 542550}, "also": [{"url": "https://x.com/rileybrown/status/2115100151391891592", "author": "@rileybrown", "followers": 262601, "date": "2026-10-27", "likes": 495, "bookmarks": 229, "views": 31247}, {"url": "https://x.com/NarasiVisual/status/2117073662990078310", "author": "@NarasiVisual", "followers": 8826, "date": "2026-11-02", "likes": 628, "bookmarks": 419, "views": 14520}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 15, "type": "rule", "value": 3, "advice": "Learn timeline basics (cuts, trims, pacing, audio mixing, keyframes, grading, B-roll layering) so you can direct the agent; the timeline is the codebase.", "quote": "If you have no experience in the timeline, that will be equivalent to vibe coding with no coding experience.", "flags": [], "proof_score": 2053, "source": {"url": "https://x.com/rileybrown/status/2097005154494988387", "author": "@rileybrown", "followers": 262601, "date": "2026-09-07", "likes": 1248, "bookmarks": 1340, "views": 88637}, "also": [{"url": "https://x.com/rileybrown/status/2115100151391891592", "author": "@rileybrown", "followers": 262601, "date": "2026-10-27", "likes": 495, "bookmarks": 229, "views": 31247}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 16, "type": "rule", "value": 3, "advice": "Keep a human lead for taste: deciding what makes a viewer stay, what to show on screen and what to cut.", "quote": "someone still has to know what makes a viewer stay, what to show on screen, and what to cut.", "flags": [], "proof_score": 185, "source": {"url": "https://x.com/natecurtiss_yt/status/2117359137512116694", "author": "@natecurtiss_yt", "followers": 14424, "date": "2026-11-02", "likes": 175, "bookmarks": 86, "views": 11622}, "also": [{"url": "https://x.com/visionsbyjake/status/2115489752132853780", "author": "@visionsbyjake", "followers": 311, "date": "2026-10-28", "likes": 37, "bookmarks": 54, "views": 4026}, {"url": "https://x.com/Arnavmj/status/2074378407488688327", "author": "@Arnavmj", "followers": 937, "date": "2026-07-07", "likes": 1617, "bookmarks": 2190, "views": 180166}, {"url": "https://x.com/brivael/status/2115378583908553082", "author": "@brivael", "followers": 240056, "date": "2026-10-28", "likes": 200, "bookmarks": 84, "views": 13054}, {"url": "https://x.com/codyschneider/status/2115488836725686644", "author": "@codyschneider", "followers": 67049, "date": "2026-10-28", "likes": 29, "bookmarks": 49, "views": 4747}, {"url": "https://x.com/ForwardEditor/status/2117549930319368409", "author": "@ForwardEditor", "followers": 15814, "date": "2026-11-03", "likes": 74, "bookmarks": 20, "views": 2137}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 17, "type": "warning", "value": 4, "advice": "Don't treat stringing cuts together as the edit; music choice, finding the exact clip, cut timing, jokes and title cards are the real work.", "quote": "How does the editing program solve for finicky music choices, for finding the exact right clip to use and cutting it at the right time", "flags": [], "proof_score": 1801, "source": {"url": "https://x.com/biggestjoel/status/2115669969082126374", "author": "@biggestjoel", "followers": 170620, "date": "2026-10-29", "likes": 2782, "bookmarks": 336, "views": 73655}, "also": [{"url": "https://x.com/biggestjoel/status/2115669965432873267", "author": "@biggestjoel", "followers": 170620, "date": "2026-10-29", "likes": 2782, "bookmarks": 336, "views": 73655}, {"url": "https://x.com/biggestjoel/status/2115671084951630023", "author": "@biggestjoel", "followers": 170620, "date": "2026-10-29", "likes": 2782, "bookmarks": 336, "views": 73655}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 18, "type": "warning", "value": 4, "advice": "Avoid the agentic-edit look (heavy motion graphics, lots of text, everything animated); add custom shaders and deliberate imperfection to stand out.", "quote": "Agentically edited content has a \"look\": it's heavy on motion graphics (since they are easy to make with code), lots of text, heavily animated.", "flags": [], "proof_score": 385, "source": {"url": "https://x.com/EnriTarta/status/2115433929742151891", "author": "@EnriTarta", "followers": 4085, "date": "2026-10-28", "likes": 214, "bookmarks": 267, "views": 10737}, "also": [{"url": "https://x.com/sab8a/status/2115185432870662545", "author": "@sab8a", "followers": 20376, "date": "2026-10-27", "likes": 267, "bookmarks": 338, "views": 66505}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 19, "type": "warning", "value": 3, "advice": "For cinematic work don't force Remotion, which tends toward flat HTML layers; keep it for subtitles and UGC and let the agent pick its engine.", "quote": "remotion pushes it into flat html layers, basically animated slides. still great for subtitles / ugc", "flags": [], "proof_score": 408, "source": {"url": "https://x.com/rrrusxx/status/2116135958139859313", "author": "@rrrusxx", "followers": 736, "date": "2026-10-30", "likes": 199, "bookmarks": 293, "views": 15141}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 20, "type": "rule", "value": 5, "advice": "Give the agent 1-2 reference videos to match and name the style; without one it falls back to centered text, gradient backgrounds and fade-ins.", "quote": "without a reference, opus falls back to its default look: centered text, gradient background, everything fading in", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/notdwd/status/2104401208958230764", "author": "@notdwd", "followers": 2024, "date": "2026-09-28", "likes": 976, "bookmarks": 1773, "views": 66060}, {"url": "https://x.com/rrrusxx/status/2116135958139859313", "author": "@rrrusxx", "followers": 736, "date": "2026-10-30", "likes": 199, "bookmarks": 293, "views": 15141}, {"url": "https://varg.ai/how-to/prompts/x-2106140092750536984", "card": "20 s brand film cut on the rims of real round objects", "kind": "prompt", "publisher": "notdwd", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}], "top10_rank": 1, "top3": false}
{"step": "08", "step_name": "Edit", "n": 21, "type": "rule", "value": 4, "advice": "Install HyperFrames or Remotion so the agent writes every scene as code and renders straight to MP4 instead of only describing a video.", "quote": "without one, opus can only describe a video or hand you a rough html page you have to screen re", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 22, "type": "technique", "value": 4, "advice": "Tile frames from a reference video into one image and pull out its pacing, type and transitions as code before building.", "quote": "tile frames from a reference video you love into one image, pull out its pacing, type and transitions, and write them up as HyperFrames code", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, {"url": "https://x.com/Mho_23/status/2082600596457341398", "author": "@Mho_23", "followers": 34382, "date": "2026-07-29", "likes": 1075, "bookmarks": 1517, "views": 100836}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 23, "type": "check", "value": 4, "advice": "Run a separate reviewer that watches the render second by second and lists problems by severity without touching anything.", "quote": "watch the render second by second and list the problems by severity, without touching anything", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://varg.ai/how-to/skills/erduo-broll-loop", "card": "Erduo B-roll Loop Engineering", "kind": "skill", "publisher": "erduo1998-cell", "installs": null, "stars": 232, "source_post_stats": null, "repo": "https://github.com/erduo1998-cell/erduo-broll-loop-engineering", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 24, "type": "prompt", "value": 4, "advice": "Direct revisions with short, concrete editor notes such as slow this part down by half, cut right here, zoom in on the button.", "quote": "\"slow this part down by half\", \"cut right here\", \"zoom in on the button\"", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/jennyhuynh___/status/2115529079424479425", "author": "@jennyhuynh___", "followers": 959, "date": "2026-10-28", "likes": 82, "bookmarks": 92, "views": 5226}, {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 25, "type": "technique", "value": 4, "advice": "Render a draft with music for approval before the final render.", "quote": "write every scene as HyperFrames code, add music, and render a draft before the final", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}, {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 26, "type": "check", "value": 4, "advice": "Play your rebuild side by side with the reference, in sync, and scrub slowly to see exactly where the timing drifts.", "quote": "the original and the rebuild play side by side, in sync. you scrub, slow it down and see exactly where the timing drifts", "flags": [], "proof_score": 512, "source": {"url": "https://x.com/Asteri_eth/status/2115496727893410053", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-28", "likes": 257, "bookmarks": 370, "views": 13101}, "also": [{"url": "https://varg.ai/how-to/make-a-launch-video-from-a-reference", "card": "How to make a launch video from a reference film", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 27, "type": "technique", "value": 5, "advice": "For footage edits, transcribe every word first and cut from the transcript instead of guessing from the video.", "quote": "it transcribes every word you said first, then edits off the actual transcript.", "flags": [], "proof_score": 2959, "source": {"url": "https://x.com/Axel_bitblaze69/status/2078551452201754980", "author": "@Axel_bitblaze69", "followers": 128822, "date": "2026-07-18", "likes": 1050, "bookmarks": 2316, "views": 117505}, "also": [{"url": "https://varg.ai/how-to/skills/video-use", "card": "video-use", "kind": "skill", "publisher": "Browser Use", "installs": null, "stars": 29979, "source_post_stats": null, "repo": "https://github.com/browser-use/video-use", "license": "MIT"}, {"url": "https://x.com/AIExplorerTim/status/2116698995368280355", "author": "@AIExplorerTim", "followers": 47765, "date": "2026-11-01", "likes": 713, "bookmarks": 795, "views": 51271}, {"url": "https://x.com/salimediting/status/2116319241435516955", "author": "@salimediting", "followers": 127, "date": "2026-10-31", "likes": 380, "bookmarks": 585, "views": 23041}, {"url": "https://x.com/robiartec/status/2116160677832249467", "author": "@robiartec", "followers": 104594, "date": "2026-10-30", "likes": 2312, "bookmarks": 3024, "views": 139141}, {"url": "https://x.com/RealMarvelX/status/2116452582575026302", "author": "@RealMarvelX", "followers": 2102, "date": "2026-10-31", "likes": 43, "bookmarks": 16, "views": 1973}], "top10_rank": 4, "top3": true}
{"step": "08", "step_name": "Edit", "n": 28, "type": "technique", "value": 5, "advice": "Show the agent a small transcript plus PNG filmstrips instead of every frame; frame by frame would cost about 45M tokens.", "quote": "Claude reads a ~12KB transcript plus PNG filmstrips, frame by frame would be about 45M tokens", "flags": [], "proof_score": 70, "source": {"url": "https://x.com/plusxbt/status/2117629278640574646", "author": "@plusxbt", "followers": 12928, "date": "2026-11-03", "likes": 58, "bookmarks": 40, "views": 1049}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 29, "type": "rule", "value": 4, "advice": "Have the agent propose the edit plan in plain language and approve it before it touches the cut.", "quote": "Read the plan it proposes and say OK, it does not touch the cut before that", "flags": [], "proof_score": 70, "source": {"url": "https://x.com/plusxbt/status/2117629278640574646", "author": "@plusxbt", "followers": 12928, "date": "2026-11-03", "likes": 58, "bookmarks": 40, "views": 1049}, "also": [{"url": "https://x.com/Axel_bitblaze69/status/2078551452201754980", "author": "@Axel_bitblaze69", "followers": 128822, "date": "2026-07-18", "likes": 1050, "bookmarks": 2316, "views": 117505}, {"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, {"url": "https://x.com/RoundtableSpace/status/2116813746215481578", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-01", "likes": 92, "bookmarks": 85, "views": 48743}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 30, "type": "check", "value": 4, "advice": "Check every cut before the final file and allow up to three fix passes, then approve the preview.", "quote": "Approve the preview to get edit/final.mp4, every cut is checked first, up to 3 fix passes", "flags": [], "proof_score": 70, "source": {"url": "https://x.com/plusxbt/status/2117629278640574646", "author": "@plusxbt", "followers": 12928, "date": "2026-11-03", "likes": 58, "bookmarks": 40, "views": 1049}, "also": [{"url": "https://x.com/Axel_bitblaze69/status/2078551452201754980", "author": "@Axel_bitblaze69", "followers": 128822, "date": "2026-07-18", "likes": 1050, "bookmarks": 2316, "views": 117505}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 31, "type": "rule", "value": 3, "advice": "Test the editing pipeline on one short clip first, because transcription starts as soon as you run it.", "quote": "transcription starts right away so test on one short clip", "flags": [], "proof_score": 70, "source": {"url": "https://x.com/plusxbt/status/2117629278640574646", "author": "@plusxbt", "followers": 12928, "date": "2026-11-03", "likes": 58, "bookmarks": 40, "views": 1049}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 32, "type": "technique", "value": 3, "advice": "Give each overlay its own subagent so animations build in parallel.", "quote": "each overlay gets its own subagent", "flags": [], "proof_score": 70, "source": {"url": "https://x.com/plusxbt/status/2117629278640574646", "author": "@plusxbt", "followers": 12928, "date": "2026-11-03", "likes": 58, "bookmarks": 40, "views": 1049}, "also": [{"url": "https://x.com/Axel_bitblaze69/status/2078551452201754980", "author": "@Axel_bitblaze69", "followers": 128822, "date": "2026-07-18", "likes": 1050, "bookmarks": 2316, "views": 117505}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 33, "type": "technique", "value": 3, "advice": "Grade each segment with a named look (warm cinematic, neutral punch) or a custom ffmpeg filter chain.", "quote": "color grades each segment.. warm cinematic, neutral punch, or a custom ffmpeg chain", "flags": [], "proof_score": 2959, "source": {"url": "https://x.com/Axel_bitblaze69/status/2078551452201754980", "author": "@Axel_bitblaze69", "followers": 128822, "date": "2026-07-18", "likes": 1050, "bookmarks": 2316, "views": 117505}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 34, "type": "technique", "value": 4, "advice": "Match every interview transcript to your story's beat sheet to shortlist usable footage before cutting.", "quote": "having it take every transcript and match it to the beat sheet of the story I wanted to tell? that cut a 1 hour interview down to 6 minutes of potential footage to use.", "flags": [], "proof_score": 77, "source": {"url": "https://x.com/visionsbyjake/status/2115489752132853780", "author": "@visionsbyjake", "followers": 311, "date": "2026-10-28", "likes": 37, "bookmarks": 54, "views": 4026}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 35, "type": "technique", "value": 4, "advice": "Have the agent tag all footage by shot type (medium close-up, close-up, wide, insert) before assembling.", "quote": "I had it analyze all my footage and organize everything. medium close-ups, close-ups, wides, inserts, things of that nature.", "flags": [], "proof_score": 77, "source": {"url": "https://x.com/visionsbyjake/status/2115489752132853780", "author": "@visionsbyjake", "followers": 311, "date": "2026-10-28", "likes": 37, "bookmarks": 54, "views": 4026}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 36, "type": "technique", "value": 5, "advice": "Save every correction (too choppy, music louder) as a lesson in the skill so each new edit lands closer to your style.", "quote": "Tell it \"too choppy\" or \"music louder\" and it saves the lesson, so every video comes out closer to your style.", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}, "also": [{"url": "https://x.com/Mho_23/status/2115187475802890348", "author": "@Mho_23", "followers": 34382, "date": "2026-10-27", "likes": 4046, "bookmarks": 6114, "views": 245802}, {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, {"url": "https://x.com/ashebytes/status/2115216345612894362", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, {"url": "https://x.com/codyschneider/status/2115488836725686644", "author": "@codyschneider", "followers": 67049, "date": "2026-10-28", "likes": 29, "bookmarks": 49, "views": 4747}], "top10_rank": 5, "top3": false}
{"step": "08", "step_name": "Edit", "n": 37, "type": "technique", "value": 4, "advice": "Fix and normalize the voice, then add music with ducking under speech.", "quote": "adds music with ducking under speech", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 38, "type": "technique", "value": 4, "advice": "In the first pass, cut retakes, silences and false starts, and keep and place the B-roll.", "quote": "cuts retakes, silences and false starts", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}, "also": [{"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}, {"url": "https://varg.ai/how-to/edit-your-own-video-footage", "card": "How to edit your own video footage with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/MrMockRock/status/2116018484379615412", "author": "@MrMockRock", "followers": 9272, "date": "2026-10-30", "likes": 267, "bookmarks": 123, "views": 10623}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 39, "type": "tool", "value": 3, "advice": "Use Auto-Editor to cut dead air automatically.", "quote": "Auto-Editor → cuts the dead air automatically", "flags": [], "proof_score": 3431, "source": {"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, "also": [{"url": "https://x.com/Aygramm_/status/2116452376387203528", "author": "@Aygramm_", "followers": 6539, "date": "2026-10-31", "likes": 142, "bookmarks": 257, "views": 8746}, {"url": "https://x.com/e1genqq/status/2116740739929379038", "author": "@e1genqq", "followers": 2821, "date": "2026-11-01", "likes": 2550, "bookmarks": 5229, "views": 183447}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 40, "type": "technique", "value": 4, "advice": "Time motion graphics and B-roll to the exact words in the voice track.", "quote": "adds brand motion graphics timed to your words", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}, "also": [{"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}, {"url": "https://x.com/Aykutuces/status/2117645782937444431", "author": "@Aykutuces", "followers": 12519, "date": "2026-11-03", "likes": 85, "bookmarks": 147, "views": 7165}, {"url": "https://varg.ai/how-to/skills/erduo-broll-loop", "card": "Erduo B-roll Loop Engineering", "kind": "skill", "publisher": "erduo1998-cell", "installs": null, "stars": 232, "source_post_stats": null, "repo": "https://github.com/erduo1998-cell/erduo-broll-loop-engineering", "license": "MIT"}, {"url": "https://varg.ai/how-to/make-ai-b-roll-for-your-video", "card": "How to make AI b-roll for your video", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 41, "type": "technique", "value": 4, "advice": "Get word timestamps from the voiceover and let the voice drive every cut.", "quote": "get word timestamps; the voice drives every cut.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2102844654169575547", "card": "3-minute code-only history film made in Claude Code", "kind": "prompt", "publisher": "kimmonismus", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/Y0urDumble/status/2115843713964318848", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-29", "likes": 65, "bookmarks": 76, "views": 5599}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 42, "type": "rule", "value": 4, "advice": "Run edits headless where possible; use computer use in DaVinci Resolve only with checkpoints where you check color grading.", "quote": "tell it to do as much headless as possible. then computer use with davinci resolve, with checkpoints for you to check color grading etc (still weak on S curves)", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [{"url": "https://x.com/EHuanglu/status/2098000582443430019", "author": "@EHuanglu", "followers": 147699, "date": "2026-09-10", "likes": 2316, "bookmarks": 2063, "views": 253828}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 43, "type": "data_stream", "value": 3, "advice": "Keep a folder of template videos (reels and long-form snippets you like) for the agent to copy editing styles from.", "quote": "create a folder to start collecting \"template\" videos of people who have reels/long form snippets you like", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 44, "type": "rule", "value": 4, "advice": "Skip editing-app MCPs like CapCut or DaVinci Resolve; a custom workflow for your use case is faster and burns fewer tokens.", "quote": "don't waste your time on editing app MCPs like CapCut or DaVinci Resolve. they're slow and burn a ton of tokens compared to a custom workflow built for your specific use case", "flags": [], "proof_score": 8383, "source": {"url": "https://x.com/Mho_23/status/2115187475802890348", "author": "@Mho_23", "followers": 34382, "date": "2026-10-27", "likes": 4046, "bookmarks": 6114, "views": 245802}, "also": [{"url": "https://x.com/alexgoughcooper/status/2115076988327076296", "author": "@alexgoughcooper", "followers": 34587, "date": "2026-10-27", "likes": 2539, "bookmarks": 5137, "views": 542550}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 45, "type": "rule", "value": 3, "advice": "Run editing from the terminal over an organized file system of footage, assets and finals.", "quote": "all editing is moving to the terminal + organized file systems", "flags": [], "proof_score": 8383, "source": {"url": "https://x.com/Mho_23/status/2115187475802890348", "author": "@Mho_23", "followers": 34382, "date": "2026-10-27", "likes": 4046, "bookmarks": 6114, "views": 245802}, "also": [{"url": "https://x.com/ashebytes/status/2115216748857405926", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 46, "type": "technique", "value": 4, "advice": "When a clip's graphics are approved, have the agent turn it into a reusable slash command, then build the next clips the same way and combine them.", "quote": "If satisfied with Graphics, Ask claude to convert clip into reusable /command", "flags": [], "proof_score": 16562, "source": {"url": "https://x.com/prayag_sonar/status/2116747536157548806", "author": "@prayag_sonar", "followers": 13447, "date": "2026-10-31", "likes": 9796, "bookmarks": 10876, "views": 787887}, "also": [{"url": "https://x.com/alexgoughcooper/status/2115076988327076296", "author": "@alexgoughcooper", "followers": 34587, "date": "2026-10-27", "likes": 2539, "bookmarks": 5137, "views": 542550}, {"url": "https://x.com/chatcutapp/status/2087889421421212029", "author": "@chatcutapp", "followers": 20586, "date": "2026-08-13", "likes": 1016, "bookmarks": 1439, "views": 287866}, {"url": "https://x.com/HyperFrames_/status/2107157300519776328", "author": "@HyperFrames_", "followers": 22825, "date": "2026-10-05", "likes": 4086, "bookmarks": 5246, "views": 1683026}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 47, "type": "rule", "value": 3, "advice": "Keep a timeline available for complex edits and minor tweaks; prompt the agent for the simple majority.", "quote": "more complex edits might need a timeline still, but the majority of the stuff we do is simple (editing wise)", "flags": [], "proof_score": 6949, "source": {"url": "https://x.com/alexgoughcooper/status/2115106838371049851", "author": "@alexgoughcooper", "followers": 34587, "date": "2026-10-27", "likes": 2539, "bookmarks": 5137, "views": 542550}, "also": [{"url": "https://x.com/jennyhuynh___/status/2115529079424479425", "author": "@jennyhuynh___", "followers": 959, "date": "2026-10-28", "likes": 82, "bookmarks": 92, "views": 5226}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 48, "type": "technique", "value": 3, "advice": "Let the agent build the timeline by editing CapCut Desktop project files, then review in CapCut, tweak by hand and have the agent reassess.", "quote": "You can even make manual changes and have Claude reassess the project.", "flags": [], "proof_score": 556, "source": {"url": "https://x.com/tryahdd/status/2116596929815581094", "author": "@tryahdd", "followers": 17768, "date": "2026-10-31", "likes": 250, "bookmarks": 420, "views": 10665}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 49, "type": "tool", "value": 3, "advice": "Have the agent build selects and rough cuts and export XML to Final Cut, Premiere or Resolve for finishing.", "quote": "Claude Code builds selects, scenes and rough cuts from your footage library and exports XML for FCP, Premiere, Resolve.", "flags": [], "proof_score": 306, "source": {"url": "https://varg.ai/how-to/skills/buttercut", "card": "ButterCut", "kind": "skill", "publisher": "TubeSalt (barefootford)", "installs": null, "stars": 613, "source_post_stats": null, "repo": "https://github.com/barefootford/buttercut", "license": "custom (see repo)"}, "also": [{"url": "https://x.com/chatcutapp/status/2087889421421212029", "author": "@chatcutapp", "followers": 20586, "date": "2026-08-13", "likes": 1016, "bookmarks": 1439, "views": 287866}, {"url": "https://x.com/nrqa__/status/2115481339508166916", "author": "@nrqa__", "followers": 76449, "date": "2026-10-28", "likes": 163, "bookmarks": 69, "views": 89420}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 50, "type": "tool", "value": 3, "advice": "Use OpenTimelineIO to assemble the edit.", "quote": "Use OpenTimelineIO to assemble.", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [{"url": "https://x.com/_adishj/status/2112589668621697035", "author": "@_adishj", "followers": 6281, "date": "2026-10-20", "likes": 1814, "bookmarks": 641, "views": 747894}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 51, "type": "skill", "value": 5, "advice": "Drive edits with the HyperFrames CLI: scaffold, check, preview, snapshot, edit the timeline, render locally or in the cloud.", "quote": "Drive the HyperFrames CLI: scaffold, check, preview, snapshot, edit the timeline, render locally or in the cloud.", "flags": [], "proof_score": 101532, "source": {"url": "https://varg.ai/how-to/skills/hyperframes-cli", "card": "HyperFrames CLI", "kind": "skill", "publisher": "HeyGen", "installs": 1300000, "stars": 73064, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/skills/hyperframes-cli", "license": "Apache-2.0"}, "also": [{"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, {"url": "https://x.com/0xWroomie/status/2116924154284761146", "author": "@0xWroomie", "followers": 190, "date": "2026-11-01", "likes": 41, "bookmarks": 38, "views": 2125}, {"url": "https://x.com/flxrnc/status/2116870398360830183", "author": "@flxrnc", "followers": 3305, "date": "2026-11-01", "likes": 961, "bookmarks": 1865, "views": 73688}], "top10_rank": 2, "top3": false}
{"step": "08", "step_name": "Edit", "n": 52, "type": "skill", "value": 4, "advice": "Install Remotion Skills first so the agent learns Remotion before it writes a single frame.", "quote": "remotion skills → teaches your agent Remotion before it writes a single frame. install this first", "flags": [], "proof_score": 104, "source": {"url": "https://x.com/Sownjuinho/status/2115819748021657947", "author": "@Sownjuinho", "followers": 1620, "date": "2026-10-29", "likes": 92, "bookmarks": 54, "views": 3936}, "also": [{"url": "https://x.com/thegreatest_sv/status/2112609040962359354", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-20", "likes": 583, "bookmarks": 1134, "views": 47172}, {"url": "https://x.com/choopyplug1/status/2117006896250974509", "author": "@choopyplug1", "followers": 2834, "date": "2026-11-01", "likes": 140, "bookmarks": 284, "views": 15086}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 53, "type": "warning", "value": 3, "advice": "Check Remotion's license before using it at a company.", "quote": "Check the license if you use it at a company.", "flags": [], "proof_score": 61, "source": {"url": "https://x.com/0xWroomie/status/2116924154284761146", "author": "@0xWroomie", "followers": 190, "date": "2026-11-01", "likes": 41, "bookmarks": 38, "views": 2125}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 54, "type": "skill", "value": 4, "advice": "Structure Remotion markup so every element can be edited visually in Remotion Studio.", "quote": "Structure Remotion markup so every element can be edited visually in Remotion Studio.", "flags": [], "proof_score": 13240, "source": {"url": "https://varg.ai/how-to/skills/remotion-interactivity", "card": "Remotion Interactivity", "kind": "skill", "publisher": "Remotion", "installs": 207300, "stars": 5750, "source_post_stats": null, "repo": "https://github.com/remotion-dev/skills/tree/main/skills/remotion-interactivity", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 55, "type": "check", "value": 4, "advice": "Preview and scrub the composition in Remotion Studio before rendering.", "quote": "Launch Remotion Studio to preview and scrub a composition in the browser before rendering.", "flags": [], "proof_score": 11960, "source": {"url": "https://varg.ai/how-to/skills/remotion-studio", "card": "Remotion Studio", "kind": "skill", "publisher": "Remotion", "installs": 181700, "stars": 5750, "source_post_stats": null, "repo": "https://github.com/remotion-dev/skills/tree/main/skills/remotion-studio", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 56, "type": "technique", "value": 4, "advice": "Lay the video out as clips or scenes before writing any frames.", "quote": "Scaffold a new Remotion project and lay the video out as clips or scenes before writing any frames.", "flags": [], "proof_score": 13800, "source": {"url": "https://varg.ai/how-to/skills/remotion-create", "card": "Remotion Create", "kind": "skill", "publisher": "Remotion", "installs": 218500, "stars": 5750, "source_post_stats": null, "repo": "https://github.com/remotion-dev/skills/tree/main/skills/remotion-create", "license": "MIT"}, "also": [{"url": "https://x.com/renproton/status/2117673338130796885", "author": "@renproton", "followers": 469, "date": "2026-11-03", "likes": 24, "bookmarks": 19, "views": 555}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 57, "type": "warning", "value": 4, "advice": "When sequencing with TransitionSeries, account for each transition overlapping its neighbours, which makes the video shorter.", "quote": "Sequence scenes with <TransitionSeries>; each transition overlaps its neighbours, so the video gets shorter.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/remotion-transitionseries", "card": "Remotion TransitionSeries", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/blob/main/varg-video-edit-library/references/transitions.md#remotion-transitionseries", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 58, "type": "skill", "value": 4, "advice": "Learn GSAP timelines (position parameter, labels, nesting, defaults, time/progress seeking), the timeline that drives HyperFrames.", "quote": "Official GSAP timeline guide: position parameter, labels, nesting, defaults and time/progress seeking.", "flags": [], "proof_score": 12091, "source": {"url": "https://varg.ai/how-to/skills/gsap-timeline", "card": "GSAP Timeline", "kind": "skill", "publisher": "GSAP (GreenSock)", "installs": 69600, "stars": 17222, "source_post_stats": null, "repo": "https://github.com/greensock/gsap-skills/tree/main/skills/gsap-timeline", "license": "MIT"}, "also": [{"url": "https://x.com/laobaishare/status/2108533494725103926", "author": "@laobaishare", "followers": 214696, "date": "2026-10-09", "likes": 1016, "bookmarks": 1673, "views": 89830}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 59, "type": "technique", "value": 4, "advice": "Use one paused master timeline that pins beat rows to evenly spaced named labels, each entering on its label.", "quote": "A paused master-timeline orchestration spine that pins titled beat rows to evenly spaced named labels.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/hf.beat-timeline", "card": "Beat Timeline", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/beat-timeline", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 60, "type": "technique", "value": 4, "advice": "Drive every on-screen element and the audio from one timeline so picture and sound stay locked together.", "quote": "one timeline drives the whole thing: the jet gauge, the operator's cursor, the console rows and the audio all tick off it", "flags": ["suspect_engagement"], "proof_score": 5172, "source": {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, "also": [{"url": "https://x.com/Klonzu/status/2117293122065424844", "author": "@Klonzu", "followers": 879, "date": "2026-11-02", "likes": 115, "bookmarks": 80, "views": 3892}, {"url": "https://varg.ai/how-to/skills/cinetic-launch-films", "card": "cinetic: directed launch films from code", "kind": "skill", "publisher": "Leon (Leonxlnx)", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 61, "type": "technique", "value": 5, "advice": "Write each shot as a pure function of time, frame(t), so the same t always gives the same picture.", "quote": "same t, same picture, every time. that's the whole contract", "flags": [], "proof_score": 89, "source": {"url": "https://x.com/Asteri_eth/status/2115758546067349910", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 68, "bookmarks": 52, "views": 3329}, "also": [{"url": "https://x.com/Sownjuinho/status/2115819748021657947", "author": "@Sownjuinho", "followers": 1620, "date": "2026-10-29", "likes": 92, "bookmarks": 54, "views": 3936}], "top10_rank": 10, "top3": false}
{"step": "08", "step_name": "Edit", "n": 62, "type": "check", "value": 4, "advice": "Before rendering, draw every frame twice in shuffled orders and flag any frame that differs, plus page errors, broken fonts and missing sound.", "quote": "before you render, `look` draws every frame twice in two shuffled orders and names any frame that changed", "flags": [], "proof_score": 89, "source": {"url": "https://x.com/Asteri_eth/status/2115758546067349910", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 68, "bookmarks": 52, "views": 3329}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 63, "type": "tool", "value": 3, "advice": "Use OpenChatCut, a local multi-track timeline the agent edits over MCP, when you want chat edits on a timeline that stays editable.", "quote": "Local-first chat video editor with a multi-track timeline that Codex and Claude Code can edit over MCP.", "flags": [], "proof_score": 1366, "source": {"url": "https://varg.ai/how-to/skills/openchatcut", "card": "OpenChatCut", "kind": "skill", "publisher": "0xsline", "installs": null, "stars": 2731, "source_post_stats": null, "repo": "https://github.com/0xsline/OpenChatCut", "license": "AGPL-3.0"}, "also": [{"url": "https://x.com/heyrimsha/status/2111407556929425790", "author": "@heyrimsha", "followers": 25345, "date": "2026-10-17", "likes": 574, "bookmarks": 921, "views": 26890}, {"url": "https://varg.ai/how-to/skills/concat", "card": "Concat", "kind": "skill", "publisher": "jub0t", "installs": null, "stars": 12100, "source_post_stats": null, "repo": "https://github.com/jub0t/Concat", "license": "AGPL-3.0"}, {"url": "https://varg.ai/how-to/skills/cartcut", "card": "CartCut", "kind": "skill", "publisher": "Cartesian", "installs": null, "stars": 818, "source_post_stats": null, "repo": "https://github.com/cartesiancs/cartcut", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 64, "type": "technique", "value": 3, "advice": "Pick the stack by job: Whisper + FFmpeg for silence cuts, subtitles and the first assembly; Remotion for motion design; HyperFrames + FFmpeg for effects.", "quote": "Claude Code + Whisper + FFmpeg : il te coupe les blancs, te met les sous-titres et te fait le premier montage", "flags": [], "proof_score": 223, "source": {"url": "https://x.com/tivollem/status/2116927071880458558", "author": "@tivollem", "followers": 7322, "date": "2026-11-01", "likes": 133, "bookmarks": 150, "views": 6577}, "also": [{"url": "https://x.com/salimediting/status/2116319241435516955", "author": "@salimediting", "followers": 127, "date": "2026-10-31", "likes": 380, "bookmarks": 585, "views": 23041}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 65, "type": "technique", "value": 5, "advice": "Build momentum into a payoff by shortening shot lengths step by step: 3 s, 2 s, 1 s, half a second.", "quote": "Shorten shot lengths step by step (3 s, 2 s, 1 s, half a second) to build momentum into a payoff.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/rhythmic-cutting-3-2-1", "card": "Rhythmic Cutting (3-2-1)", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/beat-timeline", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 66, "type": "rule", "value": 3, "advice": "Use the hard cut as the default join; it is invisible when the content flows.", "quote": "One shot ends, the next begins on the very next frame. The default join: invisible when the content flows.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/hard-cut", "card": "Hard Cut", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/blob/main/varg-video-edit-library/references/cuts.md#hard-cut", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 67, "type": "technique", "value": 4, "advice": "Use jump cuts inside one continuous shot to remove pauses and add pace.", "quote": "Cut out a stretch inside one continuous shot, so the subject visibly jumps. Removes pauses, adds pace.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/jump-cut", "card": "Jump Cut", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/blob/main/varg-video-edit-library/references/cuts.md#jump-cut", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 68, "type": "technique", "value": 4, "advice": "Change angle while the subject moves, so the movement hides the cut and keeps continuity.", "quote": "Change angle while the subject moves. The movement hides the cut and keeps continuity.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/cut-on-action", "card": "Cut on Action", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/cut-the-curve", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 69, "type": "technique", "value": 3, "advice": "Hide a cut inside a fully covered frame (a passing object, a dark wall, a blur) to fake one continuous shot.", "quote": "Hide a cut inside a frame that is fully covered (a passing object, a dark wall, a blur) to fake one continuous shot.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/invisible-cut", "card": "Invisible Cut", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/whip-pan-cut", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 70, "type": "technique", "value": 3, "advice": "Cross-cut between scenes happening at the same time to build tension or comparison.", "quote": "Alternate between two or more scenes happening at the same time, building tension or comparison.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/cross-cutting", "card": "Cross-Cutting", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/blob/main/varg-video-edit-library/references/cuts.md#cross-cutting", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 71, "type": "technique", "value": 4, "advice": "For directional cuts, accelerate the outgoing subject (power4.in), swap at peak velocity, and continue the incoming one in the same direction (power4.out).", "quote": "A velocity-matched directional hard cut: the outgoing subject accelerates with power4.in, swaps at peak velocity, and the incoming subject continues in the same direction with power4.out.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/hf.cut-the-curve", "card": "Cut the Curve", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/cut-the-curve", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 72, "type": "rule", "value": 3, "advice": "Reserve the cross dissolve, the quietest transition, for meaning: time passes, or this continues.", "quote": "The two shots blend through each other. The quietest transition: \"time passes\" or \"this continues\".", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/mix-dissolve", "card": "Mix (Cross Dissolve)", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/fade-through", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 73, "type": "rule", "value": 4, "advice": "Give important shots like the product enough screen time, cut the parts that drag, and keep the video moving.", "quote": "Give the important shots enough screen time, cut the parts that drag, and keep the video moving.", "flags": ["promo"], "proof_score": 395, "source": {"url": "https://x.com/OliviaReedai/status/2116208619817709827", "author": "@OliviaReedai", "followers": 74700, "date": "2026-10-30", "likes": 189, "bookmarks": 203, "views": 97946}, "also": [{"url": "https://x.com/manishkumar_dev/status/2112226432592294309", "author": "@manishkumar_dev", "followers": 53063, "date": "2026-10-19", "likes": 197, "bookmarks": 9, "views": 54843}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 74, "type": "technique", "value": 3, "advice": "Keep visual change coming: have something new open or change every 2-3 seconds.", "quote": "something opens every 2-3 seconds: the lens unscrews, the mantle hinges, the pump rises out spinning", "flags": [], "proof_score": 11377, "source": {"url": "https://x.com/0x_fokki/status/2116289885870981296", "author": "@0x_fokki", "followers": 16348, "date": "2026-10-30", "likes": 6751, "bookmarks": 7340, "views": 661794}, "also": [{"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 75, "type": "check", "value": 5, "advice": "Measure whether the video parks: percent still frames, longest hold, motion, cuts per 10 s, plus 4K playback and loudness gates.", "quote": "Measure if a video parks: % still frames, longest hold, motion, cuts per 10 s, plus 4K playback and loudness gates.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/scenario-motion-energy-check", "card": "Motion energy check by Scenario", "kind": "skill", "publisher": "Scenario", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://www.scenario.com/explorations/kinetic-film/", "license": "Scenario: free download, no license file in the ZIP; fonts SIL OFL"}, "also": [{"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}], "top10_rank": 9, "top3": false}
{"step": "08", "step_name": "Edit", "n": 76, "type": "technique", "value": 3, "advice": "For short punchy spots, write the sound design first and cut one-second scenes to it.", "quote": "Writing the sound design first and cutting 15 one-second scenes to it gives a punchy, on-brand beverage spot from text alone", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2093175677373845634", "card": "15 s flat-vector soda spot, 15 scenes cut to the beat", "kind": "prompt", "publisher": "onofumi_AI", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 77, "type": "tool", "value": 4, "advice": "Use librosa to find the beat so every cut lands on it.", "quote": "librosa → finds the beat, so every cut lands on it", "flags": [], "proof_score": 3431, "source": {"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, "also": [{"url": "https://x.com/e1genqq/status/2116270712390316375", "author": "@e1genqq", "followers": 2821, "date": "2026-10-30", "likes": 6430, "bookmarks": 12613, "views": 409979}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 78, "type": "check", "value": 5, "advice": "Verify librosa's beat grid by plotting the waveform below 120 Hz against it and zooming into a few bars; if the kicks don't line up, shift the whole grid.", "quote": "It sometimes locks onto the off-beat, so plot the waveform below 120 Hz against the beat grid and zoom in on a few bars.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 79, "type": "technique", "value": 5, "advice": "Put scene cuts and title entrances on the beat; change the animation if you can, otherwise move where the music starts.", "quote": "Put the big moves, like scene cuts and titles appearing, on the beat. If you can change the animation, change it. If you can't, move where the music starts.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [{"url": "https://x.com/emmanuel_2m/status/2115446592236823031", "author": "@emmanuel_2m", "followers": 62310, "date": "2026-10-28", "likes": 2481, "bookmarks": 3969, "views": 128822}, {"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}, {"url": "https://x.com/twoclipping/status/2106526359589675085", "author": "@twoclipping", "followers": 9487, "date": "2026-10-03", "likes": 676, "bookmarks": 1365, "views": 41345}, {"url": "https://x.com/dorukkavcioglu/status/2116635074196386155", "author": "@dorukkavcioglu", "followers": 5049, "date": "2026-10-31", "likes": 50, "bookmarks": 28, "views": 2430}], "top10_rank": 6, "top3": true}
{"step": "08", "step_name": "Edit", "n": 80, "type": "rule", "value": 4, "advice": "Because the agent can't hear, make it measure audio timing at every step instead of going by feel.", "quote": "You can't hear, so measure every step and don't go by feel.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 81, "type": "technique", "value": 4, "advice": "Give every cut and big move one ready-made sound effect file (whoosh, pop, click, typing), using the project's existing sound library first.", "quote": "Give every cut and big move one ready-made sound effect file: whoosh for movement, pop for things appearing, click for clicks, typing sounds for typing.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [{"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 82, "type": "rule", "value": 3, "advice": "Use licensed music (your track or one under Mixkit's free license), note the source and license, and don't synthesize music or SFX in code.", "quote": "Use licensed music: a track I give you, or one under Mixkit's free license. Note the source and the license.", "flags": [], "proof_score": 2022, "source": {"url": "https://x.com/Voxyz_ai/status/2109358372873183564", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-11", "likes": 825, "bookmarks": 1498, "views": 111314}, "also": [{"url": "https://x.com/twoclipping/status/2103835273813496100", "author": "@twoclipping", "followers": 9487, "date": "2026-09-26", "likes": 2194, "bookmarks": 3801, "views": 143709}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 83, "type": "warning", "value": 4, "advice": "Ban cheap-looking effects in high-end minimal edits: shockwave rings, particle bursts, RGB split, camera shake, lens flares, neon glows, grid floors, flashing backgrounds, bouncy easing.", "quote": "Banned: shockwave rings, particle bursts, RGB split, camera shake, lens flares, neon glows, grid floors, flashing backgrounds, bouncy easing.", "flags": [], "proof_score": 1791, "source": {"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 84, "type": "technique", "value": 4, "advice": "Plan the structure as bars at a fixed tempo (for example 10 bars at 120 BPM, 2 seconds each) and script what lands in each bar.", "quote": "10 bars at 120 BPM, 2 seconds each.", "flags": [], "proof_score": 1791, "source": {"url": "https://x.com/twoclipping/status/2102554209166000267", "author": "@twoclipping", "followers": 9487, "date": "2026-09-23", "likes": 617, "bookmarks": 1428, "views": 54141}, "also": [{"url": "https://x.com/yurshevv/status/2116936771346780429", "author": "@yurshevv", "followers": 1811, "date": "2026-11-01", "likes": 43, "bookmarks": 35, "views": 1743}, {"url": "https://x.com/N01ennn/status/2108182955671580771", "author": "@N01ennn", "followers": 9458, "date": "2026-10-08", "likes": 6013, "bookmarks": 14285, "views": 517151}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 85, "type": "technique", "value": 4, "advice": "For a one-take feel, build each scene out of the previous one: objects change shape instead of fading, blurring or cutting.", "quote": "Every scene is made out of the previous one: nothing fades, blurs or cuts. Objects change shape instead", "flags": [], "proof_score": 5042, "source": {"url": "https://x.com/twoclipping/status/2103835273813496100", "author": "@twoclipping", "followers": 9487, "date": "2026-09-26", "likes": 2194, "bookmarks": 3801, "views": 143709}, "also": [{"url": "https://x.com/twoclipping/status/2110329502676951367", "author": "@twoclipping", "followers": 9487, "date": "2026-10-14", "likes": 2175, "bookmarks": 4371, "views": 153436}, {"url": "https://x.com/rrrusxx/status/2116135958139859313", "author": "@rrrusxx", "followers": 736, "date": "2026-10-30", "likes": 199, "bookmarks": 293, "views": 15141}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 86, "type": "skill", "value": 4, "advice": "Specify transitions like an editor, with frame counts, beat placement and decay curves (shake cuts, Droste zooms, tile flips, bokeh, collage).", "quote": "Shake cuts, infinite Droste zooms, tile-flip mosaics, bokeh and collage transitions with frame counts, beat placement and decay curves.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/transition-craft", "card": "Transition Craft: six transitions timed like an editor", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/transition-craft", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 87, "type": "technique", "value": 3, "advice": "Use the pull-in zoom, the signature short-form transition: rush into shot A and land, still moving forward, in shot B.", "quote": "The camera rushes into shot A and lands, still moving forward, in shot B. The signature short-form transition.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/pull-in-zoom", "card": "Pull In (Zoom In)", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/zoom-through-transition", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 88, "type": "technique", "value": 3, "advice": "Fake a whip pan between any two shots with a fast synthetic pan and heavy motion blur.", "quote": "A fast synthetic pan with heavy motion blur pushes A off and B in. Fakes a whip pan between any two shots.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/whip-swipe", "card": "Whip Swipe", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/blocks/whip-pan", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 89, "type": "technique", "value": 3, "advice": "For a blur transition, blur A out of focus, swap at peak blur, and pull B back into focus.", "quote": "A blurs out of focus, the shots swap at peak blur, and B pulls back into focus.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/blur-transition", "card": "Blur Through", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/blocks/transitions-blur", "license": "Apache-2.0"}, "also": [{"url": "https://varg.ai/how-to/component/glt.linear-blur", "card": "LinearBlur", "kind": "component", "publisher": "gl-transitions", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/gl-transitions/gl-transitions/blob/master/transitions/LinearBlur.glsl", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 90, "type": "data_stream", "value": 3, "advice": "Pull shader transitions (zoom blur, spin, doorway slices, swap, mosaic) from the GL Transitions library.", "quote": "GL Transitions → Shader transitions", "flags": [], "proof_score": 12536, "source": {"url": "https://x.com/e1genqq/status/2114445900131013003", "author": "@e1genqq", "followers": 2821, "date": "2026-10-25", "likes": 5124, "bookmarks": 9678, "views": 295866}, "also": [{"url": "https://varg.ai/how-to/skills/zoom-blur", "card": "Zoom Blur", "kind": "skill", "publisher": "rectalogic · GL Transitions", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/gl-transitions/gl-transitions/blob/master/transitions/CrossZoom.glsl", "license": "MIT"}, {"url": "https://varg.ai/how-to/skills/spin-rotate", "card": "Spin", "kind": "skill", "publisher": "bread · GL Transitions", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/gl-transitions/gl-transitions/blob/master/transitions/Revolve.glsl", "license": "MIT"}, {"url": "https://varg.ai/how-to/skills/split-slices", "card": "Split and Slices", "kind": "skill", "publisher": "gre · GL Transitions", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/gl-transitions/gl-transitions/blob/master/transitions/Doorway.glsl", "license": "MIT"}, {"url": "https://varg.ai/how-to/component/glt.swap", "card": "Swap", "kind": "component", "publisher": "gl-transitions", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/gl-transitions/gl-transitions/blob/master/transitions/Swap.glsl", "license": "MIT"}, {"url": "https://varg.ai/how-to/component/glt.mosaic", "card": "Mosaic", "kind": "component", "publisher": "gl-transitions", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/gl-transitions/gl-transitions/blob/master/transitions/Mosaic.glsl", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 91, "type": "technique", "value": 4, "advice": "Crossfade audio with acrossfade, or build J/L cuts by delaying one track with adelay and mixing with amix.", "quote": "Crossfade audio with acrossfade, or build J/L-cuts by delaying one track with adelay and mixing with amix.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/ffmpeg-audio-crossfade-jl", "card": "Audio Crossfades, J and L in FFmpeg", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/blob/main/varg-video-edit-library/references/cuts.md#ffmpeg-audio-crossfade-jl", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 92, "type": "skill", "value": 3, "advice": "Write cuts, match cuts, J/L cuts, whips and speed ramps in each video model's multi-shot prompt syntax, and use ffmpeg when needed.", "quote": "Cuts, match cuts, J/L cuts, whips and speed ramps — multi-shot prompt syntax per model, ffmpeg when needed.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-editing-transitions", "card": "Editing & Transitions", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 93, "type": "technique", "value": 3, "advice": "Chain two generated renders into one longer film and hide the seam with a graphic match cut.", "quote": "a 60-second product film that chains two 30-second renders without a visible seam", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2096388928416919829", "card": "60 s soda ad: one sip lifts her into a fruit-mountain sky", "kind": "prompt", "publisher": "ShamiWeb3", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 94, "type": "tool", "value": 4, "advice": "Use WhisperX word-level timestamps so captions hit exactly when the words are spoken.", "quote": "WhisperX → word-level timestamps for captions that hit exactly when the words do", "flags": [], "proof_score": 369, "source": {"url": "https://x.com/choopyplug1/status/2117006896250974509", "author": "@choopyplug1", "followers": 2834, "date": "2026-11-01", "likes": 140, "bookmarks": 284, "views": 15086}, "also": [{"url": "https://x.com/Y0urDumble/status/2117030430507401326", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-01", "likes": 261, "bookmarks": 328, "views": 14081}, {"url": "https://x.com/Y0urDumble/status/2115193601458151552", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-27", "likes": 1249, "bookmarks": 2396, "views": 79694}, {"url": "https://x.com/e1genqq/status/2116270712390316375", "author": "@e1genqq", "followers": 2821, "date": "2026-10-30", "likes": 6430, "bookmarks": 12613, "views": 409979}, {"url": "https://varg.ai/how-to/skills/elevenlabs-speech-to-text", "card": "ElevenLabs Speech to Text", "kind": "skill", "publisher": "ElevenLabs", "installs": 11900, "stars": 510, "source_post_stats": null, "repo": "https://github.com/elevenlabs/skills/tree/main/speech-to-text", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 95, "type": "skill", "value": 4, "advice": "Transcribe speech and burn in animated captions with Remotion Captions, or import an existing SRT.", "quote": "Transcribe speech and burn in animated captions with Remotion, or import an existing SRT file.", "flags": [], "proof_score": 13695, "source": {"url": "https://varg.ai/how-to/skills/remotion-captions", "card": "Remotion Captions", "kind": "skill", "publisher": "Remotion", "installs": 216400, "stars": 5750, "source_post_stats": null, "repo": "https://github.com/remotion-dev/skills/tree/main/skills/remotion-captions", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 96, "type": "skill", "value": 4, "advice": "Pick caption looks from exact presets (karaoke, word pop, pill, glass, neon and more) with set sizes, safe zones, sync and contrast.", "quote": "Karaoke, word pop, pill, glass, neon and 12 more caption looks as exact presets: sizes, safe zones, sync and contrast from subtitle pros.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/caption-styles", "card": "Caption Styles: 17 pro caption looks with presets", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/caption-styles", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/skills/iart-caption-animation", "card": "Caption Animation", "kind": "skill", "publisher": "iart.ai", "installs": 1994, "stars": 17, "source_post_stats": null, "repo": "https://github.com/iart-ai/tiktok-video-skills/tree/main/skills/caption-animation", "license": "MIT"}, {"url": "https://varg.ai/how-to/component/remocn.caption-karaoke", "card": "Caption Karaoke", "kind": "component", "publisher": "remocn", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://remocn.dev/r/caption-karaoke.json", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 97, "type": "skill", "value": 3, "advice": "Make local captions with Whisper words and forced-aligned timing, exported as SRT/VTT, burned styles or a GSAP captions.js.", "quote": "Local captions in any language: Whisper words, forced-aligned timing, SRT/VTT, burned styles or a GSAP captions.js.", "flags": [], "proof_score": 20, "source": {"url": "https://varg.ai/how-to/skills/agent-caption", "card": "Agent Caption", "kind": "skill", "publisher": "Ali Hamza Kamboh", "installs": null, "stars": 41, "source_post_stats": null, "repo": "https://github.com/ahkamboh/agent-caption", "license": "MIT"}, "also": [{"url": "https://x.com/AIExplorerTim/status/2116698995368280355", "author": "@AIExplorerTim", "followers": 47765, "date": "2026-11-01", "likes": 713, "bookmarks": 795, "views": 51271}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 98, "type": "skill", "value": 3, "advice": "When captions are part of the design, use editorial captions with scored hero words and subject-aware depth instead of a subtitle strip.", "quote": "Designed editorial captions for HyperFrames: scored hero words, subject-aware depth, glass type — not a subtitle strip.", "flags": [], "proof_score": 32, "source": {"url": "https://varg.ai/how-to/skills/cinematic-caption-audrey", "card": "Cinematic Caption", "kind": "skill", "publisher": "Audrey", "installs": 17, "stars": 63, "source_post_stats": null, "repo": "https://github.com/audrey-560/hyperframes-cinematic-caption", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 99, "type": "technique", "value": 3, "advice": "Scale caption words by delivery, so drawn-out words land large and rushed words stay small and the voice's rhythm shows with the sound off.", "quote": "Word size follows the delivery, so drawn-out words land large and rushed words stay small, and the rhythm of the voice is visible with the sound off.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/remocn.caption-prosody", "card": "Caption Prosody", "kind": "component", "publisher": "remocn", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://remocn.dev/r/caption-prosody.json", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 100, "type": "tool", "value": 3, "advice": "When translating subtitles, keep cue count, timing and ASS styling tags intact, working in resumable batches.", "quote": "Agent-translated SRT/ASS subtitles in resumable batches that keep cue count, timing and ASS styling tags intact.", "flags": [], "proof_score": 182, "source": {"url": "https://varg.ai/how-to/skills/gemini-srt-translator", "card": "Subtitle Translator", "kind": "skill", "publisher": "Matheus Castro", "installs": null, "stars": 363, "source_post_stats": null, "repo": "https://github.com/MaKTaiL/gemini-srt-translator/tree/main/skills/subtitle-translator", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 101, "type": "skill", "value": 3, "advice": "Burn SRT/ASS/VTT subtitles with libass or add soft tracks in FFmpeg, including FFmpeg 8's Whisper filter.", "quote": "FFmpeg subtitle reference: burn SRT/ASS/VTT with libass, soft tracks, conversion, styling and FFmpeg 8's Whisper filter.", "flags": [], "proof_score": 53, "source": {"url": "https://varg.ai/how-to/skills/josiahsiegel-ffmpeg-captions", "card": "FFmpeg Captions and Subtitles", "kind": "skill", "publisher": "Josiah Siegel", "installs": 469, "stars": 59, "source_post_stats": null, "repo": "https://github.com/JosiahSiegel/claude-plugin-marketplace/tree/main/plugins/ffmpeg-core/skills/ffmpeg-captions-subtitles", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 102, "type": "technique", "value": 3, "advice": "Specify caption placement exactly (position, width, font, weight, size) instead of leaving it to defaults.", "quote": "Captions sit top left (x 120, y 196, 850px wide) in Instrument Sans 500 at 62px.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116010421740007894", "card": "9:16 explainer reel with a talking cartoon presenter", "kind": "prompt", "publisher": "finnardley", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 103, "type": "rule", "value": 4, "advice": "Give the agent a written style guide for captions, titles, transitions and graphics.", "quote": "Style guide for captions, titles, transitions, and graphics.", "flags": [], "proof_score": 3460, "source": {"url": "https://x.com/landforce/status/2115925710611288362", "author": "@landforce", "followers": 68077, "date": "2026-10-29", "likes": 1622, "bookmarks": 2559, "views": 89616}, "also": [{"url": "https://varg.ai/how-to/skills/cut30-agent-video-style-kit", "card": "Agent Video Style Kit", "kind": "skill", "publisher": "Cut30", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://cut30.co/guides/agent-video-style-kit", "license": "Cut30 terms: use and customize for personal or commercial videos, keep Cut30 attribution on the kit page"}, {"url": "https://x.com/Aykutuces/status/2117645782937444431", "author": "@Aykutuces", "followers": 12519, "date": "2026-11-03", "likes": 85, "bookmarks": 147, "views": 7165}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 104, "type": "rule", "value": 4, "advice": "Add a CLAUDE.md rule that saves every brand color, font, logo and approved style to a brand/ folder.", "quote": "add a CLAUDE.md with one rule: \"save every brand color, font, logo and approved style to brand/\"", "flags": [], "proof_score": 1473, "source": {"url": "https://x.com/thegreatest_sv/status/2112609040962359354", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-20", "likes": 583, "bookmarks": 1134, "views": 47172}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 105, "type": "tool", "value": 4, "advice": "Use color-matcher to grade every shot to one reference.", "quote": "color-matcher → grades every shot to one reference", "flags": [], "proof_score": 3431, "source": {"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, "also": [{"url": "https://x.com/Origin_AI_01/status/2113605138099392596", "author": "@Origin_AI_01", "followers": 10866, "date": "2026-10-23", "likes": 167, "bookmarks": 112, "views": 50591}, {"url": "https://x.com/NovaIAHQ/status/2113700950007501072", "author": "@NovaIAHQ", "followers": 33047, "date": "2026-10-23", "likes": 138, "bookmarks": 159, "views": 79209}, {"url": "https://x.com/marryevan999/status/2112852711121236020", "author": "@marryevan999", "followers": 44491, "date": "2026-10-21", "likes": 67, "bookmarks": 57, "views": 56560}, {"url": "https://x.com/rincyXIII/status/2117615318713381127", "author": "@rincyXIII", "followers": 160, "date": "2026-11-03", "likes": 58, "bookmarks": 71, "views": 2159}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 106, "type": "technique", "value": 4, "advice": "Lock labels and graphics to the world, not the screen, so they move with the camera instead of the picture sliding out from under them.", "quote": "When the camera moves, a label that points at something stays where it was and the picture slides out from under it.", "flags": [], "proof_score": 876, "source": {"url": "https://x.com/tetsuoai/status/2115277212824019367", "author": "@tetsuoai", "followers": 254228, "date": "2026-10-28", "likes": 789, "bookmarks": 434, "views": 47418}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 107, "type": "check", "value": 4, "advice": "Check dark scenes for banding and blocking as they will look on X and YouTube.", "quote": "dark scenes that break into bands and blocks on X and YouTube", "flags": [], "proof_score": 876, "source": {"url": "https://x.com/tetsuoai/status/2115277212824019367", "author": "@tetsuoai", "followers": 254228, "date": "2026-10-28", "likes": 789, "bookmarks": 434, "views": 47418}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 108, "type": "check", "value": 3, "advice": "Fix counting numbers that jiggle while they count.", "quote": "numbers that jiggle while they count", "flags": [], "proof_score": 876, "source": {"url": "https://x.com/tetsuoai/status/2115277212824019367", "author": "@tetsuoai", "followers": 254228, "date": "2026-10-28", "likes": 789, "bookmarks": 434, "views": 47418}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 109, "type": "check", "value": 3, "advice": "Find soft shots that don't match the rest of the edit and fix them.", "quote": "soft shots that don't match the rest of the edit", "flags": [], "proof_score": 876, "source": {"url": "https://x.com/tetsuoai/status/2115277212824019367", "author": "@tetsuoai", "followers": 254228, "date": "2026-10-28", "likes": 789, "bookmarks": 434, "views": 47418}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 110, "type": "tool", "value": 4, "advice": "Normalize the YouTube cut to -14 LUFS, measuring with a loudness tool such as Pyloudnorm instead of guessing.", "quote": "Normalize audio to -14 LUFS", "flags": [], "proof_score": 180, "source": {"url": "https://x.com/RoundtableSpace/status/2116813746215481578", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-01", "likes": 92, "bookmarks": 85, "views": 48743}, "also": [{"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}, {"url": "https://x.com/codyschneider/status/2110113372637221023", "author": "@codyschneider", "followers": 67049, "date": "2026-10-13", "likes": 637, "bookmarks": 1235, "views": 51433}, {"url": "https://x.com/0xwhrrari/status/2115104061204632000", "author": "@0xwhrrari", "followers": 23306, "date": "2026-10-27", "likes": 413, "bookmarks": 679, "views": 33749}, {"url": "https://x.com/codyschneider/status/2115488836725686644", "author": "@codyschneider", "followers": 67049, "date": "2026-10-28", "likes": 29, "bookmarks": 49, "views": 4747}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 111, "type": "technique", "value": 4, "advice": "Splice generated clips into an original video with absolute trims and one audio track to avoid A/V drift.", "quote": "Splice generated clips into an original video with ffmpeg without A/V drift: absolute trims, one audio track.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-ffmpeg-mixing", "card": "Splice AI clips into a video with FFmpeg", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/sdk/tree/main/.claude/skills/ffmpeg-mixing", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 112, "type": "data_stream", "value": 3, "advice": "Source free sound effects, ambience and music from the Openverse API.", "quote": "/openverse-api - 5.2M+ free sound effects, ambience and music", "flags": [], "proof_score": 2117, "source": {"url": "https://x.com/0xMovez/status/2111841847408517282", "author": "@0xMovez", "followers": 47109, "date": "2026-10-18", "likes": 903, "bookmarks": 1603, "views": 62424}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 113, "type": "technique", "value": 4, "advice": "Join files that share codec, resolution, fps and audio format losslessly with the concat demuxer and a text list.", "quote": "Join files that share codec, resolution, fps and audio format without re-encoding, from a text list.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/ffmpeg-concat-demuxer", "card": "FFmpeg Concat Demuxer (Lossless)", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/blob/main/varg-video-edit-library/references/cuts.md#ffmpeg-concat-demuxer", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 114, "type": "technique", "value": 4, "advice": "Join mixed sources frame-accurately by decoding, normalizing and re-encoding them in one filter graph.", "quote": "Join any sources frame-accurately by decoding, normalizing and re-encoding them in one filter graph.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/ffmpeg-concat-filter", "card": "FFmpeg Concat Filter (Re-encode)", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/blob/main/varg-video-edit-library/references/cuts.md#ffmpeg-concat-filter", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 115, "type": "skill", "value": 3, "advice": "Give the agent ffmpeg-skill, 42 local FFmpeg tools for cuts, captions and reframes with no cloud or API keys.", "quote": "ffmpeg-skill: 42 FFmpeg tools for your agent. Cuts, captions, reframes. No cloud, no API keys (3.1k stars)", "flags": [], "proof_score": 802, "source": {"url": "https://x.com/socialwithaayan/status/2116567606882967790", "author": "@socialwithaayan", "followers": 69392, "date": "2026-10-31", "likes": 335, "bookmarks": 613, "views": 21507}, "also": [{"url": "https://x.com/0xWroomie/status/2116924154284761146", "author": "@0xWroomie", "followers": 190, "date": "2026-11-01", "likes": 41, "bookmarks": 38, "views": 2125}, {"url": "https://x.com/AIExplorerTim/status/2116698995368280355", "author": "@AIExplorerTim", "followers": 47765, "date": "2026-11-01", "likes": 713, "bookmarks": 795, "views": 51271}, {"url": "https://x.com/rammcodes/status/2115485874473624007", "author": "@rammcodes", "followers": 6061, "date": "2026-10-28", "likes": 103, "bookmarks": 100, "views": 4465}, {"url": "https://x.com/rammcodes/status/2115485878340682045", "author": "@rammcodes", "followers": 6061, "date": "2026-10-28", "likes": 103, "bookmarks": 100, "views": 4465}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 116, "type": "skill", "value": 3, "advice": "For Reels, use copyable FFmpeg commands: crop to vertical, burn captions, trim and join, music under the voice.", "quote": "Footage into a 9:16 MP4 with FFmpeg: crop to vertical, burn captions, trim and join, music under the voice.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/short-form-ffmpeg-cookbook", "card": "Short-form FFmpeg cookbook: copyable commands for Reels", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/short-form-ffmpeg-cookbook", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 117, "type": "warning", "value": 4, "advice": "If agents run ffmpeg through an MCP, pass arguments as an array, never use shell=True, and treat file names from repos as untrusted input.", "quote": "treat every tool argument like user input", "flags": [], "proof_score": 286, "source": {"url": "https://x.com/jcinjpn/status/2116194202967224345", "author": "@jcinjpn", "followers": 781, "date": "2026-10-30", "likes": 131, "bookmarks": 206, "views": 14445}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 118, "type": "technique", "value": 3, "advice": "Reframe 16:9 footage to 9:16 (or ask the agent to landscape a vertical cut) as part of the edit.", "quote": "Cut silences and flubs, reframe 16:9 to 9:16, add captions and b-roll to footage you shot.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/edit-your-own-video-footage", "card": "How to edit your own video footage with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/finnardley/status/2116505111316865074", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}, {"url": "https://x.com/RoundtableSpace/status/2116813746215481578", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-01", "likes": 92, "bookmarks": 85, "views": 48743}, {"url": "https://x.com/jamescoder12/status/2115754435393810677", "author": "@jamescoder12", "followers": 32395, "date": "2026-10-29", "likes": 72, "bookmarks": 52, "views": 4530}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 119, "type": "tool", "value": 3, "advice": "Use PySceneDetect to find every shot in your footage before cutting.", "quote": "PySceneDetect → finds every shot in your footage", "flags": [], "proof_score": 3431, "source": {"url": "https://x.com/0xwhrrari/status/2117240315069276186", "author": "@0xwhrrari", "followers": 23306, "date": "2026-11-02", "likes": 1406, "bookmarks": 2635, "views": 93462}, "also": [{"url": "https://varg.ai/how-to/skills/video-recap-skills", "card": "Video Recap Skills", "kind": "skill", "publisher": "Zenstory", "installs": null, "stars": 592, "source_post_stats": null, "repo": "https://github.com/zenstory-ai/video-recap-skills", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 120, "type": "check", "value": 5, "advice": "Since the agent can't watch footage, have it review a grid of frames at every beat, fix what looks off and re-render until a full pass is clean.", "quote": "it can't watch footage, so it reviews a grid of frames at every beat, fixes what looks off and re-renders until a full pass comes back clean", "flags": ["suspect_engagement"], "proof_score": 5172, "source": {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, "also": [{"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}, {"url": "https://x.com/thegreatest_sv/status/2112609040962359354", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-20", "likes": 583, "bookmarks": 1134, "views": 47172}, {"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, {"url": "https://x.com/Aykutuces/status/2117645782937444431", "author": "@Aykutuces", "followers": 12519, "date": "2026-11-03", "likes": 85, "bookmarks": 147, "views": 7165}, {"url": "https://x.com/flxrnc/status/2116892899010875602", "author": "@flxrnc", "followers": 3305, "date": "2026-11-01", "likes": 961, "bookmarks": 1865, "views": 73688}, {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, {"url": "https://varg.ai/how-to/prompts/x-2116545733197541787", "card": "Slash-command motion styles reel built in Claude", "kind": "prompt", "publisher": "prayag_sonar", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 121, "type": "check", "value": 4, "advice": "Have a cheaper decision model inspect frames and send only flagged issues to the main model, which fixes the code.", "quote": "you can set this up so a decision model checks the frames, while Opus 5.5 reviews the flagged issues and fixes the code", "flags": [], "proof_score": 3202, "source": {"url": "https://x.com/shannholmberg/status/2112104872451756348", "author": "@shannholmberg", "followers": 37522, "date": "2026-10-19", "likes": 1200, "bookmarks": 2525, "views": 76793}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 122, "type": "check", "value": 4, "advice": "Check measurable rules in code: text size, blank or frozen frames, and colours against brand rules.", "quote": "code checks things like text size, blank or frozen frames and colours against your brand rules", "flags": [], "proof_score": 3202, "source": {"url": "https://x.com/shannholmberg/status/2112104872451756348", "author": "@shannholmberg", "followers": 37522, "date": "2026-10-19", "likes": 1200, "bookmarks": 2525, "views": 76793}, "also": [{"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 123, "type": "rule", "value": 4, "advice": "Keep one facts file as the only source for any number, name or claim that appears on screen.", "quote": "facts file: [path]. this is the only source for any number, name or claim that appears on screen", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [{"url": "https://x.com/francescoinweb3/status/2111393917899808880", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-17", "likes": 2072, "bookmarks": 3770, "views": 162093}, {"url": "https://x.com/francescoinweb3/status/2115074284787798396", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-27", "likes": 60, "bookmarks": 67, "views": 3499}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 124, "type": "check", "value": 4, "advice": "Judge every edit decision against the references; the video isn't finished until it holds up next to them.", "quote": "every decision is judged against the best work in the references, and the video isn't finished until it holds up next to them.", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 125, "type": "prompt", "value": 3, "advice": "For unattended runs, tell the agent you won't answer questions and it must keep going until the video passes every listed check.", "quote": "i'm away and won't answer questions. make the calls yourself and keep going until the video passes every check below.", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 126, "type": "check", "value": 3, "advice": "Before publishing, compare against your last 30 videos and drop anything that rhymes with them.", "quote": "Auditor opens the last 30 published videos and kills anything that rhymes with them.", "flags": ["unverified_claim"], "proof_score": 2147, "source": {"url": "https://x.com/ScottyBeamIO/status/2101280444914258251", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-09-19", "likes": 674, "bookmarks": 1684, "views": 125929}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 127, "type": "check", "value": 4, "advice": "Render a still beside the reference and fix the gaps over several rounds before rendering the film.", "quote": "opus rendered one still next to the picture and fixed the gaps for 3 rounds before it touched the film", "flags": [], "proof_score": 11377, "source": {"url": "https://x.com/0x_fokki/status/2116289885870981296", "author": "@0x_fokki", "followers": 16348, "date": "2026-10-30", "likes": 6751, "bookmarks": 7340, "views": 661794}, "also": [{"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, {"url": "https://x.com/francescoinweb3/status/2111393917899808880", "author": "@francescoinweb3", "followers": 1741, "date": "2026-10-17", "likes": 2072, "bookmarks": 3770, "views": 162093}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 128, "type": "skill", "value": 3, "advice": "Drive B-roll from the SRT: a director agent plans shots, creator agents build them in HyperFrames or Remotion, a reviewer checks.", "quote": "SRT-driven B-roll agent: a Director plans shots, Creators build them in HyperFrames or Remotion, a Reviewer checks.", "flags": [], "proof_score": 116, "source": {"url": "https://varg.ai/how-to/skills/erduo-broll-loop", "card": "Erduo B-roll Loop Engineering", "kind": "skill", "publisher": "erduo1998-cell", "installs": null, "stars": 232, "source_post_stats": null, "repo": "https://github.com/erduo1998-cell/erduo-broll-loop-engineering", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 129, "type": "technique", "value": 3, "advice": "Turn a repeated edit into a saved workflow file and rerun it with one command so it runs the same way every time.", "quote": "Person 2: turns it into a workflow and reruns it with one command.", "flags": [], "proof_score": 679, "source": {"url": "https://x.com/deanwperkins/status/2117214486973026643", "author": "@deanwperkins", "followers": 212177, "date": "2026-11-02", "likes": 202, "bookmarks": 540, "views": 38123}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 130, "type": "data_stream", "value": 3, "advice": "Let the agent use yt-dlp with search to pull Creative Commons clips from real videos into the composition.", "quote": "Allow it to use yt-dlp with search to inject clips from real videos (creative commons) in composition", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [{"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 131, "type": "warning", "value": 3, "advice": "Watch for the flat fades and stiff motion most AI videos ship with.", "quote": "fixes the flat fades and stiff motion most AI videos ship wi", "flags": [], "proof_score": 2108, "source": {"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 132, "type": "technique", "value": 3, "advice": "Cut a 2-3 s hook and join it to a recorded app demo with concat.", "quote": "attach your app demo to the hook using capcut or concat (free version)", "flags": [], "proof_score": 5524, "source": {"url": "https://x.com/simonecanciello/status/2116268465463976312", "author": "@simonecanciello", "followers": 28414, "date": "2026-10-30", "likes": 2317, "bookmarks": 4027, "views": 338967}, "also": [{"url": "https://varg.ai/how-to/swap-a-video-ad-hook-with-ffmpeg", "card": "How to swap the hook on a video ad with FFmpeg", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 133, "type": "technique", "value": 3, "advice": "When a shot needs readable screen text, generate it blurred and composite the real screen in the edit.", "quote": "close-up of hands scrolling a phone with a blurred social thread (composite the real screen later)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2083364450900549639", "card": "Heist-movie reply ad to a copycat restaurant", "kind": "prompt", "publisher": "0xInk_", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 134, "type": "technique", "value": 3, "advice": "Overgenerate and select hard in the edit: one 22-minute film kept 127 of 847 takes.", "quote": "847 takes generated, mostly 30-second multi-shot prompts, over 5 hours of footage. 127 clips made the cut.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [{"url": "https://x.com/wtry1102/status/2116125989617242183", "author": "@wtry1102", "followers": 2093, "date": "2026-10-30", "likes": 64, "bookmarks": 16, "views": 3302}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 135, "type": "technique", "value": 3, "advice": "To clip long-form, have the agent read the whole transcript, score every moment, cut the highlights and caption them as vertical shorts.", "quote": "The AI reads the whole transcript, scores every moment for viral potential, cuts the highlights, adds captions", "flags": [], "proof_score": 5043, "source": {"url": "https://x.com/heynavtoor/status/2090103120399655356", "author": "@heynavtoor", "followers": 151954, "date": "2026-08-19", "likes": 1975, "bookmarks": 3920, "views": 135570}, "also": [{"url": "https://x.com/heyrimsha/status/2111407556929425790", "author": "@heyrimsha", "followers": 25345, "date": "2026-10-17", "likes": 574, "bookmarks": 921, "views": 26890}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 136, "type": "skill", "value": 3, "advice": "For talking-head videos, reels and Shorts, use Herk Edit Kit for silence and flub cuts, story edits and motion graphics.", "quote": "Nate Herk's kit to edit talking-head videos, reels and Shorts: silence and flub cuts, storytelling, motion graphics.", "flags": [], "proof_score": 1133, "source": {"url": "https://varg.ai/how-to/skills/herk-edit-kit", "card": "Herk Edit Kit", "kind": "skill", "publisher": "Nate Herk", "installs": 167, "stars": 2250, "source_post_stats": null, "repo": "https://github.com/nateherkai/herk-edit-kit", "license": "MIT"}, "also": [{"url": "https://x.com/heyrimsha/status/2111407556929425790", "author": "@heyrimsha", "followers": 25345, "date": "2026-10-17", "likes": 574, "bookmarks": 921, "views": 26890}, {"url": "https://x.com/369Serena/status/2115292473052295301", "author": "@369Serena", "followers": 17352, "date": "2026-10-28", "likes": 653, "bookmarks": 1040, "views": 38046}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 137, "type": "check", "value": 3, "advice": "Pixelate keys, addresses and personal data in screen recordings before a demo goes out.", "quote": "redact keys, addresses and personal data before a demo goes out.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/remocn.pixelate-region", "card": "Pixelate Region", "kind": "component", "publisher": "remocn", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://remocn.dev/r/pixelate-region.json", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 138, "type": "data_stream", "value": 3, "advice": "When you know the look but not its name, look it up in motion-prompt, a dictionary of 192 effects with live examples and exact prompt words.", "quote": "A dictionary of 192 motion, camera and web effects.", "flags": [], "proof_score": 1046, "source": {"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, "also": [{"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 139, "type": "data_stream", "value": 4, "advice": "Find a launch film that worked on Refs, pull its measured timing and plan, build your own, then check the render against it.", "quote": "Find a launch film that worked on Refs, pull its measured timing and plan, make your own shots on varg, build, then check the render against it.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-a-launch-video-from-a-reference", "card": "How to make a launch video from a reference film", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 140, "type": "rule", "value": 3, "advice": "When remaking a reference, break it down shot by shot and keep its structure, not its original footage.", "quote": "varg analyzes the reference and generates every shot on one key; keep the structure, not the original footage.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/remake-a-reference-video", "card": "How to remake a reference video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 141, "type": "technique", "value": 3, "advice": "Break down a creator's last 30 videos into sound effects, structure, copy, visual hooks and audio hooks, and turn that into a skill.", "quote": "extrair sound fx, estrututura, copy, ganchos visuais, ganchos de audio", "flags": [], "proof_score": 3921, "source": {"url": "https://x.com/gabrielbuzziv/status/2116507362483683386", "author": "@gabrielbuzziv", "followers": 15131, "date": "2026-10-31", "likes": 1764, "bookmarks": 2961, "views": 77810}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 142, "type": "rule", "value": 2, "advice": "When a clip looks cool but doesn't work as an ad, tighten the cuts, add transitions and captions so the message survives.", "quote": "If your AI clip looks cool but doesn’t quite work as an ad, the edit can make all the difference.", "flags": ["promo"], "proof_score": 245, "source": {"url": "https://x.com/Debbie_Ze/status/2115508587674079634", "author": "@Debbie_Ze", "followers": 72546, "date": "2026-10-28", "likes": 141, "bookmarks": 87, "views": 87887}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 143, "type": "rule", "value": 2, "advice": "Hand mechanical formats like news and podcast clips to the agentic workflow; most formats can be handled this way.", "quote": "80% of formats can be handled by this workflow and should be.", "flags": [], "proof_score": 99, "source": {"url": "https://x.com/robertoblake/status/2116888582816252199", "author": "@robertoblake", "followers": 123830, "date": "2026-11-01", "likes": 72, "bookmarks": 58, "views": 5152}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 144, "type": "rule", "value": 5, "advice": "Cut every silence over 0.6 seconds and every filler word, and when a sentence is repeated keep only the last take.", "quote": "Cut every silence over 0.6 seconds and every filler word", "flags": [], "proof_score": 180, "source": {"url": "https://x.com/RoundtableSpace/status/2116813746215481578", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-01", "likes": 92, "bookmarks": 85, "views": 48743}, "also": [{"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}, {"url": "https://x.com/MrMockRock/status/2116018484379615412", "author": "@MrMockRock", "followers": 9272, "date": "2026-10-30", "likes": 267, "bookmarks": 123, "views": 10623}, {"url": "https://x.com/Axel_bitblaze69/status/2078551452201754980", "author": "@Axel_bitblaze69", "followers": 128822, "date": "2026-07-18", "likes": 1050, "bookmarks": 2316, "views": 117505}], "top10_rank": 7, "top3": false}
{"step": "08", "step_name": "Edit", "n": 145, "type": "technique", "value": 4, "advice": "Hide a jump cut by scaling the next segment to 110–130%, so it reads as a second camera angle; punch in on every key point.", "quote": "Hide a jump cut by scaling the next segment 110–130%. Reads as a second camera angle in talking heads.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/jump-zoom-punch-in", "card": "Jump-Zoom Punch-In", "kind": "skill", "publisher": "HeyGen", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/components/yt-camera-move", "license": "Apache-2.0"}, "also": [{"url": "https://x.com/RoundtableSpace/status/2116813746215481578", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-01", "likes": 92, "bookmarks": 85, "views": 48743}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 146, "type": "technique", "value": 4, "advice": "Open the edit with a 3-second hook built from the strongest line in the footage.", "quote": "Open with a 3-second hook using the strongest line in the video", "flags": [], "proof_score": 180, "source": {"url": "https://x.com/RoundtableSpace/status/2116813746215481578", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-01", "likes": 92, "bookmarks": 85, "views": 48743}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 147, "type": "rule", "value": 3, "advice": "Burn in word-by-word captions, two lines at most, placed low center.", "quote": "Burn in word-by-word captions, 2 lines max, low center", "flags": [], "proof_score": 180, "source": {"url": "https://x.com/RoundtableSpace/status/2116813746215481578", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-01", "likes": 92, "bookmarks": 85, "views": 48743}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 148, "type": "warning", "value": 4, "advice": "Don't hand the agent story decisions across many angles; its grasp of the source footage is weak, so check which shots it matches to which explanation.", "quote": "its contextual understanding of the entire scene and source footage is extremely weak. It can cut dead air out of a static shot.", "flags": [], "proof_score": 1295, "source": {"url": "https://x.com/realMax0r/status/2115731377178149187", "author": "@realMax0r", "followers": 186731, "date": "2026-10-29", "likes": 2360, "bookmarks": 82, "views": 32594}, "also": [{"url": "https://x.com/realMax0r/status/2115859040819671192", "author": "@realMax0r", "followers": 186731, "date": "2026-10-29", "likes": 2360, "bookmarks": 82, "views": 32594}, {"url": "https://x.com/TommyYTProducer/status/2115246120347529369", "author": "@TommyYTProducer", "followers": 718, "date": "2026-10-28", "likes": 199, "bookmarks": 57, "views": 17042}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 149, "type": "warning", "value": 3, "advice": "Cut for emotion first (Walter Murch put it at 51% of the reason to cut); keep a human on film, TV and long documentary edits.", "quote": "Legendary editor Walter Murch said 51% of the reason to cut is Emotion. AI doesn’t have that.", "flags": [], "proof_score": 327, "source": {"url": "https://x.com/TheStingisBack/status/2115745398153457797", "author": "@TheStingisBack", "followers": 74967, "date": "2026-10-29", "likes": 374, "bookmarks": 59, "views": 81017}, "also": [{"url": "https://x.com/TheStingisBack/status/2115751966483583221", "author": "@TheStingisBack", "followers": 74967, "date": "2026-10-29", "likes": 374, "bookmarks": 59, "views": 81017}, {"url": "https://x.com/TheStingisBack/status/2115761904056426551", "author": "@TheStingisBack", "followers": 74967, "date": "2026-10-29", "likes": 374, "bookmarks": 59, "views": 81017}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 150, "type": "rule", "value": 4, "advice": "Build the story in the edit from many shots instead of expecting one generation to solve everything.", "quote": "Build the story in the edit. Don't expect the model to solve everything in a single generation.", "flags": [], "proof_score": 636, "source": {"url": "https://x.com/aimikoda/status/2065570306274595030", "author": "@aimikoda", "followers": 34313, "date": "2026-06-12", "likes": 530, "bookmarks": 342, "views": 28978}, "also": [{"url": "https://x.com/aimikoda/status/2065721786747027543", "author": "@aimikoda", "followers": 34313, "date": "2026-06-12", "likes": 530, "bookmarks": 342, "views": 28978}, {"url": "https://x.com/RizwanAly07/status/2090107896910782723", "author": "@RizwanAly07", "followers": 8173, "date": "2026-08-19", "likes": 138, "bookmarks": 18, "views": 44810}, {"url": "https://x.com/Origin_AI_01/status/2113605138099392596", "author": "@Origin_AI_01", "followers": 10866, "date": "2026-10-23", "likes": 167, "bookmarks": 112, "views": 50591}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 151, "type": "rule", "value": 3, "advice": "Don't force every scene into one continuous shot; cut as often as a real movie does.", "quote": "Open a random movie and count how often it cuts.", "flags": [], "proof_score": 636, "source": {"url": "https://x.com/aimikoda/status/2065570306274595030", "author": "@aimikoda", "followers": 34313, "date": "2026-06-12", "likes": 530, "bookmarks": 342, "views": 28978}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 152, "type": "rule", "value": 3, "advice": "Don't add camera movement to every shot; sometimes a locked camera is stronger.", "quote": "Just because you can add camera movement doesn't mean every shot needs it. Sometimes a locked camera is more powerful.", "flags": [], "proof_score": 636, "source": {"url": "https://x.com/aimikoda/status/2065570306274595030", "author": "@aimikoda", "followers": 34313, "date": "2026-06-12", "likes": 530, "bookmarks": 342, "views": 28978}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 153, "type": "technique", "value": 3, "advice": "Don't chase perfect character consistency; strong motion, pacing and composition in the edit hide small inconsistencies.", "quote": "Character consistency doesn't have to be perfect. Strong motion, pacing and composition can hide small inconsistencies.", "flags": [], "proof_score": 636, "source": {"url": "https://x.com/aimikoda/status/2065570306274595030", "author": "@aimikoda", "followers": 34313, "date": "2026-06-12", "likes": 530, "bookmarks": 342, "views": 28978}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 154, "type": "technique", "value": 4, "advice": "Describe the grade in words (warm skin tones, cooler shadows, muted greens, softer highlights), generate a .cube LUT as a starting point, then adjust intensity and compare shots.", "quote": "With GPT-6 Astra, I can describe the visual direction I have in mind — warm skin tones, cooler shadows, muted greens, softer highlights — and generate a custom .cube LUT from that description.", "flags": ["promo"], "proof_score": 204, "source": {"url": "https://x.com/sean_wallace_/status/2099534060842537417", "author": "@sean_wallace_", "followers": 50326, "date": "2026-09-14", "likes": 143, "bookmarks": 68, "views": 64108}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 155, "type": "rule", "value": 4, "advice": "Apply one LUT across the sequence as the starting look, then adjust individual shots, because footage never behaves the same from shot to shot.", "quote": "A single LUT can give me a visual starting point for an entire sequence, but the footage will never behave exactly the same from shot to shot.", "flags": ["promo"], "proof_score": 228, "source": {"url": "https://x.com/ElizabethhQuinn/status/2099551296881901972", "author": "@ElizabethhQuinn", "followers": 59150, "date": "2026-09-14", "likes": 143, "bookmarks": 52, "views": 104045}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 156, "type": "technique", "value": 4, "advice": "Grade by naming a look and applying it as an ffmpeg LUT at partial strength, then add moving grain.", "quote": "Name a look, get prompt words plus an ffmpeg grade: LUT at partial strength, then moving grain.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-color-looks", "card": "Color Looks & LUTs", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 157, "type": "skill", "value": 4, "advice": "Measure a frame or clip and write .cube 3D LUTs for fixes, shot matching and presets in DaVinci Resolve or Premiere.", "quote": "Measures a frame or clip and writes .cube 3D LUTs for DaVinci Resolve and Premiere: fixes, shot matching, presets.", "flags": [], "proof_score": 15, "source": {"url": "https://varg.ai/how-to/skills/color-grade-ai", "card": "Color Grade AI", "kind": "skill", "publisher": "Isaac Rowntree", "installs": null, "stars": 30, "source_post_stats": null, "repo": "https://github.com/isaacrowntree/color-grade-ai", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 158, "type": "skill", "value": 3, "advice": "For a film look, simulate negative, print or slide stocks from datasheets and export LUT, grain and halation stages.", "quote": "Simulates negative, print and slide film stocks from digitized datasheets and exports LUTs, grain and halation stages for grading.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/spectral-film-lut", "card": "Turn Film Stock Datasheets Into Film-Look LUTs", "kind": "skill", "publisher": "JanLohse", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/JanLohse/spectral_film_lut", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 159, "type": "data_stream", "value": 3, "advice": "Use LUTs whose license is on record, such as varg-baked .cube looks or link-only vendor LUT pages.", "quote": "varg-baked .cube looks plus link-only vendor LUT pages — every file with its license on record.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-lut-pack", "card": "Original LUT Pack", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 160, "type": "rule", "value": 3, "advice": "Keep the grade as editable adjustments (log grading, LUTs, ACES and HDR, wheels and curves, masks, shot matching) so it can be refined later.", "quote": "And every adjustment stays editable, so you can keep refining it yourself.", "flags": ["promo"], "proof_score": 126, "source": {"url": "https://x.com/marcusyul/status/2110420916484362548", "author": "@marcusyul", "followers": 552140, "date": "2026-10-14", "likes": 85, "bookmarks": 35, "views": 48274}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 161, "type": "technique", "value": 3, "advice": "For smooth previews of heavy log or RAW footage, transcode to a hardware-decodable format (HEVC on M-series Macs) before editing.", "quote": "converted the footage to HEVC for hardware accelerated decoding on M series Macs", "flags": [], "proof_score": 55, "source": {"url": "https://x.com/dorukkavcioglu/status/2116635074196386155", "author": "@dorukkavcioglu", "followers": 5049, "date": "2026-10-31", "likes": 50, "bookmarks": 28, "views": 2430}, "also": [{"url": "https://x.com/dorukkavcioglu/status/2116897836830982158", "author": "@dorukkavcioglu", "followers": 5049, "date": "2026-11-01", "likes": 21, "bookmarks": 28, "views": 2099}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 162, "type": "technique", "value": 4, "advice": "Add short audio fades at every cut to prevent sound pops.", "quote": "add smooth fades between cuts to prevent annoying sound pops.", "flags": [], "proof_score": 39, "source": {"url": "https://x.com/RealMarvelX/status/2116452582575026302", "author": "@RealMarvelX", "followers": 2102, "date": "2026-10-31", "likes": 43, "bookmarks": 16, "views": 1973}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 163, "type": "technique", "value": 4, "advice": "Turn transcripts into a timestamped edit decision list before cutting.", "quote": "Turn transcripts into an edit decision list with timestamps", "flags": [], "proof_score": 52, "source": {"url": "https://x.com/0xrux/status/2114971950137118778", "author": "@0xrux", "followers": 6976, "date": "2026-10-27", "likes": 52, "bookmarks": 25, "views": 1427}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 164, "type": "check", "value": 3, "advice": "After publishing, find where viewers drop off and what was being said there, and fix that before the next video.", "quote": "Retention analysis: Find where viewers drop off and what you were saying", "flags": [], "proof_score": 52, "source": {"url": "https://x.com/0xrux/status/2114971950137118778", "author": "@0xrux", "followers": 6976, "date": "2026-10-27", "likes": 52, "bookmarks": 25, "views": 1427}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 165, "type": "technique", "value": 3, "advice": "Use the agent as a junior editor: organize bins, lay footage on the timeline, cut irrelevant parts and prep it section by section for the senior editor.", "quote": "place them in one timeline section by section, EXACTLY how a junior editor would prep and organize a timeline for a senior editor", "flags": [], "proof_score": 59, "source": {"url": "https://x.com/ForwardEditor/status/2117549930319368409", "author": "@ForwardEditor", "followers": 15814, "date": "2026-11-03", "likes": 74, "bookmarks": 20, "views": 2137}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 166, "type": "technique", "value": 3, "advice": "Lay the recording out as text so corrections happen in the transcript, then trim leftover silent frames with a script.", "quote": "having my recording laid out as text I can interact with makes corrections way faster than if I had to listen back through the recording", "flags": [], "proof_score": 267, "source": {"url": "https://x.com/MrMockRock/status/2116018484379615412", "author": "@MrMockRock", "followers": 9272, "date": "2026-10-30", "likes": 267, "bookmarks": 123, "views": 10623}, "also": [{"url": "https://x.com/andreysuperior/status/2055634682465616123", "author": "@andreysuperior", "followers": 17010, "date": "2026-05-16", "likes": 87, "bookmarks": 39, "views": 11086}], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 167, "type": "rule", "value": 3, "advice": "For direct-response ads, edit for hooks, pacing, retention, pattern interrupts and product demonstration, with captions that carry the message on mute.", "quote": "hooks, pacing, retention, pattern interrupts, product demonstration, captions that carry the message on mute", "flags": [], "proof_score": 58, "source": {"url": "https://x.com/simontelek/status/2112457388389188084", "author": "@simontelek", "followers": 1436, "date": "2026-10-20", "likes": 72, "bookmarks": 16, "views": 5698}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 168, "type": "check", "value": 3, "advice": "Write small scripts for color-match LUTs, handheld-shake compositing and beat-sync QA that measures timing error (one music video reported a 14 ms median).", "quote": "色合わせLUT生成・手持ち揺れ合成・ビート同期検品（誤差中央値14ms）", "flags": [], "proof_score": 51, "source": {"url": "https://x.com/wtry1102/status/2116125989617242183", "author": "@wtry1102", "followers": 2093, "date": "2026-10-30", "likes": 64, "bookmarks": 16, "views": 3302}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 169, "type": "skill", "value": 3, "advice": "For product promos from real UI screenshots, start from shot recipe cards and a tested Remotion template.", "quote": "124 shot recipe cards and a tested Remotion template for cinematic product promos built from real UI screenshots.", "flags": [], "proof_score": 7178, "source": {"url": "https://varg.ai/how-to/skills/video-shotcraft", "card": "Video Shotcraft", "kind": "skill", "publisher": "Vincent Wei", "installs": 5310, "stars": 13824, "source_post_stats": null, "repo": "https://github.com/Vincentwei1021/video-shotcraft", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "08", "step_name": "Edit", "n": 170, "type": "rule", "value": 3, "advice": "Use agentic editing because it compounds: every cut, prompt and workflow you save can be reused, while manual editing time never shrinks.", "quote": "with agentic editing, every cut, every prompt, every workflow you compound becomes something you can use again.", "flags": [], "proof_score": 50, "source": {"url": "https://x.com/0xROAS/status/2115957174589378735", "author": "@0xROAS", "followers": 59661, "date": "2026-10-30", "likes": 43, "bookmarks": 24, "views": 4631}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 1, "type": "technique", "value": 5, "advice": "Run an independent critic subagent that compares screenshots of the work against top reference work, and do not let the builder stop until the critic says it matches.", "quote": "Have an independent agent critique screenshots of the game compared to AAA space games like Starfield. Claude is not allowed to stop till the critic says it looks just as good.", "flags": [], "proof_score": 1647, "source": {"url": "https://x.com/anshuc/status/2081801979131818412", "author": "@anshuc", "followers": 17494, "date": "2026-07-27", "likes": 686, "bookmarks": 1246, "views": 57634}, "also": [{"url": "https://x.com/thegreatest_sv/status/2117231247433118169", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 76, "bookmarks": 115, "views": 4951}, {"url": "https://varg.ai/how-to/skills/business-motion-film", "card": "Business Motion Film", "kind": "skill", "publisher": "echris6", "installs": 223, "stars": 1229, "source_post_stats": null, "repo": "https://github.com/echris6/motion-video-kit/tree/main/business-motion-film", "license": "MIT"}, {"url": "https://x.com/lennysan/status/2094821687590375802", "author": "@lennysan", "followers": 456219, "date": "2026-09-01", "likes": 3334, "bookmarks": 8900, "views": 1053322}, {"url": "https://x.com/0xMovez/status/2115870373300326503", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, {"url": "https://x.com/EXM7777/status/2095572281804394895", "author": "@EXM7777", "followers": 156736, "date": "2026-09-03", "likes": 235, "bookmarks": 358, "views": 16838}, {"url": "https://x.com/ryouxbt/status/2115798337324494872", "author": "@ryouxbt", "followers": 840, "date": "2026-10-29", "likes": 2602, "bookmarks": 4816, "views": 304394}, {"url": "https://x.com/mirku21/status/2116636426703884588", "author": "@mirku21", "followers": 3152, "date": "2026-10-31", "likes": 149, "bookmarks": 315, "views": 20953}], "top10_rank": 8, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 2, "type": "rule", "value": 5, "advice": "Put the verifier in its own conversation so the agent that built the video can never approve its own work.", "quote": "the verifier sits in its own conversation so the builder can't approve itself", "flags": [], "proof_score": 86, "source": {"url": "https://x.com/thedelost/status/2115455685664096730", "author": "@thedelost", "followers": 5536, "date": "2026-10-28", "likes": 55, "bookmarks": 55, "views": 3743}, "also": [{"url": "https://x.com/cb_doge/status/2099678821452747025", "author": "@cb_doge", "followers": 1913589, "date": "2026-09-15", "likes": 1189, "bookmarks": 431, "views": 2221347}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 3, "type": "rule", "value": 4, "advice": "Take the judge from a different model family than the model that generated the work.", "quote": "arena's judge never comes from the same model family", "flags": [], "proof_score": 651, "source": {"url": "https://x.com/de1lymoon/status/2115855375777800330", "author": "@de1lymoon", "followers": 3948, "date": "2026-10-29", "likes": 249, "bookmarks": 501, "views": 25228}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 4, "type": "technique", "value": 4, "advice": "Make several candidates for the same task, score them on a rubric, and graft the best parts together.", "quote": "/arena - several candidates on the same task, scored on a rubric, best parts grafted together", "flags": [], "proof_score": 651, "source": {"url": "https://x.com/de1lymoon/status/2115855375777800330", "author": "@de1lymoon", "followers": 3948, "date": "2026-10-29", "likes": 249, "bookmarks": 501, "views": 25228}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2107507518817878117", "card": "Same one-line launch prompt, with and without a harness", "kind": "prompt", "publisher": "motion_so", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/motion-design-styles-15", "card": "How to make motion graphics videos in 15 AI styles", "kind": "skill", "publisher": "Vincent Wei", "installs": null, "stars": 2200, "source_post_stats": null, "repo": "https://github.com/Vincentwei1021/mg-styles-15", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 5, "type": "technique", "value": 5, "advice": "Give review to its own subagent that watches the render second by second and lists problems by severity without touching anything.", "quote": "Review (high): watch the render second by second and list the problems by severity, without touching anything", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, {"url": "https://varg.ai/how-to/skills/huashu-art-motion", "card": "Huashu Art Motion by Huashu", "kind": "skill", "publisher": "Huashu (alchaincyf)", "installs": null, "stars": 5855, "source_post_stats": null, "repo": "https://github.com/alchaincyf/huashu-art-motion", "license": "MIT"}], "top10_rank": 7, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 6, "type": "technique", "value": 5, "advice": "Build a review scene with a neutral floor, fixed camera, the reference art pinned in a corner and the clip name and number on screen.", "quote": "build a review scene: neutral floor, fixed camera, the concept art pinned in the corner, clip name and number on screen (1/23)", "flags": [], "proof_score": 1115, "source": {"url": "https://x.com/rewind02/status/2115779810932728259", "author": "@rewind02", "followers": 7898, "date": "2026-10-29", "likes": 611, "bookmarks": 782, "views": 27451}, "also": [{"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 7, "type": "rule", "value": 4, "advice": "Keep the same light and camera across review clips so the only thing that changes is what you are reviewing.", "quote": "same light, same camera, so the only thing that changes is the motion", "flags": [], "proof_score": 418, "source": {"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 8, "type": "rule", "value": 3, "advice": "After listing problems, fix one thing at a time.", "quote": "play every clip, list what looks off, fix one thing at a time", "flags": [], "proof_score": 418, "source": {"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 9, "type": "technique", "value": 5, "advice": "Render a still beside the reference picture and patch the differences round after round before starting any animation.", "quote": "claude codes the octopus, renders a still beside your picture and patches the differences round after round before any animation", "flags": ["suspect_engagement"], "proof_score": 5172, "source": {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}, "also": [{"url": "https://x.com/Nyxera0x/status/2116936449442357694", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-01", "likes": 1258, "bookmarks": 1283, "views": 134074}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 10, "type": "technique", "value": 5, "advice": "Make the agent render, check and tweak in a loop, auditing the output frame by frame, until the result looks right.", "quote": "It draws, renders, checks and tweaks until the effect looks right.", "flags": [], "proof_score": 1046, "source": {"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, "also": [{"url": "https://x.com/ScottyBeamIO/status/2116919908474789939", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-11-01", "likes": 219, "bookmarks": 289, "views": 18277}, {"url": "https://x.com/Y0urDumble/status/2115193601458151552", "author": "@Y0urDumble", "followers": 783, "date": "2026-10-27", "likes": 1249, "bookmarks": 2396, "views": 79694}, {"url": "https://varg.ai/how-to/skills/karpathy-3d-story", "card": "Procedural 3D Story", "kind": "skill", "publisher": "chencheng (云谦)", "installs": null, "stars": 32, "source_post_stats": null, "repo": "https://github.com/sorrycc/skills/tree/master/skills/karpathy-3d-story", "license": "MIT"}, {"url": "https://x.com/Nyxera0x/status/2117320669838880781", "author": "@Nyxera0x", "followers": 21571, "date": "2026-11-02", "likes": 2590, "bookmarks": 3621, "views": 255848}], "top10_rank": 2, "top3": true}
{"step": "09", "step_name": "Self-review", "n": 11, "type": "rule", "value": 5, "advice": "Judge every decision against the best work in the references, and do not call the video finished until it holds up next to them.", "quote": "every decision is judged against the best work in the references, and the video isn't finished until it holds up next to them.", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [{"url": "https://x.com/0xMovez/status/2115870377523949687", "author": "@0xMovez", "followers": 47109, "date": "2026-10-29", "likes": 1283, "bookmarks": 1785, "views": 163211}, {"url": "https://x.com/brillaas/status/2117346123949941211", "author": "@brillaas", "followers": 15442, "date": "2026-11-02", "likes": 85, "bookmarks": 126, "views": 4914}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 12, "type": "warning", "value": 5, "advice": "Have someone other than the maker listen for AI gibberish in dialogue; the maker's own ears missed it.", "quote": "shoutout to @suddenlyFleck for flagging all the AI gibberish. Cuz this was the original (which sounded perfectly fine to my ears. lol)", "flags": [], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117365915385839995", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": 3, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 13, "type": "rule", "value": 4, "advice": "Let the agent suggest, but keep a human as the one who decides, and check every piece before it ships.", "quote": "Claude can suggest. It never decides.", "flags": [], "proof_score": 389, "source": {"url": "https://x.com/charliejhills/status/2116550228757319908", "author": "@charliejhills", "followers": 16073, "date": "2026-10-31", "likes": 170, "bookmarks": 284, "views": 19743}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 14, "type": "technique", "value": 4, "advice": "Watch the result and give one specific fix per round, naming exactly what looks wrong.", "quote": "Make it, watch it, give one specific fix. \"The croc looks like plasticine\" did more than", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 15, "type": "technique", "value": 3, "advice": "Give review notes as concrete director calls tied to a moment, like slowing a part by half or cutting at a point.", "quote": "\"slow this part down by half\", \"cut right here\", \"zoom in on the button\"", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 16, "type": "technique", "value": 3, "advice": "When one moment is wrong, point at that spot in the frame and fix only that bit instead of regenerating everything.", "quote": "Don't like a moment? Click that spot in the frame and it fixes only that bit.", "flags": [], "proof_score": 1046, "source": {"url": "https://x.com/charliejhills/status/2116936969251164475", "author": "@charliejhills", "followers": 16073, "date": "2026-11-01", "likes": 417, "bookmarks": 809, "views": 28622}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 17, "type": "technique", "value": 4, "advice": "Add checkpoints where a human checks the colour grade, because agents are still weak on S curves.", "quote": "with checkpoints for you to check color grading etc (still weak on S curves)", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 18, "type": "technique", "value": 4, "advice": "Put eval stops throughout the pipeline where humans and other agents review output and loop it back when it is weak.", "quote": "there are eval stops all through the graph. both human and other agents evaluating and reviewing output, and then looping it back if it doesnt", "flags": [], "proof_score": 5921, "source": {"url": "https://x.com/shannholmberg/status/2082881289607328122", "author": "@shannholmberg", "followers": 37522, "date": "2026-07-30", "likes": 2635, "bookmarks": 4410, "views": 193514}, "also": [{"url": "https://varg.ai/how-to/skills/flux-3-product-ads", "card": "FLUX 3 Product Ads", "kind": "skill", "publisher": "Black Forest Labs", "installs": 100, "stars": 135, "source_post_stats": null, "repo": "https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-product-ads", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 19, "type": "rule", "value": 4, "advice": "Show the script and shot plan for approval before generating or spending anything.", "quote": "show me both before you generate or spend anything", "flags": [], "proof_score": 812, "source": {"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}, "also": [{"url": "https://x.com/finnardley/status/2117390487804068334", "author": "@finnardley", "followers": 3467, "date": "2026-11-02", "likes": 1292, "bookmarks": 2246, "views": 65468}, {"url": "https://x.com/finnardley/status/2116010421740007894", "author": "@finnardley", "followers": 3467, "date": "2026-10-30", "likes": 986, "bookmarks": 1808, "views": 58721}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 20, "type": "technique", "value": 4, "advice": "Make cheap stills first and generate video only for approved variants, with a cost estimate before the batch runs.", "quote": "stills first (cheap), then video only for approved variants. estimate_cost shows the batch price in credits before anything runs.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-video-ad-variants-for-testing", "card": "How to make video ad variants for testing with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/Mnilax/status/2116583914684702837", "author": "@Mnilax", "followers": 10079, "date": "2026-10-31", "likes": 642, "bookmarks": 737, "views": 90605}, {"url": "https://varg.ai/how-to/skills/varg-music-video", "card": "Turn a song into an AI music video", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-music-video", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 21, "type": "rule", "value": 4, "advice": "Have the agent produce an artifact, such as a video or screenshots, that proves the work is correct and matches what you intended.", "quote": "producing some kind of artifact that proves that 1) that the work is correct, 2) that it matches what you intended", "flags": [], "proof_score": 4949, "source": {"url": "https://x.com/poteto/status/2109436202554372476", "author": "@poteto", "followers": 262195, "date": "2026-10-12", "likes": 2914, "bookmarks": 3313, "views": 179004}, "also": [{"url": "https://x.com/de1lymoon/status/2115855375777800330", "author": "@de1lymoon", "followers": 3948, "date": "2026-10-29", "likes": 249, "bookmarks": 501, "views": 25228}, {"url": "https://x.com/Aura_Assistant/status/2116191580063404100", "author": "@Aura_Assistant", "followers": 1769, "date": "2026-10-30", "likes": 4028, "bookmarks": 5524, "views": 2035768}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 22, "type": "rule", "value": 4, "advice": "Before building, define success criteria for each task and how the agent can prove the result works or needs another iteration.", "quote": "This skill defines the success criteria for each task, and how the coding agent can prove to itself that what it built works or needs iteration.", "flags": [], "proof_score": 7062, "source": {"url": "https://x.com/mfishbein/status/2081031938228232360", "author": "@mfishbein", "followers": 10111, "date": "2026-07-25", "likes": 2760, "bookmarks": 5499, "views": 182659}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 23, "type": "warning", "value": 3, "advice": "Remember a render can look convincing while being wrong; have reviewers compare outputs against the source measurements before accepting.", "quote": "a simulation can look convincing while producing the wrong answer", "flags": [], "proof_score": 209, "source": {"url": "https://x.com/xsmryze/status/2115555904233865465", "author": "@xsmryze", "followers": 1756, "date": "2026-10-28", "likes": 153, "bookmarks": 116, "views": 16558}, "also": [{"url": "https://x.com/soni_jyoti_/status/2113164797281997073", "author": "@soni_jyoti_", "followers": 10769, "date": "2026-10-22", "likes": 258, "bookmarks": 99, "views": 53473}, {"url": "https://x.com/ryouxbt/status/2115798337324494872", "author": "@ryouxbt", "followers": 840, "date": "2026-10-29", "likes": 2602, "bookmarks": 4816, "views": 304394}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 24, "type": "technique", "value": 5, "advice": "Split review: code checks measurable rules, a decision model inspects frames, and the main model only reviews flagged issues and fixes the code.", "quote": "you can set this up so a decision model checks the frames, while Opus 5.5 reviews the flagged issues and fixes the code", "flags": [], "proof_score": 3202, "source": {"url": "https://x.com/shannholmberg/status/2112104872451756348", "author": "@shannholmberg", "followers": 37522, "date": "2026-10-19", "likes": 1200, "bookmarks": 2525, "views": 76793}, "also": [], "top10_rank": 6, "top3": true}
{"step": "09", "step_name": "Self-review", "n": 25, "type": "check", "value": 5, "advice": "Check text size, blank or frozen frames and colours against your brand rules in code, not by eye.", "quote": "code checks things like text size, blank or frozen frames and colours against your brand rules", "flags": [], "proof_score": 3202, "source": {"url": "https://x.com/shannholmberg/status/2112104872451756348", "author": "@shannholmberg", "followers": 37522, "date": "2026-10-19", "likes": 1200, "bookmarks": 2525, "views": 76793}, "also": [{"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}, {"url": "https://varg.ai/how-to/skills/iart-kinetic-typography", "card": "Kinetic Typography", "kind": "skill", "publisher": "iart.ai", "installs": 2313, "stars": 16, "source_post_stats": null, "repo": "https://github.com/iart-ai/kinetic-typography-skills/tree/main/skills/kinetic-typography", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 26, "type": "check", "value": 4, "advice": "Grade with simple yes/no tests per item, because one overall score hides where the output breaks.", "quote": "one overall score only tells you who's ahead on average, not where a parser breaks on documents like yours.", "flags": [], "proof_score": 306, "source": {"url": "https://x.com/akshay_pachaar/status/2115163583764169031", "author": "@akshay_pachaar", "followers": 292113, "date": "2026-10-27", "likes": 189, "bookmarks": 193, "views": 18144}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 27, "type": "check", "value": 5, "advice": "Check motion with measuring scripts rather than by eye.", "quote": "Check with numbers, not eyes", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [{"url": "https://varg.ai/how-to/skills/hyperframes-vox-explainer", "card": "Plain-Sight Explainer", "kind": "skill", "publisher": "HeyGen", "installs": 379, "stars": 231, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes-community-skills/tree/master/skills/vox-explainer", "license": "Apache-2.0"}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 28, "type": "technique", "value": 4, "advice": "Render frames from several angles next to the concept art and send a bad pass back.", "quote": "Claude renders frames from several angles and puts the model next to the concept. A bad pass goes back.", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [{"url": "https://x.com/rewind02/status/2116918597658305001", "author": "@rewind02", "followers": 7898, "date": "2026-11-01", "likes": 384, "bookmarks": 664, "views": 45229}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 29, "type": "technique", "value": 4, "advice": "For each shot render a low-sample preview, check the first, middle and last frame, fix what is off, then render final and log every change.", "quote": "for each shot: build the camera, render a low-sample preview, check the first, middle and last frame, fix what’s off, then render final samples. log every change to NIGHT_LOG.md", "flags": [], "proof_score": 43, "source": {"url": "https://x.com/QibazX/status/2115863777966977150", "author": "@QibazX", "followers": 1076, "date": "2026-10-29", "likes": 22, "bookmarks": 30, "views": 2167}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 30, "type": "technique", "value": 3, "advice": "Render a 480p preview first and only then the final render.", "quote": "Render a 480p preview first, then the final render (1080p can take 1-2 hours).", "flags": [], "proof_score": 1460, "source": {"url": "https://x.com/sorenxet/status/2116149863935078885", "author": "@sorenxet", "followers": 1035, "date": "2026-10-30", "likes": 673, "bookmarks": 1080, "views": 43079}, "also": [{"url": "https://x.com/rewind02/status/2109661035036635291", "author": "@rewind02", "followers": 7898, "date": "2026-10-12", "likes": 1551, "bookmarks": 2504, "views": 164840}, {"url": "https://x.com/pounddz/status/2115601135537185010", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 31, "type": "check", "value": 4, "advice": "Have the agent analyse every frame for intersections and other details that might not look right once rendered.", "quote": "i also ask the agent to analyse every frame and check for intersections and other details that might not look quite right when rendered", "flags": [], "proof_score": 2419, "source": {"url": "https://x.com/flxrnc/status/2116892899010875602", "author": "@flxrnc", "followers": 3305, "date": "2026-11-01", "likes": 961, "bookmarks": 1865, "views": 73688}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 32, "type": "check", "value": 3, "advice": "After importing a generated 3D character, check bones, weights, texture links and foot contact before using it.", "quote": "import it and check the bones, weights, texture links and foot contact", "flags": [], "proof_score": 418, "source": {"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 33, "type": "check", "value": 3, "advice": "Check frame timestamps for duplicated or dropped frames before judging motion frame by frame.", "quote": "I checked the timestamps and found no duplicated or dropped frames around the crash.", "flags": [], "proof_score": 327, "source": {"url": "https://x.com/MuhProxy/status/2117014012911059039", "author": "@MuhProxy", "followers": 483, "date": "2026-11-01", "likes": 306, "bookmarks": 102, "views": 72394}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 34, "type": "tool", "value": 3, "advice": "Use Pillow to make contact sheets and run colour checks on frames.", "quote": "Pillow → contact sheets and color checks", "flags": ["suspect_engagement"], "proof_score": 1217, "source": {"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 35, "type": "tool", "value": 3, "advice": "Give the agent Chrome DevTools MCP so it sees its own render and fixes it before export.", "quote": "Chrome DevTools MCP → your agent sees its own render and fixes it before export", "flags": [], "proof_score": 3535, "source": {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 36, "type": "skill", "value": 5, "advice": "Score the render against the reference film on cut timing, brightness, motion, loudness and format, then make frame-exact fixes.", "quote": "Score your render against the reference film: cut timing, brightness, motion, loudness, format, frame-exact fixes.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/refs-check-render", "card": "Check a render against its reference by Refs", "kind": "skill", "publisher": "Refs", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://refs.video/connect", "license": "Refs: proprietary hosted service (free search, Pro for the rest)"}, "also": [{"url": "https://varg.ai/how-to/make-a-launch-video-from-a-reference", "card": "How to make a launch video from a reference film", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/clone-launch-video-hyperframes", "card": "Clone Any Launch Video Shot for Shot in HyperFrames", "kind": "skill", "publisher": "per-simmons", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/per-simmons/launch-video-clone", "license": null}, {"url": "https://varg.ai/how-to/skills/refs-starter-kit", "card": "Starter kit by Refs", "kind": "skill", "publisher": "Refs", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://refs.video/connect", "license": "Refs: free download, no license file in the ZIP"}], "top10_rank": 9, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 37, "type": "check", "value": 5, "advice": "Measure whether the video parks: percent of still frames, longest hold, motion and cuts per 10 seconds, plus loudness gates.", "quote": "Measure if a video parks: % still frames, longest hold, motion, cuts per 10 s, plus 4K playback and loudness gates.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/scenario-motion-energy-check", "card": "Motion energy check by Scenario", "kind": "skill", "publisher": "Scenario", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://www.scenario.com/explorations/kinetic-film/", "license": "Scenario: free download, no license file in the ZIP; fonts SIL OFL"}, "also": [{"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, {"url": "https://varg.ai/how-to/skills/huashu-art-motion", "card": "Huashu Art Motion by Huashu", "kind": "skill", "publisher": "Huashu (alchaincyf)", "installs": null, "stars": 5855, "source_post_stats": null, "repo": "https://github.com/alchaincyf/huashu-art-motion", "license": "MIT"}], "top10_rank": 10, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 38, "type": "check", "value": 5, "advice": "Check each generated clip against its shot spec: did the camera move as asked, hold the angle and end on the right frame.", "quote": "Check a generated clip against its shot spec — did it dolly in, hold the angle, end on the right frame?", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/craft-shot-qa", "card": "Shot QA", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 39, "type": "check", "value": 4, "advice": "Measure where each hard cut lands against the planned time; this greybox method reports cuts landing within 0.07 s of plan.", "quote": "7 shots, 6 hard cuts landing within 0.07 s of plan", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/blender-greybox-ai-video-cuts", "card": "Control AI Video Cuts and Camera With a Blender Greybox", "kind": "skill", "publisher": "7ohnson", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/7ohnson/VLM-Generation-Harness", "license": null}, "also": [{"url": "https://varg.ai/how-to/skills/frame-accurate-launch-clip-remotion", "card": "Frame-Accurate Square Launch Clips in Remotion", "kind": "skill", "publisher": "JuniverseLi", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/JuniverseLi/motion-studio-skill/tree/main/motion-design-studio", "license": null}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 40, "type": "skill", "value": 4, "advice": "Grade an agent-made film on a Slop, Mid, Maxxed scale with measured gates and report honestly where it actually landed.", "quote": "reports honestly where it landed, with measured gates", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/motionmaxxing", "card": "motionmaxxing: glow-up pass for AI motion graphics", "kind": "skill", "publisher": "Tejas Makwana", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 41, "type": "skill", "value": 4, "advice": "Have a separate vision model (Gemini in SeeCut) watch the render and iterate, capped at three versions.", "quote": "watches its own render with Gemini and iterates up to three versions", "flags": [], "proof_score": 199, "source": {"url": "https://varg.ai/how-to/skills/seecut", "card": "SeeCut", "kind": "skill", "publisher": "YeJe-cpu", "installs": null, "stars": 398, "source_post_stats": null, "repo": "https://github.com/YeJe-cpu/SeeCut", "license": "custom (see repo)"}, "also": [{"url": "https://varg.ai/how-to/skills/agentic-video-editor", "card": "Agentic Video Editor (ave)", "kind": "skill", "publisher": "poseljacob", "installs": null, "stars": 506, "source_post_stats": null, "repo": "https://github.com/poseljacob/agentic-video-editor", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 42, "type": "tool", "value": 4, "advice": "Give the agent eyes on video: download it, pull scene-aware frames and a timestamped transcript.", "quote": "Gives the agent eyes on any video: download, scene-aware frames, timestamped transcript.", "flags": [], "proof_score": 9670, "source": {"url": "https://varg.ai/how-to/skills/claude-video-watch", "card": "Watch (video analysis)", "kind": "skill", "publisher": "Brad Bonanno", "installs": null, "stars": 19340, "source_post_stats": null, "repo": "https://github.com/bradautomates/claude-video", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 43, "type": "check", "value": 4, "advice": "In UI launch films, add a verify step that checks every click, zoom and frame.", "quote": "with a verify step that checks every click, zoom and frame", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/launch-film-real-ui-verified", "card": "Launch Films From the Product's Real UI With Click Checks", "kind": "skill", "publisher": "jammaru", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/jammaru/launch-video-craft/tree/main/skills/launch-video-craft", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 44, "type": "technique", "value": 4, "advice": "Split B-roll work into Director, Creator and Reviewer roles so a separate reviewer checks what the creators build.", "quote": "a Director plans shots, Creators build them in HyperFrames or Remotion, a Reviewer checks.", "flags": [], "proof_score": 116, "source": {"url": "https://varg.ai/how-to/skills/erduo-broll-loop", "card": "Erduo B-roll Loop Engineering", "kind": "skill", "publisher": "erduo1998-cell", "installs": null, "stars": 232, "source_post_stats": null, "repo": "https://github.com/erduo1998-cell/erduo-broll-loop-engineering", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 45, "type": "technique", "value": 3, "advice": "Review a rough cut and fix only the shots that failed before the final.", "quote": "rough-cut review and fixes for failed shots", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/dramake-story-to-short-drama", "card": "Turn a Story into a Publishable AI Short Drama With Budget and QC Gates", "kind": "skill", "publisher": "xixihhhh", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/xixihhhh/ai-short-drama-skill/tree/main/skills/dramake", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 46, "type": "technique", "value": 4, "advice": "Prove a skill helps by testing it against a no-skill control in blind tests.", "quote": "Short-drama skills that beat a no-skill control in blind tests", "flags": [], "proof_score": 2636, "source": {"url": "https://varg.ai/how-to/skills/zenstory-drama-skills", "card": "Drama Skills (ZenStory)", "kind": "skill", "publisher": "ZenStory AI", "installs": 18834, "stars": 3388, "source_post_stats": null, "repo": "https://github.com/zenstory-ai/drama-skills", "license": "MIT"}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2110935157503041672", "card": "Same 8-shot dwarf brawl prompt on Kling 4.0 and Seedance 2.5", "kind": "prompt", "publisher": "AibeginnerR8", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 47, "type": "check", "value": 3, "advice": "Check every claim in an ad against platform rules and mark it pass, fix or block with sources.", "quote": "pass / fix / block per claim with sources", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/tiktok-shop-ad-compliance-check", "card": "Turn an AI video ad into a TikTok Shop and Meta compliance report", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/ai-ad-compliance-check", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 48, "type": "check", "value": 4, "advice": "Put the rebuild side by side with the original and check it matches frame for frame.", "quote": "the side-by-side with the original matched frame for frame", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2104401208958230764", "card": "Rebuild a reference launch sting frame for frame", "kind": "prompt", "publisher": "notdwd", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 49, "type": "technique", "value": 4, "advice": "Tile frames from the reference video into one image to pull out its pacing, type and transitions.", "quote": "tile frames from a reference video you love into one image, pull out its pacing, type and transitions", "flags": [], "proof_score": 1926, "source": {"url": "https://x.com/Voxyz_ai/status/2104194355556671987", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-09-27", "likes": 711, "bookmarks": 1440, "views": 130399}, "also": [{"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, {"url": "https://varg.ai/how-to/prompts/x-2108370085178138694", "card": "30 s AI-model launch film rebuilt from a reference in code", "kind": "prompt", "publisher": "higgsfield_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 50, "type": "technique", "value": 4, "advice": "Pick one or two reference videos and tell the model to match them; naming a style works better than describing one.", "quote": "pick 1-2 videos whose style you want and tell opus to match them. naming a style works way better than describing one", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 51, "type": "check", "value": 4, "advice": "Test each UI shot against one sentence: reads as a real product, simplified to what the viewer needs, framed with intent, every motion has a cause.", "quote": "it reads as a real product, simplified to what the viewer needs, framed with intent, and every motion has a cause", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 52, "type": "technique", "value": 4, "advice": "Have the agent drive your real app, extract the screens and rebuild them in HTML so product videos look real.", "quote": "have it drive your app, extract the screens and rebuild them in HTML so your product videos look real", "flags": [], "proof_score": 934, "source": {"url": "https://x.com/HyperFrames_/status/2115862473954017343", "author": "@HyperFrames_", "followers": 22825, "date": "2026-10-29", "likes": 591, "bookmarks": 597, "views": 41489}, "also": [{"url": "https://x.com/AmirMushich/status/2113692928824484078", "author": "@AmirMushich", "followers": 91808, "date": "2026-10-23", "likes": 1492, "bookmarks": 3216, "views": 110741}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 53, "type": "check", "value": 5, "advice": "Check the mix against numbers: dialogue −16 to −14 LUFS, music 18–20 dB under speech, whoosh timing and true-peak limits.", "quote": "Mix targets an agent can check: dialogue −16 to −14 LUFS, music 18–20 dB under speech, whoosh timing, true-peak limits.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/openmontage-sound-design", "card": "OpenMontage Sound Design Rules", "kind": "skill", "publisher": "Calesthio", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/calesthio/OpenMontage/blob/main/skills/creative/sound-design.md", "license": "AGPL-3.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 54, "type": "tool", "value": 3, "advice": "Measure loudness with pyloudnorm so the mix is safe for every platform.", "quote": "Pyloudnorm → loudness safe for every platform", "flags": ["suspect_engagement"], "proof_score": 1217, "source": {"url": "https://x.com/rincyXIII/status/2116528121138586015", "author": "@rincyXIII", "followers": 160, "date": "2026-10-31", "likes": 554, "bookmarks": 903, "views": 36962}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 55, "type": "warning", "value": 5, "advice": "Compare generated speech with the locked voice track; Seedance still alters speech slightly, speeding or slowing it with the speaker's movement.", "quote": "SD still alters the speech slightly/speeds/slow it/changes with the speakers movement.", "flags": [], "proof_score": 3797, "source": {"url": "https://x.com/ZssBecker/status/2113497202702115226", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, "also": [{"url": "https://x.com/ZssBecker/status/2113320998527221875", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}], "top10_rank": 4, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 56, "type": "technique", "value": 4, "advice": "Generate or record the voice separately, then put its exact script in the prompt and lock the audio so the model does not adjust it.", "quote": "If its speaking, you need to generate the voice in eleven (or record it) separately. Then layer on the actual text/script of the voice in the prompt like I have in the prompt below.", "flags": [], "proof_score": 3797, "source": {"url": "https://x.com/ZssBecker/status/2113320998527221875", "author": "@ZssBecker", "followers": 1325986, "date": "2026-10-22", "likes": 1050, "bookmarks": 3135, "views": 136548}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 57, "type": "check", "value": 3, "advice": "Judge a singing clip on lip-sync, facial expression and how connected the performance is to the vocal, watching the sustained notes.", "quote": "What impressed me most was the lip-sync, facial expression, and how connected the performance felt to the vocal.", "flags": [], "proof_score": 273, "source": {"url": "https://x.com/Israa_Ali2077/status/2117286613739032729", "author": "@Israa_Ali2077", "followers": 1556, "date": "2026-11-02", "likes": 169, "bookmarks": 181, "views": 7466}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2093001366922744183", "card": "Suno song to multi-shot lip-sync music video, one prompt", "kind": "prompt", "publisher": "Framer_X", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 58, "type": "prompt", "value": 3, "advice": "Make the uploaded song the master timing source and sync cuts, breath, gaze and gestures to it, without inventing a different song.", "quote": "Synchronize cuts, breath, gaze, gestures and type to the actual audio. Do not invent a different song or singer.", "flags": [], "proof_score": 273, "source": {"url": "https://x.com/Israa_Ali2077/status/2117286613739032729", "author": "@Israa_Ali2077", "followers": 1556, "date": "2026-11-02", "likes": 169, "bookmarks": 181, "views": 7466}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2079967504214921529", "card": "Four-member anime K-pop group video locked to a Suno track", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 59, "type": "technique", "value": 3, "advice": "Analyse the soundtrack in Python for RMS loudness, onsets, kick and snare times to get measurable sync targets.", "quote": "analyse the track in Python (RMS loudness, onsets, kick and snare times)", "flags": [], "proof_score": 1336, "source": {"url": "https://varg.ai/how-to/prompts/x-2108091976574988390", "card": "Agent makes AI footage pop out to the beat in 3D", "kind": "prompt", "publisher": "aicreataro", "installs": null, "stars": null, "source_post_stats": {"bookmarks": 1261, "views": 75000}, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 60, "type": "check", "value": 3, "advice": "Match room tone between the generated voice and the scene in UGC ads.", "quote": "📁 Room Tone Match", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 61, "type": "technique", "value": 3, "advice": "Leave stumbles in the UGC voice track.", "quote": "📁 Stumbles Left In", "flags": [], "proof_score": 1620, "source": {"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 62, "type": "skill", "value": 3, "advice": "For talking presenters, check lip sync after the edit and hand back the master with a QA report.", "quote": "The skill edits, burns in subtitles and a cover, checks the sync, and hands back a master with a QA report.", "flags": [], "proof_score": 3668, "source": {"url": "https://x.com/Granite0x/status/2091188207794651266", "author": "@Granite0x", "followers": 2690, "date": "2026-08-22", "likes": 1349, "bookmarks": 2825, "views": 168225}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 63, "type": "skill", "value": 3, "advice": "For music videos, QA each Seedance scene and cut frame-exact on the song map of beats and word timings.", "quote": "a beat-grid storyboard, Seedance scenes with QA, a frame-exact cut on the song", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/varg.music-video", "card": "varg Music Video", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/varg-music-video", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 64, "type": "rule", "value": 4, "advice": "Drop any story or claim that cannot be verified before a single credit is spent.", "quote": "Anything it cannot verify gets dropped before a single credit is spent.", "flags": [], "proof_score": 2147, "source": {"url": "https://x.com/ScottyBeamIO/status/2101280444914258251", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-09-19", "likes": 674, "bookmarks": 1684, "views": 125929}, "also": [{"url": "https://x.com/finnardley/status/2116339267123212551", "author": "@finnardley", "followers": 3467, "date": "2026-10-31", "likes": 386, "bookmarks": 686, "views": 23053}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 65, "type": "rule", "value": 4, "advice": "Keep one facts file as the only source for any number, name or claim that appears on screen.", "quote": "this is the only source for any number, name or claim that appears on screen", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [{"url": "https://varg.ai/how-to/skills/varg-studio-before-after", "card": "Before & After Ad", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "vargHQ", "license": "proprietary"}, {"url": "https://x.com/hey_simanto/status/2115050773319213162", "author": "@hey_simanto", "followers": 42823, "date": "2026-10-27", "likes": 104, "bookmarks": 74, "views": 109057}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 66, "type": "check", "value": 5, "advice": "Before publishing, compare the new video with your last 30 and kill anything that rhymes with them.", "quote": "Auditor opens the last 30 published videos and kills anything that rhymes with them. It deletes about a third of everything the stack makes.", "flags": [], "proof_score": 2147, "source": {"url": "https://x.com/ScottyBeamIO/status/2101280444914258251", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-09-19", "likes": 674, "bookmarks": 1684, "views": 125929}, "also": [{"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 67, "type": "technique", "value": 4, "advice": "Have scorer agents grade past runs pass/fail on metrics you define, then let another agent turn failures into skill updates citing those runs.", "quote": "Have scorer agents review past conversations and assign pass/fail grades along metrics you define", "flags": [], "proof_score": 1145, "source": {"url": "https://x.com/BHolmesDev/status/2102514161892651286", "author": "@BHolmesDev", "followers": 49170, "date": "2026-09-22", "likes": 573, "bookmarks": 824, "views": 34731}, "also": [{"url": "https://x.com/de1lymoon/status/2115855375777800330", "author": "@de1lymoon", "followers": 3948, "date": "2026-10-29", "likes": 249, "bookmarks": 501, "views": 25228}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 68, "type": "rule", "value": 4, "advice": "Every time you have to correct the agent, turn that fix into a rule.", "quote": "Every time you had to correct your agent, turn that fix into a rule.", "flags": [], "proof_score": 953, "source": {"url": "https://x.com/N01ennn/status/2116600420969939112", "author": "@N01ennn", "followers": 9458, "date": "2026-10-31", "likes": 446, "bookmarks": 698, "views": 32079}, "also": [{"url": "https://x.com/Mho_23/status/2115187475802890348", "author": "@Mho_23", "followers": 34382, "date": "2026-10-27", "likes": 4046, "bookmarks": 6114, "views": 245802}, {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, {"url": "https://x.com/anshuc/status/2081801979131818412", "author": "@anshuc", "followers": 17494, "date": "2026-07-27", "likes": 686, "bookmarks": 1246, "views": 57634}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 69, "type": "rule", "value": 4, "advice": "Back review rules with scripts, hooks and tests, because written instructions are only a suggestion.", "quote": "Prose is a suggestion. Hooks, linters and tests are guarantees.", "flags": [], "proof_score": 953, "source": {"url": "https://x.com/N01ennn/status/2116600420969939112", "author": "@N01ennn", "followers": 9458, "date": "2026-10-31", "likes": 446, "bookmarks": 698, "views": 32079}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 70, "type": "technique", "value": 4, "advice": "Design review metrics from error analysis: annotate failures, cluster them, count them, and make the top three categories your first metrics.", "quote": "Annotate each failure in free text (open coding), then cluster them into failure categories (axial coding). Count frequency per category. Your top 3 categories are your first metrics.", "flags": [], "proof_score": 5955, "source": {"url": "https://x.com/divaagurlxw/status/2115418017891020888", "author": "@divaagurlxw", "followers": 9831, "date": "2026-10-28", "likes": 2190, "bookmarks": 4624, "views": 235684}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 71, "type": "check", "value": 3, "advice": "Run deterministic checks such as schema validation, regex, required fields and length limits before any model-graded review.", "quote": "JSON schema validation, regex checks, required fields, length limits", "flags": [], "proof_score": 5955, "source": {"url": "https://x.com/divaagurlxw/status/2115418017891020888", "author": "@divaagurlxw", "followers": 9831, "date": "2026-10-28", "likes": 2190, "bookmarks": 4624, "views": 235684}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 72, "type": "warning", "value": 3, "advice": "Develop taste before automating edits, because agentic editing multiplies bad taste as much as good.", "quote": "Agentic editing is a multiplier, so it’ll multiply bad taste just as much as good.", "flags": [], "proof_score": 6949, "source": {"url": "https://x.com/alexgoughcooper/status/2115188896468173309", "author": "@alexgoughcooper", "followers": 34587, "date": "2026-10-27", "likes": 2539, "bookmarks": 5137, "views": 542550}, "also": [{"url": "https://x.com/alexgoughcooper/status/2115076988327076296", "author": "@alexgoughcooper", "followers": 34587, "date": "2026-10-27", "likes": 2539, "bookmarks": 5137, "views": 542550}, {"url": "https://x.com/shannholmberg/status/2068816251229794671", "author": "@shannholmberg", "followers": 37522, "date": "2026-06-21", "likes": 267, "bookmarks": 400, "views": 24914}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 73, "type": "technique", "value": 4, "advice": "Plan for many more takes than you use and cut hard: 847 takes produced 127 clips that made the cut.", "quote": "847 takes generated, mostly 30-second multi-shot prompts, over 5 hours of footage. 127 clips made the cut.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [{"url": "https://x.com/CEO_Vlad/status/2115064976734036288", "author": "@CEO_Vlad", "followers": 9778, "date": "2026-10-27", "likes": 682, "bookmarks": 1235, "views": 44211}, {"url": "https://varg.ai/how-to/prompts/yt-kling4-breakdance-montage", "card": "30s breakdance montage from three pose stills", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/aakashgupta/status/2116158801233818031", "author": "@aakashgupta", "followers": 336992, "date": "2026-10-30", "likes": 325, "bookmarks": 384, "views": 76791}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 74, "type": "warning", "value": 3, "advice": "Regenerate when a character looks off in a scene you extend from; the flaw carries into the next clip and viewers notice.", "quote": "it’s cuz she looked a little weird in the previous scene when I extended it so it came out like that but I wasn’t gonna regen", "flags": [], "proof_score": 1112, "source": {"url": "https://x.com/pounddz/status/2115965265309728819", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 75, "type": "warning", "value": 5, "advice": "Without a reference the model falls back to its default look: centered text, gradient background and everything fading in; check for it.", "quote": "without a reference, opus falls back to its default look: centered text, gradient background, everything fading in", "flags": [], "proof_score": 22280, "source": {"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, "also": [{"url": "https://x.com/brillaas/status/2117346123949941211", "author": "@brillaas", "followers": 15442, "date": "2026-11-02", "likes": 85, "bookmarks": 126, "views": 4914}], "top10_rank": 1, "top3": true}
{"step": "09", "step_name": "Self-review", "n": 76, "type": "warning", "value": 4, "advice": "Check for flat fades and stiff motion, which most AI videos ship with.", "quote": "fixes the flat fades and stiff motion most AI videos ship wi", "flags": [], "proof_score": 2108, "source": {"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}, "also": [{"url": "https://x.com/rexan_wong/status/2103707054108299437", "author": "@rexan_wong", "followers": 24918, "date": "2026-09-26", "likes": 6888, "bookmarks": 18188, "views": 647682}, {"url": "https://x.com/FynCas/status/2115525477272097131", "author": "@FynCas", "followers": 45181, "date": "2026-10-28", "likes": 109, "bookmarks": 104, "views": 7236}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 77, "type": "warning", "value": 4, "advice": "Avoid perfectly smooth camera moves; use a handheld, imperfect camera operator.", "quote": "a handheld, imperfect camera operator instead of smooth", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 78, "type": "warning", "value": 4, "advice": "Ban unrequested slow motion and check the clip for it; the Kling 4 guide uses \"no slow motion\" against the AI-slop look.", "quote": "Kling 4 without the AI-slop look: key frames from GPT Image 2.5, a short director's prompt, multi-shot with seconds, \"no slow motion\", and the fixes.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/kling-4-prompting", "card": "How to prompt Kling 4 for cinematic AI video", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/kling-4-prompting", "license": "MIT"}, "also": [{"url": "https://x.com/ZentrixHQ/status/2117204475756613808", "author": "@ZentrixHQ", "followers": 5319, "date": "2026-11-02", "likes": 67, "bookmarks": 32, "views": 4845}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 79, "type": "warning", "value": 4, "advice": "Check hands in every shot; a Kling 4 montage had a shot with six fingers and only about a third was usable.", "quote": "about a third was usable (one shot had six fingers)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-kling4-breakdance-montage", "card": "30s breakdance montage from three pose stills", "kind": "prompt", "publisher": "fal", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2107961457044492361", "card": "Portrait-director system prompt for photoreal skin and light", "kind": "prompt", "publisher": "IamEmily2050", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 80, "type": "warning", "value": 4, "advice": "Check people for over-smooth skin; image models make people look too perfect and viewers spot it in a second.", "quote": "image models make people look too perfect. smooth skin", "flags": [], "proof_score": 1618, "source": {"url": "https://x.com/DavidRunsAds/status/2104301098227888180", "author": "@DavidRunsAds", "followers": 3517, "date": "2026-09-27", "likes": 661, "bookmarks": 1235, "views": 52674}, "also": [{"url": "https://varg.ai/how-to/styles/trending", "card": "Unretouched phone snapshot", "kind": "style", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/YourAlphaMom/status/2116284031067476106", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-30", "likes": 125, "bookmarks": 154, "views": 17180}, {"url": "https://x.com/FynCas/status/2115525477272097131", "author": "@FynCas", "followers": 45181, "date": "2026-10-28", "likes": 109, "bookmarks": 104, "views": 7236}, {"url": "https://varg.ai/how-to/prompts/x-2107961457044492361", "card": "Portrait-director system prompt for photoreal skin and light", "kind": "prompt", "publisher": "IamEmily2050", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 81, "type": "warning", "value": 4, "advice": "Check for perfect, glossy light on people, part of the fake AI look.", "quote": "smooth skin, perfect light, that fake AI look. you can spot it in a second", "flags": [], "proof_score": 1618, "source": {"url": "https://x.com/DavidRunsAds/status/2104301098227888180", "author": "@DavidRunsAds", "followers": 3517, "date": "2026-09-27", "likes": 661, "bookmarks": 1235, "views": 52674}, "also": [{"url": "https://x.com/YourAlphaMom/status/2116284031067476106", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-30", "likes": 125, "bookmarks": 154, "views": 17180}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 82, "type": "warning", "value": 3, "advice": "For realistic UGC, rule out warm yellow interior lighting, glossy commercial lighting and beauty-filter skin.", "quote": "No warm yellow interior lighting, glossy commercial lighting or beauty-filter skin.", "flags": [], "proof_score": 234, "source": {"url": "https://x.com/YourAlphaMom/status/2116284031067476106", "author": "@YourAlphaMom", "followers": 5473, "date": "2026-10-30", "likes": 125, "bookmarks": 154, "views": 17180}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 83, "type": "check", "value": 3, "advice": "Ask whether the footage feels spontaneous, imperfect and genuinely observed rather than performed.", "quote": "The footage should feel spontaneous, intimate, imperfect, and genuinely observed rather than performed.", "flags": [], "proof_score": 19923, "source": {"url": "https://x.com/Sheldon056/status/2091396663718117706", "author": "@Sheldon056", "followers": 13980, "date": "2026-08-23", "likes": 7040, "bookmarks": 11051, "views": 5352182}, "also": [{"url": "https://x.com/Mavern_0x/status/2115136746392314256", "author": "@Mavern_0x", "followers": 3413, "date": "2026-10-27", "likes": 46, "bookmarks": 24, "views": 15959}, {"url": "https://varg.ai/how-to/prompts/x-2091396663718117706", "card": "Ordinary summer day in Seoul as a friend's home video", "kind": "prompt", "publisher": "Sheldon056", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/Diplomeme/status/2099726668164444397", "author": "@Diplomeme", "followers": 8983, "date": "2026-09-15", "likes": 172, "bookmarks": 118, "views": 7876}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 84, "type": "warning", "value": 5, "advice": "Check the product shots hardest: viewers inspect the product most closely, and AI can shots that read as synthetic got called fake.", "quote": "the AI part was the product itself, the one thing viewers check most closely, and it read as synthetic.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-rtquwigalus", "card": "Coca-Cola's World Cup film, AI can shots called fake", "kind": "prompt", "publisher": "Coca-Cola with WPP Open X", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 85, "type": "technique", "value": 5, "advice": "Replace any frame where the product drifts with the real packshot in the edit.", "quote": "any frame that drifts gets replaced by the real packshot in the edit.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-rtquwigalus", "card": "Coca-Cola's World Cup film, AI can shots called fake", "kind": "prompt", "publisher": "Coca-Cola with WPP Open X", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/prompts/yt-bhhdvmf-gpw", "card": "Seasoning TV spot: six AI models hold the real packs", "kind": "prompt", "publisher": "Sōmi Foods", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 86, "type": "warning", "value": 4, "advice": "In ads that mock AI, show only generated objects and animals, never generated people, bodies or ethnic features, and review every card before release.", "quote": "the fake side shows objects and animals only, never generated people, bodies or ethnic features, and every card is reviewed before release", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-mn4jowddjoc", "card": "Equinox mocks AI slop with AI images; one was pulled", "kind": "prompt", "publisher": "Equinox with Angry Gods", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 87, "type": "warning", "value": 4, "advice": "A 2+ minute AI trailer was called slop; keep it near 30 s, show the product in the first 3 s, and make it for social feeds.", "quote": "30 s instead of 2+ minutes, the product in the first 3 s, playful spooky instead of gore, made for social feeds, not cinema pre-roll.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/yt-3jzebaoypto", "card": "Fanta's AI horror-universe trailer, called AI slop", "kind": "prompt", "publisher": "Fanta", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 88, "type": "warning", "value": 4, "advice": "Align rest poses before retargeting mocap, or the arms go through the body.", "quote": "align rest poses before retargeting mocap, or arms go through the body", "flags": [], "proof_score": 473, "source": {"url": "https://x.com/Y0urDumble/status/2117030430507401326", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-01", "likes": 261, "bookmarks": 328, "views": 14081}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 89, "type": "warning", "value": 4, "advice": "Check cloth and accessories for clipping through the legs and for stiff cloth on turns.", "quote": "the coat tails and scarf clipping through the legs, stiff cloth on turns", "flags": [], "proof_score": 418, "source": {"url": "https://x.com/rewind02/status/2116554764641063296", "author": "@rewind02", "followers": 7898, "date": "2026-10-31", "likes": 270, "bookmarks": 271, "views": 12463}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 90, "type": "warning", "value": 4, "advice": "Watch walks for foot sliding and measure it in millimetres with a script.", "quote": "A script measures foot sliding (4.6 mm on the crocodile walk)", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 91, "type": "warning", "value": 3, "advice": "Check that legs never sink under the floor.", "quote": "foot sliding (4.6 mm on the crocodile walk), legs under the floor", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 92, "type": "warning", "value": 3, "advice": "Check loops for visible seams where the end meets the start.", "quote": "legs under the floor, loop seams, a tongue poking out of a closed mouth", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 93, "type": "warning", "value": 4, "advice": "Check for parts poking through other parts, like a tongue through a closed mouth or a body clipping through its shell.", "quote": "a tongue poking out of a closed mouth, a snail body clipping through its shell", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [{"url": "https://x.com/flxrnc/status/2116892899010875602", "author": "@flxrnc", "followers": 3305, "date": "2026-11-01", "likes": 961, "bookmarks": 1865, "views": 73688}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 94, "type": "warning", "value": 3, "advice": "Watch for 3D characters that look like plasticine and name that look in your feedback.", "quote": "The croc looks like plasticine", "flags": [], "proof_score": 271, "source": {"url": "https://x.com/theparuchh/status/2116244999096398074", "author": "@theparuchh", "followers": 1881, "date": "2026-10-30", "likes": 132, "bookmarks": 197, "views": 8290}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 95, "type": "warning", "value": 3, "advice": "When copying motion from a reference video, check that body shape and scale come from the character image, never from the video.", "quote": "take BODY SHAPE AND SCALE ONLY from @Image1, never from the video.", "flags": [], "proof_score": 149, "source": {"url": "https://x.com/abulu8/status/2117045784709652555", "author": "@abulu8", "followers": 5176, "date": "2026-11-02", "likes": 129, "bookmarks": 53, "views": 31251}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 96, "type": "warning", "value": 4, "advice": "Do not feed a dense character sheet to the video model; small faces drift, so crop two or three clean panels as separate references.", "quote": "Small faces in a dense sheet absolutely drift", "flags": [], "proof_score": 4471, "source": {"url": "https://x.com/meAsifAi/status/2098429368053960936", "author": "@meAsifAi", "followers": 4494, "date": "2026-09-10", "likes": 1834, "bookmarks": 3450, "views": 104416}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 97, "type": "warning", "value": 3, "advice": "Remember clips have no memory of each other; chain each clip from the previous clip's last frame.", "quote": "it solves the \"no memory between clips\" problem with a simple last-frame chain", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2086118407708250149", "card": "Whiteboard explainer ad, 9 clips chained by last frame", "kind": "prompt", "publisher": "ladprofit", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 98, "type": "warning", "value": 3, "advice": "Check that hand-written text renders as real marker ink, not a digital text or motion-graphic overlay.", "quote": "Marker ink renders as genuine dry-erase marker, not a digital text or motion-graphic overlay.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2086118407708250149", "card": "Whiteboard explainer ad, 9 clips chained by last frame", "kind": "prompt", "publisher": "ladprofit", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 99, "type": "warning", "value": 3, "advice": "Check AI eraser output: it can add an object that was not there.", "quote": "the eraser added an object that was not there.", "flags": [], "proof_score": 124, "source": {"url": "https://x.com/CLEMENTAIEXPERT/status/2115666612401619169", "author": "@CLEMENTAIEXPERT", "followers": 407, "date": "2026-10-29", "likes": 195, "bookmarks": 26, "views": 897}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 100, "type": "warning", "value": 3, "advice": "Check agent-made UI demos for heaviness; without guidance they come out heavy.", "quote": "without guidance they come out heavy", "flags": [], "proof_score": 417, "source": {"url": "https://x.com/ScottyBeamIO/status/2116919908474789939", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-11-01", "likes": 219, "bookmarks": 289, "views": 18277}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 101, "type": "warning", "value": 3, "advice": "Check agent-made animations for choppy motion.", "quote": "the animations are choppy, or the flow just", "flags": [], "proof_score": 417, "source": {"url": "https://x.com/ScottyBeamIO/status/2116919908474789939", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-11-01", "likes": 219, "bookmarks": 289, "views": 18277}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 102, "type": "warning", "value": 3, "advice": "Check that the demo flow makes sense from beat to beat.", "quote": "or the flow just doesn’t make sense", "flags": [], "proof_score": 417, "source": {"url": "https://x.com/ScottyBeamIO/status/2116919908474789939", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-11-01", "likes": 219, "bookmarks": 289, "views": 18277}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 103, "type": "warning", "value": 3, "advice": "Check UI shots for too much: real words in every cell, packed tight.", "quote": "too much, real words in every cell, packed tight", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 104, "type": "warning", "value": 3, "advice": "Check UI shots for too little: a wireframe that doesn't read as a product.", "quote": "too little, a wireframe that doesn't read as a product", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 105, "type": "warning", "value": 3, "advice": "Check UI shots for the boxed look: the whole app shrunk into a card like a screenshot.", "quote": "boxed, the whole app shrunk into a card like a screenshot", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 106, "type": "warning", "value": 3, "advice": "Check UI shots for flatness, where everything has the same weight.", "quote": "flat, everything has the same weight", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 107, "type": "warning", "value": 3, "advice": "Check UI shots for blandness, where the brand's style never shows up.", "quote": "bland, your brand's style never shows up", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 108, "type": "warning", "value": 4, "advice": "Audit for purple gradients first; they are a top sign of AI slop.", "quote": "list every sign of AI slop and where it is. Start with purple gradients", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [{"url": "https://x.com/Klonzu/status/2116229628431925731", "author": "@Klonzu", "followers": 879, "date": "2026-10-30", "likes": 154, "bookmarks": 131, "views": 7245}, {"url": "https://x.com/sinanyorulmazz/status/2116978732996964792", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 109, "type": "warning", "value": 3, "advice": "Audit for glows, a common sign of AI slop.", "quote": "Start with purple gradients, glows, gradient text", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 110, "type": "warning", "value": 3, "advice": "Audit for gradient text, a common sign of AI slop.", "quote": "glows, gradient text, emoji labels", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 111, "type": "warning", "value": 3, "advice": "Audit for emoji used as labels or icons.", "quote": "gradient text, emoji labels, \"New ✨\" badges", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [{"url": "https://x.com/sinanyorulmazz/status/2116531845839851723", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 112, "type": "warning", "value": 3, "advice": "Audit for \"New\" badges with sparkle emoji.", "quote": "\"New ✨\" badges, all-caps labels with wide letter spacing", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 113, "type": "warning", "value": 3, "advice": "Audit for all-caps labels with wide letter spacing.", "quote": "all-caps labels with wide letter spacing", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 114, "type": "warning", "value": 3, "advice": "Audit for animations that never stop.", "quote": "animations that never stop, spacing that", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 115, "type": "warning", "value": 3, "advice": "Audit for uneven spacing that is bigger in one place and smaller in another.", "quote": "spacing that's bigger here and smaller there", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [{"url": "https://x.com/sinanyorulmazz/status/2116531845839851723", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 116, "type": "warning", "value": 3, "advice": "Describe the character in two or three concrete words, never clean, modern, sleek, minimal or premium.", "quote": "Character: two or three concrete words, not clean, modern, sleek, minimal or premium", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 117, "type": "technique", "value": 4, "advice": "To take the AI look out, change only the craft: audit every sign of slop first, then write a short direction and wait for approval.", "quote": "Take the AI look out of this page. Don't touch features, content or section order. Only change the craft.", "flags": [], "proof_score": 310, "source": {"url": "https://x.com/Voxyz_ai/status/2116515537496993856", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-31", "likes": 118, "bookmarks": 241, "views": 10068}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 118, "type": "warning", "value": 3, "advice": "Flag gradient buttons in UI shots.", "quote": "font sizes off the scale, gradient buttons", "flags": [], "proof_score": 837, "source": {"url": "https://x.com/sinanyorulmazz/status/2116531845839851723", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 119, "type": "warning", "value": 3, "advice": "Flag font sizes that sit off the type scale.", "quote": "spacing off the 4 px grid, font sizes off the scale", "flags": [], "proof_score": 837, "source": {"url": "https://x.com/sinanyorulmazz/status/2116531845839851723", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 120, "type": "tool", "value": 3, "advice": "Run a deterministic design checker with no AI that marks every finding, then let the agent fix in passes and check again.", "quote": "a checker with no AI and no API key that marks every finding", "flags": [], "proof_score": 837, "source": {"url": "https://x.com/sinanyorulmazz/status/2116531845839851723", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 121, "type": "warning", "value": 3, "advice": "Flag the same default font appearing on every page; pick a real aesthetic first.", "quote": "no more purple gradient and the same default font on every landing page", "flags": [], "proof_score": 215, "source": {"url": "https://x.com/Klonzu/status/2116229628431925731", "author": "@Klonzu", "followers": 879, "date": "2026-10-30", "likes": 154, "bookmarks": 131, "views": 7245}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 122, "type": "warning", "value": 4, "advice": "Listen for dialogue that sounds too theatrical.", "quote": "They’d sound too theatrical", "flags": ["promo"], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [{"url": "https://x.com/Just_sharon7/status/2111043114458829079", "author": "@Just_sharon7", "followers": 48986, "date": "2026-10-16", "likes": 356, "bookmarks": 90, "views": 68178}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 123, "type": "warning", "value": 4, "advice": "Listen for dialogue that sounds too monotone.", "quote": "too theatrical, too monotone, or too much", "flags": ["promo"], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 124, "type": "warning", "value": 4, "advice": "Listen for lines that sound like a practice read-through between actors.", "quote": "too much like a practice read-through between actors", "flags": ["promo"], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 125, "type": "technique", "value": 3, "advice": "When delivery sounds fake, use bodily actions like sniffles as punctuation and break long lines into short ones with pauses.", "quote": "Using bodily actions as punctuation (this one gave the biggest improvement BY FAR!", "flags": ["promo"], "proof_score": 4939, "source": {"url": "https://x.com/second_bassoon/status/2117307653320007954", "author": "@second_bassoon", "followers": 2953, "date": "2026-11-02", "likes": 2474, "bookmarks": 3399, "views": 303110}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 126, "type": "warning", "value": 3, "advice": "Match the voice age to the audience; a teenage TikTok voice does not work for trust-heavy finance content.", "quote": "you cannot use a 16 year old tiktok vo", "flags": [], "proof_score": 8320, "source": {"url": "https://x.com/MethodByVid/status/2103175381104935019", "author": "@MethodByVid", "followers": 3078, "date": "2026-09-24", "likes": 3066, "bookmarks": 6276, "views": 510994}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 127, "type": "warning", "value": 4, "advice": "Tell the narration model to avoid Claudisms like short punchy sentences and to narrate like a university professor.", "quote": "avoid Claudisms like short punchy sentences", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [{"url": "https://x.com/shannholmberg/status/2087489490386653493", "author": "@shannholmberg", "followers": 37522, "date": "2026-08-12", "likes": 202, "bookmarks": 366, "views": 39714}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 128, "type": "warning", "value": 3, "advice": "Cut narration that piles on numbers, a Claudism.", "quote": "short punchy sentences and a lot of numbers", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 129, "type": "technique", "value": 3, "advice": "Use reference images for consistency and review an animatic before generating the full video.", "quote": "Ensure you have reference images for consistency and generate an animatic before full video.", "flags": [], "proof_score": 5590, "source": {"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 130, "type": "warning", "value": 3, "advice": "Cut binary contrasts like \"It's not X. It's Y.\" from scripts and voiceovers.", "quote": "Binary contrasts: “It’s not X. It’s Y.”", "flags": [], "proof_score": 17430, "source": {"url": "https://x.com/petergyang/status/2079943830024188105", "author": "@petergyang", "followers": 298515, "date": "2026-07-22", "likes": 6265, "bookmarks": 13099, "views": 1198614}, "also": [{"url": "https://x.com/rubenhassid/status/2093654908322951447", "author": "@rubenhassid", "followers": 97086, "date": "2026-08-29", "likes": 1910, "bookmarks": 3689, "views": 259146}, {"url": "https://x.com/shannholmberg/status/2087489490386653493", "author": "@shannholmberg", "followers": 37522, "date": "2026-08-12", "likes": 202, "bookmarks": 366, "views": 39714}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 131, "type": "warning", "value": 3, "advice": "Cut throat-clearing openers like \"Here's what nobody tells you.\"", "quote": "Throat-clearing openers: “Here’s what nobody tells you.”", "flags": [], "proof_score": 17430, "source": {"url": "https://x.com/petergyang/status/2079943830024188105", "author": "@petergyang", "followers": 298515, "date": "2026-07-22", "likes": 6265, "bookmarks": 13099, "views": 1198614}, "also": [{"url": "https://x.com/rubenhassid/status/2093654908322951447", "author": "@rubenhassid", "followers": 97086, "date": "2026-08-29", "likes": 1910, "bookmarks": 3689, "views": 259146}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 132, "type": "warning", "value": 3, "advice": "Cut fake-profound endings like \"The future isn't coming. It's already here.\"", "quote": "Fake-profound endings: “The future isn’t coming. It’s already here.”", "flags": [], "proof_score": 17430, "source": {"url": "https://x.com/petergyang/status/2079943830024188105", "author": "@petergyang", "followers": 298515, "date": "2026-07-22", "likes": 6265, "bookmarks": 13099, "views": 1198614}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 133, "type": "rule", "value": 3, "advice": "Write the first draft by hand and do a manual pass at the end, rather than letting AI write end to end.", "quote": "I always write a first draft manually before iterating with AI on edits and I make sure to do another manual pass at the end as well.", "flags": [], "proof_score": 17430, "source": {"url": "https://x.com/petergyang/status/2079943830024188105", "author": "@petergyang", "followers": 298515, "date": "2026-07-22", "likes": 6265, "bookmarks": 13099, "views": 1198614}, "also": [{"url": "https://x.com/MethodByVid/status/2103175381104935019", "author": "@MethodByVid", "followers": 3078, "date": "2026-09-24", "likes": 3066, "bookmarks": 6276, "views": 510994}, {"url": "https://x.com/lennysan/status/2094821687590375802", "author": "@lennysan", "followers": 456219, "date": "2026-09-01", "likes": 3334, "bookmarks": 8900, "views": 1053322}, {"url": "https://x.com/suraj_sharma14/status/2116062550416871512", "author": "@suraj_sharma14", "followers": 27672, "date": "2026-10-30", "likes": 1187, "bookmarks": 2640, "views": 91913}, {"url": "https://x.com/suraj_sharma14/status/2106240327569035424", "author": "@suraj_sharma14", "followers": 27672, "date": "2026-10-03", "likes": 3220, "bookmarks": 9188, "views": 274479}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 134, "type": "warning", "value": 2, "advice": "Delete \"delve\" from scripts; nobody says it out loud.", "quote": "1. \"Delve.\" You've never said it out loud. Once.", "flags": [], "proof_score": 4903, "source": {"url": "https://x.com/rubenhassid/status/2093654908322951447", "author": "@rubenhassid", "followers": 97086, "date": "2026-08-29", "likes": 1910, "bookmarks": 3689, "views": 259146}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 135, "type": "warning", "value": 2, "advice": "Delete \"crucial\" and \"pivotal\" from scripts.", "quote": "2. \"Crucial/pivotal.\" Nothing is that pivotal.", "flags": [], "proof_score": 4903, "source": {"url": "https://x.com/rubenhassid/status/2093654908322951447", "author": "@rubenhassid", "followers": 97086, "date": "2026-08-29", "likes": 1910, "bookmarks": 3689, "views": 259146}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 136, "type": "warning", "value": 2, "advice": "Delete \"tapestry\"; no human speaks like this.", "quote": "3. \"Tapestry.\" No human speaks like this.", "flags": [], "proof_score": 4903, "source": {"url": "https://x.com/rubenhassid/status/2093654908322951447", "author": "@rubenhassid", "followers": 97086, "date": "2026-08-29", "likes": 1910, "bookmarks": 3689, "views": 259146}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 137, "type": "warning", "value": 2, "advice": "Delete corporate AI words like robust, seamless and realm.", "quote": "9. \"Robust / seamless / realm.\" The corporate AI.", "flags": [], "proof_score": 4903, "source": {"url": "https://x.com/rubenhassid/status/2093654908322951447", "author": "@rubenhassid", "followers": 97086, "date": "2026-08-29", "likes": 1910, "bookmarks": 3689, "views": 259146}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 138, "type": "warning", "value": 2, "advice": "Cut adverb abuse like \"X quietly runs Y.\"", "quote": "10. Adverb abuse. \"X quietly runs Y.\" Nothing runs.", "flags": [], "proof_score": 4903, "source": {"url": "https://x.com/rubenhassid/status/2093654908322951447", "author": "@rubenhassid", "followers": 97086, "date": "2026-08-29", "likes": 1910, "bookmarks": 3689, "views": 259146}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 139, "type": "warning", "value": 3, "advice": "Remember models predict what typically comes next, so their default output is the expected one; push past it and remove AI tells.", "quote": "LLMs are trained to be next-token predictors: they look at a sequence of text and predict what typically comes next.", "flags": [], "proof_score": 11620, "source": {"url": "https://x.com/lennysan/status/2094821687590375802", "author": "@lennysan", "followers": 456219, "date": "2026-09-01", "likes": 3334, "bookmarks": 8900, "views": 1053322}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 140, "type": "warning", "value": 3, "advice": "Treat a thin script as a main cause of slop; write personalities, voices, camera moves and emotion into it.", "quote": "The difference between slop and quality where people don't even care if its AI is in the amount of detail you include in your script", "flags": [], "proof_score": 1112, "source": {"url": "https://x.com/pounddz/status/2115578348411720036", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 141, "type": "skill", "value": 3, "advice": "Install Impeccable to critique, polish and audit designs with rule-based anti-slop checks.", "quote": "Anti AI-slop design skill with 62 rule-based checks", "flags": [], "proof_score": 4073, "source": {"url": "https://x.com/AmirMushich/status/2113692928824484078", "author": "@AmirMushich", "followers": 91808, "date": "2026-10-23", "likes": 1492, "bookmarks": 3216, "views": 110741}, "also": [{"url": "https://x.com/thegreatest_sv/status/2115876572464812071", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-29", "likes": 2463, "bookmarks": 4719, "views": 167373}, {"url": "https://x.com/flxrnc/status/2116870398360830183", "author": "@flxrnc", "followers": 3305, "date": "2026-11-01", "likes": 961, "bookmarks": 1865, "views": 73688}, {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, {"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 142, "type": "skill", "value": 3, "advice": "Use Hallmark to build pages that do not look AI-generated and check them in a real browser.", "quote": "a design skill from Together AI that refuses to look AI-generated. 50 themes, builds the page around what the visitor came to do, then checks it in a real browser", "flags": [], "proof_score": 1824, "source": {"url": "https://x.com/thegreatest_sv/status/2116241528737693741", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-30", "likes": 865, "bookmarks": 1336, "views": 55008}, "also": [{"url": "https://x.com/thegreatest_sv/status/2116587002493542781", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-31", "likes": 1423, "bookmarks": 2140, "views": 106846}, {"url": "https://x.com/thegreatest_sv/status/2117324109478507007", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-11-02", "likes": 352, "bookmarks": 458, "views": 21870}, {"url": "https://x.com/flxrnc/status/2116870398360830183", "author": "@flxrnc", "followers": 3305, "date": "2026-11-01", "likes": 961, "bookmarks": 1865, "views": 73688}, {"url": "https://x.com/designertom/status/2114786186250379759", "author": "@designertom", "followers": 19951, "date": "2026-10-26", "likes": 177, "bookmarks": 340, "views": 10092}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 143, "type": "skill", "value": 3, "advice": "Load Slop.md, a long guideline file that removes common AI slop design language.", "quote": "A 80,000+ Character .MD File that removes all common AI Slop design language.", "flags": [], "proof_score": 8130, "source": {"url": "https://x.com/aaayandev/status/2077078710499287410", "author": "@aaayandev", "followers": 1007, "date": "2026-07-14", "likes": 3021, "bookmarks": 6253, "views": 366345}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 144, "type": "skill", "value": 3, "advice": "Run the /no-ai-slop skill on scripts and on-screen copy to remove common slop patterns.", "quote": "my /no-ai-slop skill that removes 20+ slop patterns from any piece of writing", "flags": [], "proof_score": 17430, "source": {"url": "https://x.com/petergyang/status/2079943830024188105", "author": "@petergyang", "followers": 298515, "date": "2026-07-22", "likes": 6265, "bookmarks": 13099, "views": 1198614}, "also": [{"url": "https://x.com/petergyang/status/2085006701984698712", "author": "@petergyang", "followers": 298515, "date": "2026-08-05", "likes": 2144, "bookmarks": 4185, "views": 317891}, {"url": "https://x.com/businessbarista/status/2113710428689719326", "author": "@businessbarista", "followers": 317963, "date": "2026-10-23", "likes": 147, "bookmarks": 452, "views": 22747}, {"url": "https://x.com/LunarResearcher/status/2115443976966713434", "author": "@LunarResearcher", "followers": 40338, "date": "2026-10-28", "likes": 327, "bookmarks": 718, "views": 33229}, {"url": "https://x.com/humzaakhalid/status/2115020682862236049", "author": "@humzaakhalid", "followers": 61909, "date": "2026-10-27", "likes": 685, "bookmarks": 850, "views": 37244}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 145, "type": "skill", "value": 3, "advice": "Use /human-review so a person can leave comments for the AI directly on HTML or Markdown pages.", "quote": "Leave comments for AI like a Google Doc", "flags": [], "proof_score": 5575, "source": {"url": "https://x.com/petergyang/status/2085006701984698712", "author": "@petergyang", "followers": 298515, "date": "2026-08-05", "likes": 2144, "bookmarks": 4185, "views": 317891}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 146, "type": "skill", "value": 4, "advice": "Use emilkowalski's review-animations skill to review animations against a high craft bar and flag what feels off.", "quote": "review-animations – emilkowalski/skills reviews your animations against a high craft bar and flags what feels off.", "flags": [], "proof_score": 109, "source": {"url": "https://x.com/OGlamozda/status/2115385602250063905", "author": "@OGlamozda", "followers": 8314, "date": "2026-10-28", "likes": 66, "bookmarks": 73, "views": 3353}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 147, "type": "skill", "value": 3, "advice": "Use claude-motion, a skill that makes the agent check its own frames and writes sound in code.", "quote": "claude-motion: taste, checks its own frames, sound written in code", "flags": [], "proof_score": 17809, "source": {"url": "https://x.com/N01ennn/status/2108182955671580771", "author": "@N01ennn", "followers": 9458, "date": "2026-10-08", "likes": 6013, "bookmarks": 14285, "views": 517151}, "also": [{"url": "https://x.com/Mnilax/status/2109314840057565345", "author": "@Mnilax", "followers": 10079, "date": "2026-10-11", "likes": 722, "bookmarks": 1631, "views": 115719}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 148, "type": "data_stream", "value": 4, "advice": "Pull measured reference films from Refs over MCP to compare your render against.", "quote": "4,322 launch films, demos and motion pieces measured shot by shot, searchable free from your agent over MCP.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/refs-video-references", "card": "Video references by Refs", "kind": "skill", "publisher": "Refs", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://refs.video/connect", "license": "Refs: proprietary hosted service (free search, Pro for the rest)"}, "also": [{"url": "https://varg.ai/how-to/skills/refs-plan-video", "card": "Plan a film from references by Refs", "kind": "skill", "publisher": "Refs", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://refs.video/connect", "license": "Refs: proprietary hosted service (free search, Pro for the rest)"}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 149, "type": "data_stream", "value": 3, "advice": "Use measured launch-film formulas as the timing yardstick for your video.", "quote": "28 video formats distilled from 132 measured films", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/refs-formulas", "card": "Launch video formulas by Refs", "kind": "skill", "publisher": "Refs", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://refs.video/connect", "license": "Refs: proprietary hosted service (free search, Pro for the rest)"}, "also": [{"url": "https://varg.ai/how-to/launch-video-formulas", "card": "Launch video formulas: 28 formats that work", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 150, "type": "data_stream", "value": 3, "advice": "Search film stills by lighting, lens, shot size, colour and mood to set the visual reference.", "quote": "Film stills from 5,489 films, searchable by lighting, lens, shot size, color and mood.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/framethrower", "card": "FrameThrower Film References", "kind": "skill", "publisher": "FrameThrower", "installs": null, "stars": 1, "source_post_stats": null, "repo": "https://github.com/framethrower-ai/framethrower-mcp", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 151, "type": "data_stream", "value": 3, "advice": "Use yt-dlp to pull reference clips and audio from the web.", "quote": "yt-dlp → pull reference clips and audio from the web", "flags": [], "proof_score": 3535, "source": {"url": "https://x.com/flxrnc/status/2117318336837017846", "author": "@flxrnc", "followers": 3305, "date": "2026-11-02", "likes": 1330, "bookmarks": 2763, "views": 106917}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 152, "type": "data_stream", "value": 3, "advice": "Keep a folder of template videos you like to give the agent references.", "quote": "create a folder to start collecting \"template\" videos of people who have reels/long form snippets you like", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 153, "type": "tool", "value": 3, "advice": "Have Gemini watch reference videos that performed and say why they worked.", "quote": "Gemini watches videos and says why it worked.", "flags": [], "proof_score": 389, "source": {"url": "https://x.com/charliejhills/status/2116550228757319908", "author": "@charliejhills", "followers": 16073, "date": "2026-10-31", "likes": 170, "bookmarks": 284, "views": 19743}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 154, "type": "data_stream", "value": 3, "advice": "Download the reference by link with the media-download skill, then break it down shot by shot.", "quote": "Downloads the reference by link (Instagram, TikTok, X, YouTube…)", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/remake-a-reference-video", "card": "How to remake a reference video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 155, "type": "technique", "value": 5, "advice": "Layer review: programmatic checks first, an LLM judge second, and humans last, used only to calibrate the judge.", "quote": "Three layers. Programmatic checks first, an LLM judge second, humans last and only to calibrate the judge.", "flags": [], "proof_score": 3583, "source": {"url": "https://x.com/undefinedKi/status/2084279627204235703", "author": "@undefinedKi", "followers": 20049, "date": "2026-08-03", "likes": 1249, "bookmarks": 2748, "views": 210749}, "also": [{"url": "https://x.com/cwolferesearch/status/2112915508148232571", "author": "@cwolferesearch", "followers": 42888, "date": "2026-10-21", "likes": 691, "bookmarks": 1117, "views": 52066}], "top10_rank": 5, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 156, "type": "check", "value": 5, "advice": "Calibrate the judge on a golden set of 50-100 examples that includes failures, to high-80s or 90s agreement with a human, measured with Cohen's kappa.", "quote": "golden sets of 50 to 100 examples that have to include failures, judges calibrated to high 80s or 90s agreement with a human, measured with Cohen's kappa.", "flags": [], "proof_score": 3583, "source": {"url": "https://x.com/undefinedKi/status/2084279627204235703", "author": "@undefinedKi", "followers": 20049, "date": "2026-08-03", "likes": 1249, "bookmarks": 2748, "views": 210749}, "also": [{"url": "https://x.com/ramxcodes/status/2072878496461066275", "author": "@ramxcodes", "followers": 10863, "date": "2026-07-03", "likes": 161, "bookmarks": 220, "views": 7422}, {"url": "https://x.com/suraj_sharma14/status/2106353586288685419", "author": "@suraj_sharma14", "followers": 27672, "date": "2026-10-03", "likes": 316, "bookmarks": 676, "views": 95155}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 157, "type": "warning", "value": 4, "advice": "Do not trust model-generated reference answers blindly; at Airbnb about three quarters changed on every labeling run, so the eval measured its own noise.", "quote": "roughly three quarters of their LLM-generated reference answers came out different on every labeling run. Their eval was measuring its own noise.", "flags": [], "proof_score": 3583, "source": {"url": "https://x.com/undefinedKi/status/2084279627204235703", "author": "@undefinedKi", "followers": 20049, "date": "2026-08-03", "likes": 1249, "bookmarks": 2748, "views": 210749}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 158, "type": "technique", "value": 3, "advice": "Sample a share of live output for review every day; Airbnb samples 5% of live traffic daily.", "quote": "5% of live traffic sampled every day.", "flags": [], "proof_score": 3583, "source": {"url": "https://x.com/undefinedKi/status/2084279627204235703", "author": "@undefinedKi", "followers": 20049, "date": "2026-08-03", "likes": 1249, "bookmarks": 2748, "views": 210749}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 159, "type": "check", "value": 3, "advice": "Measure consistency: run the same prompt 10 times in fresh chats and mark each result good or bad yourself.", "quote": "run the same prompt 10 times each in a fresh chat and mark each answer good or bad yourself. if you get 7 good and 3 bad, that's your consistency.", "flags": [], "proof_score": 3583, "source": {"url": "https://x.com/undefinedKi/status/2084290546864931283", "author": "@undefinedKi", "followers": 20049, "date": "2026-08-03", "likes": 1249, "bookmarks": 2748, "views": 210749}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 160, "type": "technique", "value": 4, "advice": "For subjective work, make human evaluation the north star: write quality guidelines with experts, calibrate human raters to agree, and keep monitoring them.", "quote": "Human evaluation: Our North Star for quality. Create quality guidelines that clearly define quality with the help of subject-matter experts, calibrate human evaluators to ensure agreement", "flags": [], "proof_score": 1515, "source": {"url": "https://x.com/cwolferesearch/status/2112915508148232571", "author": "@cwolferesearch", "followers": 42888, "date": "2026-10-21", "likes": 691, "bookmarks": 1117, "views": 52066}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 161, "type": "warning", "value": 3, "advice": "Audit outputs the judge passed with failure analysis to catch reward hacking.", "quote": "auditing / failure analysis to detect reward hacking", "flags": [], "proof_score": 1515, "source": {"url": "https://x.com/cwolferesearch/status/2112955363095945510", "author": "@cwolferesearch", "followers": 42888, "date": "2026-10-21", "likes": 691, "bookmarks": 1117, "views": 52066}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 162, "type": "technique", "value": 4, "advice": "Score one number per dimension instead of one total, because a single score hides which part got worse.", "quote": "one number per dimension: correctness, tone, safety, cost.", "flags": [], "proof_score": 3092, "source": {"url": "https://x.com/hanakoxbt/status/2079692306337153079", "author": "@hanakoxbt", "followers": 24233, "date": "2026-07-21", "likes": 1469, "bookmarks": 2205, "views": 152358}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 163, "type": "technique", "value": 4, "advice": "Before changing a prompt or model, replay past runs against the new version and diff the results.", "quote": "replay past runs against the new prompt or model and diff the results.", "flags": [], "proof_score": 3092, "source": {"url": "https://x.com/hanakoxbt/status/2079692306337153079", "author": "@hanakoxbt", "followers": 24233, "date": "2026-07-21", "likes": 1469, "bookmarks": 2205, "views": 152358}, "also": [{"url": "https://x.com/ramxcodes/status/2072878496461066275", "author": "@ramxcodes", "followers": 10863, "date": "2026-07-03", "likes": 161, "bookmarks": 220, "views": 7422}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 164, "type": "technique", "value": 4, "advice": "Keep a fixed golden set of cases you never edit and run it on every change as the baseline.", "quote": "a fixed set of cases you never edit, run on every single change.", "flags": [], "proof_score": 3092, "source": {"url": "https://x.com/hanakoxbt/status/2079692306337153079", "author": "@hanakoxbt", "followers": 24233, "date": "2026-07-21", "likes": 1469, "bookmarks": 2205, "views": 152358}, "also": [{"url": "https://x.com/divaagurlxw/status/2115418017891020888", "author": "@divaagurlxw", "followers": 9831, "date": "2026-10-28", "likes": 2190, "bookmarks": 4624, "views": 235684}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 165, "type": "rule", "value": 4, "advice": "Turn quality into a score: a feeling like \"this feels like AI\" cannot be fixed, a score can.", "quote": "the whole trick is turning quality into a number, because a feeling (\"this feels like AI\") can't be fixed, a score can", "flags": [], "proof_score": 492, "source": {"url": "https://x.com/EXM7777/status/2095572281804394895", "author": "@EXM7777", "followers": 156736, "date": "2026-09-03", "likes": 235, "bookmarks": 358, "views": 16838}, "also": [{"url": "https://x.com/suraj_sharma14/status/2106353586288685419", "author": "@suraj_sharma14", "followers": 27672, "date": "2026-10-03", "likes": 316, "bookmarks": 676, "views": 95155}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 166, "type": "rule", "value": 4, "advice": "Gate the loop so failed output never reaches the human; the agent takes the notes and redoes it until the score clears the bar.", "quote": "if the score is too low -> the output never reaches you, the agent takes the notes and redoes it", "flags": [], "proof_score": 492, "source": {"url": "https://x.com/EXM7777/status/2095572281804394895", "author": "@EXM7777", "followers": 156736, "date": "2026-09-03", "likes": 235, "bookmarks": 358, "views": 16838}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 167, "type": "technique", "value": 3, "advice": "Keep a separate reviewer subagent when the work is parallel or needs fresh context; otherwise fold it into a skill and let evals decide.", "quote": "keep a subagent when the work is parallel, needs fresh context or one agent really can't pick the right tools.", "flags": [], "proof_score": 1741, "source": {"url": "https://x.com/addyosmani/status/2114967833708732607", "author": "@addyosmani", "followers": 478902, "date": "2026-10-27", "likes": 1166, "bookmarks": 1075, "views": 83027}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 168, "type": "technique", "value": 4, "advice": "Check a launch clip with several parallel critic agents rather than one.", "quote": "checked by four parallel critic agents", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/launch-clip-remotion-four-critics", "card": "Launch Clips in Remotion Reviewed by Four AI Critics", "kind": "skill", "publisher": "EveryInc", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/EveryInc/product-launch-video", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 169, "type": "rule", "value": 4, "advice": "Log every generation call with its cost and set a budget cap so a regenerate-and-review loop never runs away.", "quote": "every call is logged with its cost, plus a budget cap so it never runs away", "flags": [], "proof_score": 1149, "source": {"url": "https://x.com/Mnilax/status/2116583914684702837", "author": "@Mnilax", "followers": 10079, "date": "2026-10-31", "likes": 642, "bookmarks": 737, "views": 90605}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 170, "type": "tool", "value": 3, "advice": "Preview and scrub the composition in Remotion Studio before rendering.", "quote": "Launch Remotion Studio to preview and scrub a composition in the browser before rendering.", "flags": [], "proof_score": 11960, "source": {"url": "https://varg.ai/how-to/skills/remotion-studio", "card": "Remotion Studio", "kind": "skill", "publisher": "Remotion", "installs": 181700, "stars": 5750, "source_post_stats": null, "repo": "https://github.com/remotion-dev/skills/tree/main/skills/remotion-studio", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 171, "type": "technique", "value": 3, "advice": "Keep a verification log that marks which facts are confirmed and which are not, with source links.", "quote": "The page has a verification log showing which prices are confirmed and which aren't, with source links.", "flags": [], "proof_score": 235, "source": {"url": "https://x.com/hey_simanto/status/2115050773319213162", "author": "@hey_simanto", "followers": 42823, "date": "2026-10-27", "likes": 104, "bookmarks": 74, "views": 109057}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 172, "type": "check", "value": 3, "advice": "When synthesizing sound, keep real recordings on hand only for comparison and diagnosis.", "quote": "ZERO recordings of real-world sounds were used (other than for comparison and diagnosis)", "flags": [], "proof_score": 887, "source": {"url": "https://x.com/doodlestein/status/2110423784364687636", "author": "@doodlestein", "followers": 51364, "date": "2026-10-14", "likes": 475, "bookmarks": 562, "views": 87390}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 173, "type": "warning", "value": 4, "advice": "Check generated clips for broken physics.", "quote": "I gave Claude Opus 5.5 AI videos with broken physics.", "flags": [], "proof_score": 584, "source": {"url": "https://x.com/gokayfem/status/2114819508032684289", "author": "@gokayfem", "followers": 7262, "date": "2026-10-26", "likes": 183, "bookmarks": 110, "views": 382361}, "also": [{"url": "https://x.com/Just_sharon7/status/2111043114458829079", "author": "@Just_sharon7", "followers": 48986, "date": "2026-10-16", "likes": 356, "bookmarks": 90, "views": 68178}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 174, "type": "technique", "value": 4, "advice": "For broken physics, measure what went wrong, solve the real physics, check it with an independent solver, then render it back into the scene.", "quote": "It measured what went wrong, solved the real physics with CFD and rod mechanics, checked it with an independent finite-element solver, and rendered it back into the same scene", "flags": [], "proof_score": 584, "source": {"url": "https://x.com/gokayfem/status/2114819508032684289", "author": "@gokayfem", "followers": 7262, "date": "2026-10-26", "likes": 183, "bookmarks": 110, "views": 382361}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 175, "type": "warning", "value": 4, "advice": "Check that the character stays consistent across the whole clip with no morphing.", "quote": "Consistent character across the whole clip, no morphing", "flags": [], "proof_score": 166, "source": {"url": "https://x.com/FynCas/status/2115525477272097131", "author": "@FynCas", "followers": 45181, "date": "2026-10-28", "likes": 109, "bookmarks": 104, "views": 7236}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 176, "type": "warning", "value": 4, "advice": "Check people for natural micro-movements; stiff robotic motion reads as AI.", "quote": "Natural micro-movements, no stiff robotic motion", "flags": [], "proof_score": 166, "source": {"url": "https://x.com/FynCas/status/2115525477272097131", "author": "@FynCas", "followers": 45181, "date": "2026-10-28", "likes": 109, "bookmarks": 104, "views": 7236}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 177, "type": "check", "value": 3, "advice": "In handmade looks like clay, keep the little imperfections (fingerprints, slightly awkward moves); they are what make it look good.", "quote": "the little imperfections are what make it look so good", "flags": [], "proof_score": 545, "source": {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, "also": [{"url": "https://x.com/theodorsan/status/2117151949384454315", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 178, "type": "check", "value": 3, "advice": "Add and check sound effects for the little movements so animated objects feel physical.", "quote": "tiny footsteps, objects dropping, things squishing and bouncing around", "flags": [], "proof_score": 545, "source": {"url": "https://x.com/theodorsan/status/2116199275105275984", "author": "@theodorsan", "followers": 649, "date": "2026-10-30", "likes": 303, "bookmarks": 375, "views": 18727}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 179, "type": "warning", "value": 3, "advice": "Expect generic music from one-line prompts like \"happy pop song\"; listen for it and do not ship it.", "quote": "Most people open Suno, type \"happy pop song,\" get generic garbage, wonder why nobody streams it.", "flags": [], "proof_score": 292, "source": {"url": "https://x.com/leopardracer/status/2050891792510271877", "author": "@leopardracer", "followers": 13733, "date": "2026-05-03", "likes": 190, "bookmarks": 171, "views": 25872}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 180, "type": "technique", "value": 3, "advice": "Give the music model your own vocal demo as an audio reference plus real lyrics so the track does not sound like AI slop.", "quote": "Uploaded that audio into Suno as a reference. Added real lyrics. Let the AI build the full track around his idea.", "flags": [], "proof_score": 292, "source": {"url": "https://x.com/leopardracer/status/2050891792510271877", "author": "@leopardracer", "followers": 13733, "date": "2026-05-03", "likes": 190, "bookmarks": 171, "views": 25872}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 181, "type": "warning", "value": 3, "advice": "Check for artificial CGI-looking humans and cartoon physics in live-action shots.", "quote": "No cartoon physics, no anime, no artificial CGI-looking humans, no exaggerated acting.", "flags": [], "proof_score": 336, "source": {"url": "https://x.com/Just_sharon7/status/2111043114458829079", "author": "@Just_sharon7", "followers": 48986, "date": "2026-10-16", "likes": 356, "bookmarks": 90, "views": 68178}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 182, "type": "warning", "value": 3, "advice": "Check that period footage reads as a real recording, not a modern recreation or an AI-generated vintage filter.", "quote": "not a modern recreation, not a movie, and not an AI-generated vintage filter.", "flags": [], "proof_score": 198, "source": {"url": "https://x.com/oggii_0/status/2097563915354063328", "author": "@oggii_0", "followers": 18349, "date": "2026-09-09", "likes": 181, "bookmarks": 84, "views": 23330}, "also": [{"url": "https://varg.ai/how-to/skills/flux-3-archival-formats", "card": "FLUX 3 Archival Formats", "kind": "skill", "publisher": "Black Forest Labs", "installs": 101, "stars": 135, "source_post_stats": null, "repo": "https://github.com/black-forest-labs/skills/tree/master/skills/flux-3-archival-formats", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 183, "type": "warning", "value": 3, "advice": "Check that each character appears once and identical in every shot, never duplicated.", "quote": "CHARACTERS (keep identical in every shot, never duplicated):", "flags": [], "proof_score": 178, "source": {"url": "https://x.com/Ciri_ai/status/2117143506443784677", "author": "@Ciri_ai", "followers": 11908, "date": "2026-11-02", "likes": 233, "bookmarks": 31, "views": 30457}, "also": [{"url": "https://varg.ai/how-to/prompts/x-2079967504214921529", "card": "Four-member anime K-pop group video locked to a Suno track", "kind": "prompt", "publisher": "aimikoda", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 184, "type": "warning", "value": 3, "advice": "Check product shots for real people, new text, new logos or watermarks that were not in the source (translated from Vietnamese).", "quote": "Không người thật, chữ mới, logo mới, watermark.", "flags": [], "proof_score": 131, "source": {"url": "https://x.com/HindeJ72752/status/2116701457974235326", "author": "@HindeJ72752", "followers": 10542, "date": "2026-11-01", "likes": 85, "bookmarks": 82, "views": 6787}, "also": [{"url": "https://x.com/jasonugc/status/2101727704378659179", "author": "@jasonugc", "followers": 4272, "date": "2026-09-20", "likes": 1233, "bookmarks": 2600, "views": 285686}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 185, "type": "warning", "value": 3, "advice": "Check that clothing is not warped, deformed or out of proportion (translated from Vietnamese).", "quote": "Quần áo không méo, biến dạng hoặc sai tỷ lệ.", "flags": [], "proof_score": 131, "source": {"url": "https://x.com/HindeJ72752/status/2116701457974235326", "author": "@HindeJ72752", "followers": 10542, "date": "2026-11-01", "likes": 85, "bookmarks": 82, "views": 6787}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 186, "type": "check", "value": 3, "advice": "Check names, dates and places on screen for any wrong letter before sending.", "quote": "onto the names, date and place, printed without a wrong letter, for WhatsApp.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-an-invitation-video", "card": "How to make a wedding or birthday invitation video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 187, "type": "warning", "value": 4, "advice": "Check portraits for real pores, natural asymmetry and believable hands, the things agents get wrong.", "quote": "real pores, natural asymmetry and believable hands, the exact things agents get wrong.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2107961457044492361", "card": "Portrait-director system prompt for photoreal skin and light", "kind": "prompt", "publisher": "IamEmily2050", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/DavidRunsAds/status/2104301098227888180", "author": "@DavidRunsAds", "followers": 3517, "date": "2026-09-27", "likes": 661, "bookmarks": 1235, "views": 52674}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 188, "type": "warning", "value": 3, "advice": "Watch for near-human faces that feel wrong even when you cannot say why; that is the uncanny valley.", "quote": "It's the creepy zone where a robot looks almost human but not quite, and looking at it just feels wrong even when you can't say why.", "flags": [], "proof_score": 4662, "source": {"url": "https://x.com/itsolelehmann/status/2053821498125848790", "author": "@itsolelehmann", "followers": 162367, "date": "2026-05-11", "likes": 4196, "bookmarks": 2025, "views": 539279}, "also": [{"url": "https://x.com/NotMikeHarlow/status/2116060279679197268", "author": "@NotMikeHarlow", "followers": 53255, "date": "2026-10-30", "likes": 851, "bookmarks": 130, "views": 44637}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 189, "type": "warning", "value": 4, "advice": "Never generate a real person's likeness for promotion without consent; SonicFox pulled out of an event over AI art of them.", "quote": "Fighting game legend SonicFox has pulled out of a gaming convention after organizers used AI-generated art of them to promote the event", "flags": [], "proof_score": 27621, "source": {"url": "https://x.com/Dexerto/status/2112937036344676564", "author": "@Dexerto", "followers": 1455309, "date": "2026-10-21", "likes": 47298, "bookmarks": 2917, "views": 1055050}, "also": [{"url": "https://x.com/Dexerto/status/2112937038001414223", "author": "@Dexerto", "followers": 1455309, "date": "2026-10-21", "likes": 47298, "bookmarks": 2917, "views": 1055050}], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 190, "type": "warning", "value": 3, "advice": "Do not repost the same cut; a duplicate edit can look like a shadowban, so reuse footage but not the cut.", "quote": "it's a cold account, a flagged keyword, a duplicate edit or a bad hook. you can reuse footage but  can't reuse the cut.", "flags": [], "proof_score": 655, "source": {"url": "https://x.com/alexishedley_/status/2115830155113365927", "author": "@alexishedley_", "followers": 906, "date": "2026-10-29", "likes": 200, "bookmarks": 541, "views": 14411}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 191, "type": "warning", "value": 3, "advice": "Flag an eyebrow label above every heading, an AI tell Hallmark checks for.", "quote": "checks the page against AI tells, like an eyebrow above every heading", "flags": [], "proof_score": 439, "source": {"url": "https://x.com/designertom/status/2114786186250379759", "author": "@designertom", "followers": 19951, "date": "2026-10-26", "likes": 177, "bookmarks": 340, "views": 10092}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 192, "type": "warning", "value": 3, "advice": "Flag white text sitting on a light background.", "quote": "White text sitting on a light background", "flags": [], "proof_score": 173, "source": {"url": "https://x.com/brillaas/status/2117346123949941211", "author": "@brillaas", "followers": 15442, "date": "2026-11-02", "likes": 85, "bookmarks": 126, "views": 4914}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 193, "type": "warning", "value": 2, "advice": "Check screens with lots of AI-generated text for readability; they are often hard to read.", "quote": "Do you create dashboards / HTML pages with lots of AI-generate texts, and get frustrated (like us) about how they're hard to read?", "flags": [], "proof_score": 2080, "source": {"url": "https://x.com/sh_reya/status/2115860470175612997", "author": "@sh_reya", "followers": 59604, "date": "2026-10-29", "likes": 708, "bookmarks": 1635, "views": 91365}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 194, "type": "technique", "value": 3, "advice": "Keep a forbidden.md of banned patterns and run every script draft against it.", "quote": "forbidden .md, the patterns you have banned, staccato pairs, antithesis reframes, backward references", "flags": [], "proof_score": 507, "source": {"url": "https://x.com/shannholmberg/status/2087489490386653493", "author": "@shannholmberg", "followers": 37522, "date": "2026-08-12", "likes": 202, "bookmarks": 366, "views": 39714}, "also": [], "top10_rank": null, "top3": false}
{"step": "09", "step_name": "Self-review", "n": 195, "type": "warning", "value": 2, "advice": "Cut backward references from scripts, a banned AI pattern.", "quote": "antithesis reframes, backward references", "flags": [], "proof_score": 507, "source": {"url": "https://x.com/shannholmberg/status/2087489490386653493", "author": "@shannholmberg", "followers": 37522, "date": "2026-08-12", "likes": 202, "bookmarks": 366, "views": 39714}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 1, "type": "technique", "value": 5, "advice": "Have the agent build in the smallest usable steps and commit each one so you can roll back at any time.", "quote": "have it build in the smallest usable steps and commll back anytime", "flags": [], "proof_score": 1444, "source": {"url": "https://x.com/HiTw93/status/2115805352520282623", "author": "@HiTw93", "followers": 165160, "date": "2026-10-29", "likes": 735, "bookmarks": 1030, "views": 46075}, "also": [], "top10_rank": 5, "top3": true}
{"step": "10", "step_name": "GitHub", "n": 2, "type": "rule", "value": 5, "advice": "When a step goes wrong, rewind to the last good checkpoint instead of letting the agent patch the bad patch.", "quote": "Never let an agent patch a bad patch. Rewind the time machine.", "flags": [], "proof_score": 183, "source": {"url": "https://x.com/damkina7/status/2117241955415400550", "author": "@damkina7", "followers": 828, "date": "2026-11-02", "likes": 95, "bookmarks": 128, "views": 7365}, "also": [{"url": "https://x.com/rlaope/status/2115703918412112051", "author": "@rlaope", "followers": 2470, "date": "2026-10-29", "likes": 143, "bookmarks": 134, "views": 7110}], "top10_rank": 8, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 3, "type": "technique", "value": 4, "advice": "Hard-reset to the checkpoint on failure and squash commits only when every check is green.", "quote": "a rollback agent hard-resets on failure, squashing only on full green", "flags": [], "proof_score": 183, "source": {"url": "https://x.com/damkina7/status/2117241955415400550", "author": "@damkina7", "followers": 828, "date": "2026-11-02", "likes": 95, "bookmarks": 128, "views": 7365}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 4, "type": "rule", "value": 4, "advice": "Make atomic checkpoints before letting an agent change many files.", "quote": "let coding agents touch 15 files without atomic checkpoints", "flags": [], "proof_score": 183, "source": {"url": "https://x.com/damkina7/status/2117241955415400550", "author": "@damkina7", "followers": 828, "date": "2026-11-02", "likes": 95, "bookmarks": 128, "views": 7365}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 5, "type": "rule", "value": 4, "advice": "Require the person's OK before any commit, release or deletion.", "quote": "Commits, releases and deletions always need your OK.", "flags": [], "proof_score": 1444, "source": {"url": "https://x.com/HiTw93/status/2115805352520282623", "author": "@HiTw93", "followers": 165160, "date": "2026-10-29", "likes": 735, "bookmarks": 1030, "views": 46075}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 6, "type": "technique", "value": 4, "advice": "Give every task its own git worktree on its own branch to avoid branch collisions.", "quote": "give every task its own git worktree, put each one on the model that fits it", "flags": [], "proof_score": 290, "source": {"url": "https://x.com/skunzu/status/2116622307196276988", "author": "@skunzu", "followers": 886, "date": "2026-10-31", "likes": 129, "bookmarks": 213, "views": 12199}, "also": [{"url": "https://x.com/mirku21/status/2116636426703884588", "author": "@mirku21", "followers": 3152, "date": "2026-10-31", "likes": 149, "bookmarks": 315, "views": 20953}, {"url": "https://x.com/celineodier/status/2094079187904610504", "author": "@celineodier", "followers": 152512, "date": "2026-08-30", "likes": 1471, "bookmarks": 3338, "views": 377692}, {"url": "https://x.com/0xKarmi/status/2116200788858945814", "author": "@0xKarmi", "followers": 1061, "date": "2026-10-30", "likes": 56, "bookmarks": 33, "views": 2655}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 7, "type": "technique", "value": 3, "advice": "Keep the main checkout clean while agents work in separate worktrees.", "quote": "your main checkout stays clean the whole time, Claude Code blocks any edit that points back into it", "flags": [], "proof_score": 290, "source": {"url": "https://x.com/skunzu/status/2116622307196276988", "author": "@skunzu", "followers": 886, "date": "2026-10-31", "likes": 129, "bookmarks": 213, "views": 12199}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 8, "type": "tool", "value": 3, "advice": "Start an isolated session with claude --worktree <name> so the work lands in .claude/worktrees on its own branch.", "quote": "claude --worktree feat-auth --model sonnet --advisor opus", "flags": ["unverified_claim"], "proof_score": 290, "source": {"url": "https://x.com/skunzu/status/2116622307196276988", "author": "@skunzu", "followers": 886, "date": "2026-10-31", "likes": 129, "bookmarks": 213, "views": 12199}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 9, "type": "tool", "value": 3, "advice": "Use the harness rewind (Esc Esc) to step back from a bad agent turn.", "quote": "steer or interrupt any agent, ! shell lines, Esc Esc to rewind, codegraph for the whole repo", "flags": [], "proof_score": 213, "source": {"url": "https://x.com/rlaope/status/2115703918412112051", "author": "@rlaope", "followers": 2470, "date": "2026-10-29", "likes": 143, "bookmarks": 134, "views": 7110}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 10, "type": "check", "value": 3, "advice": "Track each step as not run, reported done, or verified, and never call it done before it is verified.", "quote": "statuses that never call a plan done: Plan · not run → Code · reported done → Test · verified", "flags": [], "proof_score": 213, "source": {"url": "https://x.com/rlaope/status/2115703918412112051", "author": "@rlaope", "followers": 2470, "date": "2026-10-29", "likes": 143, "bookmarks": 134, "views": 7110}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 11, "type": "technique", "value": 4, "advice": "Add a PreToolUse hook that blocks force-push, .env writes and rm -rf before they run.", "quote": "PreToolUse hook: the guard. Blocks force-push, .env writes and rm -rf before they run (exit 2 = denied).", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/0xarcos/status/2117245427254722840", "author": "@0xarcos", "followers": 365, "date": "2026-11-02", "likes": 37, "bookmarks": 24, "views": 1099}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 12, "type": "check", "value": 4, "advice": "Add a Stop hook so the agent cannot report a step done without passing checks.", "quote": "Stop hook: No green tests, no \"done\".", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/0xarcos/status/2117245427254722840", "author": "@0xarcos", "followers": 365, "date": "2026-11-02", "likes": 37, "bookmarks": 24, "views": 1099}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 13, "type": "technique", "value": 3, "advice": "Run format, lint and typecheck in a PostToolUse hook after every edit so errors show at once.", "quote": "PostToolUse hook: fmt, lint and typecheck after every single edit.", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/0xarcos/status/2117245427254722840", "author": "@0xarcos", "followers": 365, "date": "2026-11-02", "likes": 37, "bookmarks": 24, "views": 1099}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 14, "type": "warning", "value": 3, "advice": "Expect an unguarded agent to force-push to main and burn money on retries; put the guards in first.", "quote": "no harness → 3/9 tasks done, one force-push to main, a $200 bill of retries.", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/0xarcos/status/2117245427254722840", "author": "@0xarcos", "followers": 365, "date": "2026-11-02", "likes": 37, "bookmarks": 24, "views": 1099}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 15, "type": "technique", "value": 3, "advice": "Run a keep-or-revert loop: change one thing, measure it, and keep only what improved.", "quote": "an agent edits the training code, trains for 5 minutes, keeps what improved and repeats all night", "flags": [], "proof_score": 8352, "source": {"url": "https://x.com/Mr_Buzzoni/status/2114787292590010870", "author": "@Mr_Buzzoni", "followers": 28429, "date": "2026-10-26", "likes": 3857, "bookmarks": 6146, "views": 277244}, "also": [{"url": "https://x.com/Mr_Buzzoni/status/2117553369770610801", "author": "@Mr_Buzzoni", "followers": 28429, "date": "2026-11-03", "likes": 77, "bookmarks": 77, "views": 3317}, {"url": "https://x.com/Mr_Buzzoni/status/2117498760083198223", "author": "@Mr_Buzzoni", "followers": 28429, "date": "2026-11-03", "likes": 72, "bookmarks": 124, "views": 4327}, {"url": "https://x.com/le0xet/status/2116655639762186420", "author": "@le0xet", "followers": 767, "date": "2026-10-31", "likes": 91, "bookmarks": 86, "views": 4506}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 16, "type": "check", "value": 2, "advice": "Have the strongest model sign off before anything ships to git.", "quote": "signing off before anything ships to git", "flags": [], "proof_score": 4193, "source": {"url": "https://x.com/mirku21/status/2111200540772221418", "author": "@mirku21", "followers": 3152, "date": "2026-10-16", "likes": 1712, "bookmarks": 3135, "views": 201934}, "also": [{"url": "https://x.com/skunzu/status/2116622307196276988", "author": "@skunzu", "followers": 886, "date": "2026-10-31", "likes": 129, "bookmarks": 213, "views": 12199}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 17, "type": "tool", "value": 2, "advice": "Use a durable harness so agents resume after interruptions.", "quote": "durable-harness → resume agents after interruptions", "flags": [], "proof_score": 162, "source": {"url": "https://x.com/beamnxw/status/2115400758745010449", "author": "@beamnxw", "followers": 14694, "date": "2026-10-28", "likes": 122, "bookmarks": 96, "views": 4874}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 18, "type": "tool", "value": 2, "advice": "Use git-ai for source control when several agents work in parallel.", "quote": "git-ai → source control for parallel agents", "flags": [], "proof_score": 162, "source": {"url": "https://x.com/beamnxw/status/2115400758745010449", "author": "@beamnxw", "followers": 14694, "date": "2026-10-28", "likes": 122, "bookmarks": 96, "views": 4874}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 19, "type": "technique", "value": 3, "advice": "Run each agent task in its own sandbox so the damage from a bad command stays contained.", "quote": "Keep the damage from a bad command inside the sandbox", "flags": [], "proof_score": 1216, "source": {"url": "https://x.com/Saboo_Shubham_/status/2116013734359703554", "author": "@Saboo_Shubham_", "followers": 123184, "date": "2026-10-30", "likes": 597, "bookmarks": 865, "views": 52811}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 20, "type": "rule", "value": 3, "advice": "Decide up front what runs automatically, what needs approval and what is blocked or sandboxed.", "quote": "decide what runs automatically, what needs approval, and what should be blocked or sandboxed", "flags": [], "proof_score": 1058, "source": {"url": "https://x.com/beamnxw/status/2116959200328712338", "author": "@beamnxw", "followers": 14694, "date": "2026-11-01", "likes": 525, "bookmarks": 758, "views": 37826}, "also": [{"url": "https://x.com/0xKarmi/status/2116200788858945814", "author": "@0xKarmi", "followers": 1061, "date": "2026-10-30", "likes": 56, "bookmarks": 33, "views": 2655}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 21, "type": "technique", "value": 5, "advice": "Store each approved piece with a note on why you changed it, so the agent has something specific to apply.", "quote": "for voice .md, include your edits. an approved post helps, but explaining why you changed the opening gives the agent something specific to apply", "flags": [], "proof_score": 3608, "source": {"url": "https://x.com/shannholmberg/status/2098850243760808268", "author": "@shannholmberg", "followers": 37522, "date": "2026-09-12", "likes": 1555, "bookmarks": 2631, "views": 199278}, "also": [], "top10_rank": 2, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 22, "type": "technique", "value": 3, "advice": "Keep one central folder of files with the information, data, examples and instructions the agents need.", "quote": "a central place for files that contain all the information, data, examples and instructions your agents need to produce quality work", "flags": [], "proof_score": 3608, "source": {"url": "https://x.com/shannholmberg/status/2098850243760808268", "author": "@shannholmberg", "followers": 37522, "date": "2026-09-12", "likes": 1555, "bookmarks": 2631, "views": 199278}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 23, "type": "technique", "value": 3, "advice": "Keep a proof.md of approved claims with links to the evidence.", "quote": "proof .md: case studies, approved claims and links to the evidence", "flags": [], "proof_score": 3608, "source": {"url": "https://x.com/shannholmberg/status/2098850243760808268", "author": "@shannholmberg", "followers": 37522, "date": "2026-09-12", "likes": 1555, "bookmarks": 2631, "views": 199278}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 24, "type": "rule", "value": 4, "advice": "Keep a facts file in the project as the only source for any number, name or claim shown on screen.", "quote": "facts file: [path]. this is the only source for any number, name or claim that appears on screen", "flags": [], "proof_score": 3496, "source": {"url": "https://x.com/everestchris6/status/2104965415164399895", "author": "@everestchris6", "followers": 27118, "date": "2026-09-29", "likes": 1062, "bookmarks": 2836, "views": 128536}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 25, "type": "technique", "value": 3, "advice": "Log every decision with what, why, the evidence and the result.", "quote": "/show-me-your-work - logs every decision: what, why, evidence, result", "flags": [], "proof_score": 651, "source": {"url": "https://x.com/de1lymoon/status/2115855375777800330", "author": "@de1lymoon", "followers": 3948, "date": "2026-10-29", "likes": 249, "bookmarks": 501, "views": 25228}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 26, "type": "rule", "value": 3, "advice": "Have the agent ask before it edits a skill with a lesson from the session.", "quote": "reflect asks before it edits any skill.", "flags": [], "proof_score": 651, "source": {"url": "https://x.com/de1lymoon/status/2115855375777800330", "author": "@de1lymoon", "followers": 3948, "date": "2026-10-29", "likes": 249, "bookmarks": 501, "views": 25228}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 27, "type": "technique", "value": 4, "advice": "Log every generation call with its cost and set a budget cap.", "quote": "every call is logged with its cost, plus a budget cap so it never runs away", "flags": [], "proof_score": 1149, "source": {"url": "https://x.com/Mnilax/status/2116583914684702837", "author": "@Mnilax", "followers": 10079, "date": "2026-10-31", "likes": 642, "bookmarks": 737, "views": 90605}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 28, "type": "technique", "value": 3, "advice": "Approve one master image first, then generate every variant from it.", "quote": "approve one master image and get a clip for every action", "flags": [], "proof_score": 1149, "source": {"url": "https://x.com/Mnilax/status/2116583914684702837", "author": "@Mnilax", "followers": 10079, "date": "2026-10-31", "likes": 642, "bookmarks": 737, "views": 90605}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 29, "type": "technique", "value": 2, "advice": "Log every OK the person gives, alongside spending limits and daily caps.", "quote": "spending limit, daily cap, max +20% per change, every ok logged", "flags": ["promo"], "proof_score": 5107, "source": {"url": "https://x.com/tobiadonadon_/status/2116291073886818736", "author": "@tobiadonadon_", "followers": 8491, "date": "2026-10-30", "likes": 1619, "bookmarks": 4126, "views": 171144}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 30, "type": "check", "value": 3, "advice": "Keep a record that lets you reconstruct every agent action when something goes wrong.", "quote": "It's being able to reconstruct every action when something goes wrong.", "flags": [], "proof_score": 1054, "source": {"url": "https://x.com/suraj_sharma14/status/2117651469168234503", "author": "@suraj_sharma14", "followers": 27672, "date": "2026-11-03", "likes": 502, "bookmarks": 785, "views": 17749}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 31, "type": "technique", "value": 3, "advice": "Record who authorized each agent action and what it was allowed to do.", "quote": "knowing who authorized it and what it was allowed to do is even more important", "flags": [], "proof_score": 1067, "source": {"url": "https://x.com/suraj_sharma14/status/2116494691105697832", "author": "@suraj_sharma14", "followers": 27672, "date": "2026-10-31", "likes": 512, "bookmarks": 785, "views": 25563}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 32, "type": "technique", "value": 3, "advice": "Have each agent leave a checkpoint that the coordinator reads before handing out the next work.", "quote": "It reads today's tasks and each Bot's checkpoint, sets priorities, then hands the work to the right role.", "flags": [], "proof_score": 2058, "source": {"url": "https://x.com/Voxyz_ai/status/2089355252306767990", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-08-17", "likes": 754, "bookmarks": 1524, "views": 156730}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 33, "type": "rule", "value": 3, "advice": "Send conflicts, spending and changes to important files back to the person instead of acting alone.", "quote": "Conflicts, external messages, spending, and changes to important files come back to me.", "flags": [], "proof_score": 2058, "source": {"url": "https://x.com/Voxyz_ai/status/2089355252306767990", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-08-17", "likes": 754, "bookmarks": 1524, "views": 156730}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 34, "type": "technique", "value": 2, "advice": "Let the nightly review update only one shared alignment file.", "quote": "but only updates one TEAM_ALIGNMENT.md file", "flags": [], "proof_score": 2058, "source": {"url": "https://x.com/Voxyz_ai/status/2089355252306767990", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-08-17", "likes": 754, "bookmarks": 1524, "views": 156730}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 35, "type": "rule", "value": 4, "advice": "Put approval gates before any video spend.", "quote": "with three approval gates before any video spend", "flags": [], "proof_score": 773, "source": {"url": "https://varg.ai/how-to/skills/gbro-collage-broll", "card": "Halftone Collage B-roll", "kind": "skill", "publisher": "pyang5166", "installs": 185, "stars": 1528, "source_post_stats": null, "repo": "https://github.com/pyang5166/gbro-collage-broll", "license": "MIT"}, "also": [{"url": "https://x.com/finnardley/status/2117033492332552696", "author": "@finnardley", "followers": 3467, "date": "2026-11-01", "likes": 372, "bookmarks": 602, "views": 23948}, {"url": "https://x.com/Axel_bitblaze69/status/2078551452201754980", "author": "@Axel_bitblaze69", "followers": 128822, "date": "2026-07-18", "likes": 1050, "bookmarks": 2316, "views": 117505}, {"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}, {"url": "https://varg.ai/how-to/prompts/x-2112601639672566182", "card": "Agent-made explainer song: host sings rhythm math", "kind": "prompt", "publisher": "anabology", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 36, "type": "technique", "value": 3, "advice": "Use a foreman skill that remembers where the project stands and calls the right stage.", "quote": "It's the foreman that remembers where the project stands and sends in the right worker for the job.", "flags": [], "proof_score": 7062, "source": {"url": "https://x.com/mfishbein/status/2081031938228232360", "author": "@mfishbein", "followers": 10111, "date": "2026-07-25", "likes": 2760, "bookmarks": 5499, "views": 182659}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 37, "type": "technique", "value": 3, "advice": "Turn the approved brief into small, testable tasks.", "quote": "The same skill turns the approved brief into small, testable features and development tasks.", "flags": [], "proof_score": 7062, "source": {"url": "https://x.com/mfishbein/status/2081031938228232360", "author": "@mfishbein", "followers": 10111, "date": "2026-07-25", "likes": 2760, "bookmarks": 5499, "views": 182659}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 38, "type": "check", "value": 3, "advice": "Define success criteria for each task before work starts, so the agent can prove the result works.", "quote": "This skill defines the success criteria for each task, and how the coding agent can prove to itself that what it built works or needs iteration.", "flags": [], "proof_score": 7062, "source": {"url": "https://x.com/mfishbein/status/2081031938228232360", "author": "@mfishbein", "followers": 10111, "date": "2026-07-25", "likes": 2760, "bookmarks": 5499, "views": 182659}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 39, "type": "check", "value": 3, "advice": "Run the quality checker in CI so a check gates the work before a demo.", "quote": "One npx command, no signup, and it runs in CI too if you want a check before demo day.", "flags": [], "proof_score": 837, "source": {"url": "https://x.com/sinanyorulmazz/status/2116927512584282442", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 40, "type": "technique", "value": 3, "advice": "Let only errors fail CI and record a deliberate exception as an ignore comment with your reason.", "quote": "For a deliberate gradient, add an ignore comment with your reason or turn the rule off in the config.", "flags": [], "proof_score": 837, "source": {"url": "https://x.com/sinanyorulmazz/status/2116978732996964792", "author": "@sinanyorulmazz", "followers": 861, "date": "2026-10-31", "likes": 370, "bookmarks": 612, "views": 40084}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 41, "type": "tool", "value": 2, "advice": "Run your GitHub Actions locally with act before the PR goes up.", "quote": "nektos/act → runs your GitHub Actions locally", "flags": [], "proof_score": 82, "source": {"url": "https://x.com/fleyta88/status/2115141959534698821", "author": "@fleyta88", "followers": 2620, "date": "2026-10-27", "likes": 64, "bookmarks": 48, "views": 2206}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 42, "type": "technique", "value": 3, "advice": "Keep the demo as a script so it re-renders every time the product changes.", "quote": "the Pitch bot re-renders the demo every time the product changes", "flags": [], "proof_score": 82, "source": {"url": "https://x.com/fleyta88/status/2115141959534698821", "author": "@fleyta88", "followers": 2620, "date": "2026-10-27", "likes": 64, "bookmarks": 48, "views": 2206}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 43, "type": "technique", "value": 2, "advice": "Keep slides and similar assets as plain text the agent can edit.", "quote": "7 slides stay as plain text the bot can edit", "flags": [], "proof_score": 82, "source": {"url": "https://x.com/fleyta88/status/2115141959534698821", "author": "@fleyta88", "followers": 2620, "date": "2026-10-27", "likes": 64, "bookmarks": 48, "views": 2206}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 44, "type": "tool", "value": 2, "advice": "Set GitHub-connected edit tools to ask for confirmation and approve actions one by one.", "quote": "Set every edit tool to \"Ask for confirmation\"", "flags": [], "proof_score": 111, "source": {"url": "https://x.com/shmidtqq/status/2115538118707138733", "author": "@shmidtqq", "followers": 12672, "date": "2026-10-28", "likes": 107, "bookmarks": 53, "views": 4389}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 45, "type": "rule", "value": 2, "advice": "Give the agent no more access than the task requires.", "quote": "An agent should never have more access than the task actually requires.", "flags": [], "proof_score": 6703, "source": {"url": "https://x.com/suraj_sharma14/status/2117509113945153584", "author": "@suraj_sharma14", "followers": 27672, "date": "2026-11-02", "likes": 2673, "bookmarks": 5207, "views": 159242}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 46, "type": "rule", "value": 5, "advice": "Add a CLAUDE.md rule that saves every brand color, font, logo and approved style to brand/.", "quote": "add a CLAUDE.md with one rule: \"save every brand color, font, logo and approved style to brand/\"", "flags": [], "proof_score": 1473, "source": {"url": "https://x.com/thegreatest_sv/status/2112609040962359354", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-20", "likes": 583, "bookmarks": 1134, "views": 47172}, "also": [], "top10_rank": 4, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 47, "type": "rule", "value": 4, "advice": "Write hard rules into CLAUDE.md: how to test, what never to touch, and when to stop and ask.", "quote": "CLAUDE.md: 14 hard rules. How to test, what never to touch, when to stop and ask.", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/0xarcos/status/2117245427254722840", "author": "@0xarcos", "followers": 365, "date": "2026-11-02", "likes": 37, "bookmarks": 24, "views": 1099}, "also": [{"url": "https://x.com/swadeshkumar_/status/2117564218803392849", "author": "@swadeshkumar_", "followers": 3269, "date": "2026-11-03", "likes": 110, "bookmarks": 69, "views": 3486}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 48, "type": "rule", "value": 4, "advice": "Keep CLAUDE.md short; a long one makes the model miss critical signals.", "quote": "If CLAUDE.md becomes too long, the model starts missing critical signals.", "flags": [], "proof_score": 127, "source": {"url": "https://x.com/swadeshkumar_/status/2117564218803392849", "author": "@swadeshkumar_", "followers": 3269, "date": "2026-11-03", "likes": 110, "bookmarks": 69, "views": 3486}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 49, "type": "technique", "value": 4, "advice": "Structure the repo around its purpose, a map of where things live, the rules, and the workflows.", "quote": "The real unlock is structuring your repository so Claude can think like an engineer.", "flags": [], "proof_score": 127, "source": {"url": "https://x.com/swadeshkumar_/status/2117564218803392849", "author": "@swadeshkumar_", "followers": 3269, "date": "2026-11-03", "likes": 110, "bookmarks": 69, "views": 3486}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 50, "type": "technique", "value": 3, "advice": "Put instructions you keep repeating into .claude/skills/ as reusable modes.", "quote": ".claude/skills/ = Reusable Expert Modes", "flags": [], "proof_score": 127, "source": {"url": "https://x.com/swadeshkumar_/status/2117564218803392849", "author": "@swadeshkumar_", "followers": 3269, "date": "2026-11-03", "likes": 110, "bookmarks": 69, "views": 3486}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 51, "type": "technique", "value": 4, "advice": "Write the chosen look into a DESIGN.md and import it from CLAUDE.md so every later piece follows it.", "quote": "turn the parts you pick into a DESIGN.md and import it into CLAUDE.md. Every page after that follows it.", "flags": [], "proof_score": 1895, "source": {"url": "https://x.com/Voxyz_ai/status/2106474370860548341", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-03", "likes": 781, "bookmarks": 1400, "views": 104389}, "also": [{"url": "https://x.com/landforce/status/2115925710611288362", "author": "@landforce", "followers": 68077, "date": "2026-10-29", "likes": 1622, "bookmarks": 2559, "views": 89616}, {"url": "https://x.com/thegreatest_sv/status/2116587002493542781", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-31", "likes": 1423, "bookmarks": 2140, "views": 106846}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 52, "type": "technique", "value": 3, "advice": "Keep an AGENTS.md so every agent harness reads the same instructions.", "quote": "AGENTS.md (openai/agents.md, one instruction file every agent now reads)", "flags": [], "proof_score": 1650, "source": {"url": "https://x.com/DeRonin_/status/2104190342660510019", "author": "@DeRonin_", "followers": 120488, "date": "2026-09-27", "likes": 701, "bookmarks": 1232, "views": 67144}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 53, "type": "technique", "value": 3, "advice": "Have the agent write the project's rules down as it goes.", "quote": "have it write your product rules down as it goes", "flags": [], "proof_score": 1444, "source": {"url": "https://x.com/HiTw93/status/2115805352520282623", "author": "@HiTw93", "followers": 165160, "date": "2026-10-29", "likes": 735, "bookmarks": 1030, "views": 46075}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 54, "type": "check", "value": 3, "advice": "Audit AGENTS.md, skills and hooks for instructions that waste context, contradict each other or grant unclear authority.", "quote": "Find instructions that waste context, activate unnecessarily, contradict each other, cause premature stopping, or grant unclear authority.", "flags": [], "proof_score": 2362, "source": {"url": "https://x.com/Av1dlive/status/2096578191691518314", "author": "@Av1dlive", "followers": 30200, "date": "2026-09-06", "likes": 764, "bookmarks": 1841, "views": 138802}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 55, "type": "technique", "value": 2, "advice": "Separate always-loaded instructions from skill metadata and content that loads only when needed.", "quote": "Distinguish always-loaded instructions, skill discovery metadata, and content loaded only when needed.", "flags": [], "proof_score": 2362, "source": {"url": "https://x.com/Av1dlive/status/2096578191691518314", "author": "@Av1dlive", "followers": 30200, "date": "2026-09-06", "likes": 764, "bookmarks": 1841, "views": 138802}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 56, "type": "check", "value": 3, "advice": "Check which rule file actually loads and whether a higher-priority file shadows it.", "quote": "project rules from the rule file that actually loads (check for a higher-priority file shadowing it)", "flags": [], "proof_score": 3010, "source": {"url": "https://x.com/EXM7777/status/2100585065994719679", "author": "@EXM7777", "followers": 156736, "date": "2026-09-17", "likes": 955, "bookmarks": 2447, "views": 85765}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 57, "type": "tool", "value": 4, "advice": "Keep the plan in a markdown file on disk so it survives /clear.", "quote": "planning-with-files → keeps the plan in markdown on disk, so it survives /clear", "flags": [], "proof_score": 3789, "source": {"url": "https://x.com/choopyplug1/status/2114474303190086018", "author": "@choopyplug1", "followers": 2834, "date": "2026-10-25", "likes": 1507, "bookmarks": 2874, "views": 161402}, "also": [{"url": "https://x.com/0xPontiuz/status/2115823705632784387", "author": "@0xPontiuz", "followers": 379, "date": "2026-10-29", "likes": 26, "bookmarks": 27, "views": 1277}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 58, "type": "tool", "value": 3, "advice": "Record what the agent did and feed a summary back into the next session.", "quote": "claude-mem → records what your agent did, summarizes it and feeds it back next session", "flags": [], "proof_score": 3789, "source": {"url": "https://x.com/choopyplug1/status/2114474303190086018", "author": "@choopyplug1", "followers": 2834, "date": "2026-10-25", "likes": 1507, "bookmarks": 2874, "views": 161402}, "also": [{"url": "https://x.com/0xPontiuz/status/2115823705632784387", "author": "@0xPontiuz", "followers": 379, "date": "2026-10-29", "likes": 26, "bookmarks": 27, "views": 1277}, {"url": "https://x.com/sermakarevich/status/2115360493745438881", "author": "@sermakarevich", "followers": 1439, "date": "2026-10-27", "likes": 199, "bookmarks": 219, "views": 13592}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 59, "type": "technique", "value": 4, "advice": "Save the full brief, with every camera angle and move, as a skill before making anything.", "quote": "I whisper flow my entire vision for my ad exactly including all the camera angles and camera movements then save it as a skill in Claude", "flags": [], "proof_score": 1112, "source": {"url": "https://x.com/pounddz/status/2115578348411720036", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 60, "type": "technique", "value": 4, "advice": "Start each later step in a fresh chat that reads the saved brief skill.", "quote": "I then open a new chat and make my characters and locations based on the information from that skill", "flags": [], "proof_score": 1112, "source": {"url": "https://x.com/pounddz/status/2115578348411720036", "author": "@pounddz", "followers": 14230, "date": "2026-10-28", "likes": 428, "bookmarks": 803, "views": 94683}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 61, "type": "technique", "value": 3, "advice": "Turn bulky source files into a short JSON or .md input that the agent reads instead.", "quote": "This step converts many megabites of PDF's into a liteweight doc for RAG.", "flags": [], "proof_score": 1399, "source": {"url": "https://x.com/DaveWangMIA/status/2117307274045874332", "author": "@DaveWangMIA", "followers": 2874, "date": "2026-11-02", "likes": 560, "bookmarks": 1071, "views": 48372}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 62, "type": "technique", "value": 2, "advice": "Have the agent gather sources into one clean folder and point it there.", "quote": "I have it make a clean folder I point Claude to.", "flags": [], "proof_score": 1399, "source": {"url": "https://x.com/DaveWangMIA/status/2117307274045874332", "author": "@DaveWangMIA", "followers": 2874, "date": "2026-11-02", "likes": 560, "bookmarks": 1071, "views": 48372}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 63, "type": "tool", "value": 2, "advice": "Map the project once into a knowledge graph the agent queries, instead of grepping files every session.", "quote": "Your coding agent should map the codebase once, not grep it forever.", "flags": [], "proof_score": 3298, "source": {"url": "https://x.com/techNmak/status/2114313618611220950", "author": "@techNmak", "followers": 48504, "date": "2026-10-25", "likes": 1644, "bookmarks": 2365, "views": 111037}, "also": [{"url": "https://x.com/0xchewa/status/2075300253969035393", "author": "@0xchewa", "followers": 4457, "date": "2026-07-09", "likes": 1437, "bookmarks": 4573, "views": 302817}, {"url": "https://x.com/celineodier/status/2094079187904610504", "author": "@celineodier", "followers": 152512, "date": "2026-08-30", "likes": 1471, "bookmarks": 3338, "views": 377692}, {"url": "https://x.com/birmeya/status/2116267173580505398", "author": "@birmeya", "followers": 30409, "date": "2026-10-30", "likes": 104, "bookmarks": 58, "views": 3822}, {"url": "https://x.com/undefinedKi/status/2064696505391292911", "author": "@undefinedKi", "followers": 20049, "date": "2026-06-10", "likes": 332, "bookmarks": 824, "views": 56639}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 64, "type": "rule", "value": 3, "advice": "Invest in project-level context and reusable skills before chasing a newer model.", "quote": "Project-level context and reusable skills often have more impact than chasing the latest model.", "flags": [], "proof_score": 1067, "source": {"url": "https://x.com/suraj_sharma14/status/2116493662691717127", "author": "@suraj_sharma14", "followers": 27672, "date": "2026-10-31", "likes": 512, "bookmarks": 785, "views": 25563}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 65, "type": "technique", "value": 3, "advice": "Version your test set alongside your prompts so every result is reproducible.", "quote": "Version it alongside your prompts so every score is reproducible.", "flags": [], "proof_score": 5955, "source": {"url": "https://x.com/divaagurlxw/status/2115418017891020888", "author": "@divaagurlxw", "followers": 9831, "date": "2026-10-28", "likes": 2190, "bookmarks": 4624, "views": 235684}, "also": [{"url": "https://x.com/mchulet/status/2115640234016989228", "author": "@mchulet", "followers": 5533, "date": "2026-10-29", "likes": 102, "bookmarks": 103, "views": 4486}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 66, "type": "technique", "value": 5, "advice": "Keep the video source as text so it can go into git, be diffed, and be forked with a few slots swapped.", "quote": "视频源码是文本，能进 git、能 diff、能 fork 别人的 workflow 换几个槽位出片", "flags": [], "proof_score": 3090, "source": {"url": "https://x.com/li9292/status/2099687200975720699", "author": "@li9292", "followers": 19879, "date": "2026-09-15", "likes": 1179, "bookmarks": 2391, "views": 109214}, "also": [{"url": "https://x.com/MengTo/status/2092275643623109037", "author": "@MengTo", "followers": 190284, "date": "2026-08-25", "likes": 1895, "bookmarks": 2382, "views": 235329}, {"url": "https://varg.ai/how-to/skills/hypit", "card": "Hypit", "kind": "skill", "publisher": "Hypit", "installs": null, "stars": 26114, "source_post_stats": null, "repo": "https://github.com/hypit-ai/hypit", "license": "custom (see repo)"}, {"url": "https://x.com/beamnxw/status/2111425771193434363", "author": "@beamnxw", "followers": 14694, "date": "2026-10-17", "likes": 372, "bookmarks": 417, "views": 22516}, {"url": "https://varg.ai/how-to/prompts/x-2116564845860360225", "card": "Miniature 3D city diorama coded by Codex in Three.js", "kind": "prompt", "publisher": "zavrenn", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 3, "top3": true}
{"step": "10", "step_name": "GitHub", "n": 67, "type": "technique", "value": 4, "advice": "Mark the fixed skeleton, the swappable slots (people, lines, product shots) and frame-exact time anchors in the workflow.", "quote": "标出不能动的骨架、可以换的槽位（人物、台词、产品图这类）和精确到帧的时间锚点", "flags": [], "proof_score": 3090, "source": {"url": "https://x.com/li9292/status/2099687200975720699", "author": "@li9292", "followers": 19879, "date": "2026-09-15", "likes": 1179, "bookmarks": 2391, "views": 109214}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 68, "type": "technique", "value": 5, "advice": "Store each video as an editable composition kept together with its storyboard, assets and render command.", "quote": "20 HeyGen product launch videos as editable HyperFrames HTML compositions, each with its storyboard, assets and render command.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/heygen-hyperframes-launch-videos-source", "card": "HeyGen's Real Launch Videos as HyperFrames Source", "kind": "skill", "publisher": "heygen-com", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes-launches", "license": null}, "also": [], "top10_rank": 7, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 69, "type": "technique", "value": 4, "advice": "Save hand edits into the film's source files so the agent keeps them on its next edit.", "quote": "your hand edits get saved into the film files, so the agent keeps them when it edits again", "flags": [], "proof_score": 89, "source": {"url": "https://x.com/Asteri_eth/status/2115758546067349910", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 68, "bookmarks": 52, "views": 3329}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 70, "type": "rule", "value": 4, "advice": "Make each shot a pure function of time so the same t always renders the same picture.", "quote": "same t, same picture, every time. that's the whole contract", "flags": [], "proof_score": 89, "source": {"url": "https://x.com/Asteri_eth/status/2115758546067349910", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 68, "bookmarks": 52, "views": 3329}, "also": [{"url": "https://varg.ai/how-to/skills/launch-video-one-html-file", "card": "Launch Video as One HTML File With a Synthesized Score", "kind": "skill", "publisher": "farming-labs", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/farming-labs/product-film-skill/tree/main/plugins/product-film/skills/product-film", "license": null}, {"url": "https://varg.ai/how-to/skills/hyperframes", "card": "HyperFrames", "kind": "skill", "publisher": "HeyGen", "installs": 1200000, "stars": 73064, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/skills/hyperframes", "license": "Apache-2.0"}, {"url": "https://x.com/Sownjuinho/status/2115819748021657947", "author": "@Sownjuinho", "followers": 1620, "date": "2026-10-29", "likes": 92, "bookmarks": 54, "views": 3936}, {"url": "https://x.com/RoundtableSpace/status/2117236532482396349", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-02", "likes": 533, "bookmarks": 849, "views": 68917}, {"url": "https://x.com/Asteri_eth/status/2115870118475440307", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 78, "bookmarks": 76, "views": 3897}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 71, "type": "check", "value": 3, "advice": "Before rendering, draw every frame twice in shuffled orders and flag any frame that changed.", "quote": "before you render, `look` draws every frame twice in two shuffled orders and names any frame that changed", "flags": [], "proof_score": 89, "source": {"url": "https://x.com/Asteri_eth/status/2115758546067349910", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 68, "bookmarks": 52, "views": 3329}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 72, "type": "technique", "value": 3, "advice": "Keep the whole film in one small source file with tracks of clips.", "quote": "one film.html with tracks of clips", "flags": [], "proof_score": 89, "source": {"url": "https://x.com/Asteri_eth/status/2115758546067349910", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 68, "bookmarks": 52, "views": 3329}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 73, "type": "technique", "value": 3, "advice": "Ship the editable project so it runs with three commands: install, preview, render.", "quote": "the ZIP is the useful one. three commands and it's running:", "flags": [], "proof_score": 512, "source": {"url": "https://x.com/Asteri_eth/status/2115496727893410053", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-28", "likes": 257, "bookmarks": 370, "views": 13101}, "also": [{"url": "https://x.com/HelloVyom/status/2083177539816837559", "author": "@HelloVyom", "followers": 12149, "date": "2026-07-31", "likes": 598, "bookmarks": 1477, "views": 84257}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 74, "type": "rule", "value": 2, "advice": "Generate meshes, textures and sounds in code rather than shipping downloaded asset files.", "quote": "If it isn't generated by your own code, it doesn't ship.", "flags": [], "proof_score": 1860, "source": {"url": "https://x.com/HelloVyom/status/2083177539816837559", "author": "@HelloVyom", "followers": 12149, "date": "2026-07-31", "likes": 598, "bookmarks": 1477, "views": 84257}, "also": [{"url": "https://x.com/AIandDesign/status/2117377656878665834", "author": "@AIandDesign", "followers": 18464, "date": "2026-11-02", "likes": 246, "bookmarks": 195, "views": 9018}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 75, "type": "rule", "value": 3, "advice": "Keep live footage in the host project, not inside the reusable block.", "quote": "keep live footage in the host", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/hf.yt-vertical-fill", "card": "Vertical Media Filler", "kind": "component", "publisher": "hyperframes", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/registry/blocks/yt-vertical-fill", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 76, "type": "technique", "value": 3, "advice": "Make a template reusable by pointing its config.json at new content.", "quote": "Point config.json at any catalog.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/varg.card-catalog-explainer", "card": "Card Catalog Explainer", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/card-catalog-explainer", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 77, "type": "technique", "value": 2, "advice": "Render template variables per data row, deterministically, to make many versions from one template.", "quote": "Template variables rendered per row, deterministic", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/make-personalized-videos-at-scale", "card": "How to make personalized videos at scale with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 78, "type": "technique", "value": 3, "advice": "Keep each stage's artifact: song map with beats and word timings, beat-grid storyboard, QA'd scenes, frame-exact cut.", "quote": "song map with beats and word timings, a beat-grid storyboard, Seedance scenes with QA, a frame-exact cut on the song", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/component/varg.music-video", "card": "varg Music Video", "kind": "component", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/code2video-templates/tree/main/varg-music-video", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 79, "type": "tool", "value": 3, "advice": "Store the edit as an OpenTimelineIO timeline, the interchange format with EDL, FCPXML and AAF adapters.", "quote": "interchange format and API for editorial timelines (EDL, FCPXML, AAF adapters)", "flags": [], "proof_score": 1020, "source": {"url": "https://varg.ai/how-to/skills/opentimelineio", "card": "OpenTimelineIO", "kind": "skill", "publisher": "Academy Software Foundation", "installs": null, "stars": 2041, "source_post_stats": null, "repo": "https://github.com/AcademySoftwareFoundation/OpenTimelineIO", "license": "Apache-2.0"}, "also": [{"url": "https://x.com/deedydas/status/2104957026199900220", "author": "@deedydas", "followers": 261658, "date": "2026-09-29", "likes": 2099, "bookmarks": 4381, "views": 159803}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 80, "type": "tool", "value": 3, "advice": "Keep the cut as a Markdown transcript where deleting a line cuts the video.", "quote": "Edit video in a text editor: Whisper transcribes, you delete lines in Markdown, AutoCut cuts the video.", "flags": [], "proof_score": 3920, "source": {"url": "https://varg.ai/how-to/skills/autocut", "card": "AutoCut", "kind": "skill", "publisher": "Mu Li", "installs": null, "stars": 7841, "source_post_stats": null, "repo": "https://github.com/mli/autocut", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 81, "type": "tool", "value": 2, "advice": "Export selects and rough cuts as XML for FCP, Premiere or Resolve.", "quote": "builds selects, scenes and rough cuts from your footage library and exports XML for FCP, Premiere, Resolve", "flags": [], "proof_score": 306, "source": {"url": "https://varg.ai/how-to/skills/buttercut", "card": "ButterCut", "kind": "skill", "publisher": "TubeSalt (barefootford)", "installs": null, "stars": 613, "source_post_stats": null, "repo": "https://github.com/barefootford/buttercut", "license": "custom (see repo)"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 82, "type": "technique", "value": 3, "advice": "Build in gated stages with every event pinned to a frame number.", "quote": "built in gated stages with every event pinned to a frame number", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/frame-accurate-launch-clip-remotion", "card": "Frame-Accurate Square Launch Clips in Remotion", "kind": "skill", "publisher": "JuniverseLi", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/JuniverseLi/motion-studio-skill/tree/main/motion-design-studio", "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 83, "type": "technique", "value": 2, "advice": "Lay the project out as clips or scenes before writing any frames.", "quote": "lay the video out as clips or scenes before writing any frames", "flags": [], "proof_score": 13800, "source": {"url": "https://varg.ai/how-to/skills/remotion-create", "card": "Remotion Create", "kind": "skill", "publisher": "Remotion", "installs": 218500, "stars": 5750, "source_post_stats": null, "repo": "https://github.com/remotion-dev/skills/tree/main/skills/remotion-create", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 84, "type": "technique", "value": 2, "advice": "Keep the video framework and all its packages on one matching version, skills included.", "quote": "Upgrade Remotion and every @remotion/* package to one matching version, skills included.", "flags": [], "proof_score": 12690, "source": {"url": "https://varg.ai/how-to/skills/remotion-upgrade", "card": "Remotion Upgrade", "kind": "skill", "publisher": "Remotion", "installs": 196300, "stars": 5750, "source_post_stats": null, "repo": "https://github.com/remotion-dev/skills/tree/main/skills/remotion-upgrade", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 85, "type": "technique", "value": 2, "advice": "Keep raw takes in one folder and have the agent write the result as final.mp4.", "quote": "Drop raw takes in a folder, chat with your agent, get final.mp4", "flags": [], "proof_score": 14990, "source": {"url": "https://varg.ai/how-to/skills/video-use", "card": "video-use", "kind": "skill", "publisher": "Browser Use", "installs": null, "stars": 29979, "source_post_stats": null, "repo": "https://github.com/browser-use/video-use", "license": "MIT"}, "also": [{"url": "https://x.com/369Serena/status/2072937232592195971", "author": "@369Serena", "followers": 17352, "date": "2026-07-03", "likes": 1200, "bookmarks": 1540, "views": 79126}, {"url": "https://x.com/Aygramm_/status/2116452376387203528", "author": "@Aygramm_", "followers": 6539, "date": "2026-10-31", "likes": 142, "bookmarks": 257, "views": 8746}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 86, "type": "technique", "value": 3, "advice": "Edit from the terminal over an organized file system instead of editor-app MCPs.", "quote": "all editing is moving to the terminal + organized file systems", "flags": [], "proof_score": 8383, "source": {"url": "https://x.com/Mho_23/status/2115187475802890348", "author": "@Mho_23", "followers": 34382, "date": "2026-10-27", "likes": 4046, "bookmarks": 6114, "views": 245802}, "also": [{"url": "https://x.com/ashebytes/status/2115216748857405926", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 87, "type": "technique", "value": 3, "advice": "Keep a folder of template reference videos you like for the agent to learn from.", "quote": "create a folder to start collecting \"template\" videos of people who have reels/long form snippets you like", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 88, "type": "check", "value": 3, "advice": "Put human checkpoints into the agent's edit run, for example to check color grading.", "quote": "with checkpoints for you to check color grading etc", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 89, "type": "technique", "value": 2, "advice": "Run the work as a fixed loop of stages from brief to export.", "quote": "brief → storyboard → scene → character → motion → voice → captions → music → assembly → export", "flags": [], "proof_score": 473, "source": {"url": "https://x.com/Y0urDumble/status/2117030430507401326", "author": "@Y0urDumble", "followers": 783, "date": "2026-11-01", "likes": 261, "bookmarks": 328, "views": 14081}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 90, "type": "technique", "value": 2, "advice": "Pull ready-made blocks into the project as editable source.", "quote": "Pull any of ~450 ready-made blocks into a video as editable source", "flags": [], "proof_score": 86532, "source": {"url": "https://varg.ai/how-to/skills/hyperframes-registry", "card": "HyperFrames Registry", "kind": "skill", "publisher": "HeyGen", "installs": 1000000, "stars": 73064, "source_post_stats": null, "repo": "https://github.com/heygen-com/hyperframes/tree/main/skills/hyperframes-registry", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 91, "type": "check", "value": 2, "advice": "Diagram the pipeline and compare before and after versions to see what was added, removed or rearranged.", "quote": "Compare before and after versions side by side to see what was added, removed, or rearranged", "flags": [], "proof_score": 1930, "source": {"url": "https://x.com/Voxyz_ai/status/2093677504179400946", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-08-29", "likes": 616, "bookmarks": 1560, "views": 61947}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 92, "type": "warning", "value": 2, "advice": "Expect far more takes than you keep: one 22-minute film kept 127 of 847 takes.", "quote": "847 takes generated, mostly 30-second multi-shot prompts, over 5 hours of footage. 127 clips made the cut.", "flags": [], "proof_score": 10355, "source": {"url": "https://x.com/CharlieDFilm/status/2098929162735997071", "author": "@CharlieDFilm", "followers": 4171, "date": "2026-09-13", "likes": 6040, "bookmarks": 6063, "views": 1271505}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 93, "type": "tool", "value": 2, "advice": "Review HTML and Markdown outputs in a local visual editor and leave comments for the agent.", "quote": "Leave comments for AI like a Google Doc", "flags": [], "proof_score": 5575, "source": {"url": "https://x.com/petergyang/status/2085006701984698712", "author": "@petergyang", "followers": 298515, "date": "2026-08-05", "likes": 2144, "bookmarks": 4185, "views": 317891}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 94, "type": "technique", "value": 5, "advice": "Update the skills at the end of each video once you reach a decent outcome.", "quote": "work with the agent driver on your videos and update the skills at the end of each process of getting a decent outcome", "flags": [], "proof_score": 1313, "source": {"url": "https://x.com/ashebytes/status/2115215620279263329", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, "also": [{"url": "https://x.com/anshuc/status/2081801979131818412", "author": "@anshuc", "followers": 17494, "date": "2026-07-27", "likes": 686, "bookmarks": 1246, "views": 57634}, {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}, {"url": "https://x.com/naometzger/status/2117313324576821613", "author": "@naometzger", "followers": 10295, "date": "2026-11-02", "likes": 1426, "bookmarks": 1958, "views": 94301}, {"url": "https://x.com/ashebytes/status/2115216345612894362", "author": "@ashebytes", "followers": 45332, "date": "2026-10-27", "likes": 591, "bookmarks": 973, "views": 44357}, {"url": "https://x.com/elvar_official/status/2116192984299344372", "author": "@elvar_official", "followers": 40323, "date": "2026-10-30", "likes": 3964, "bookmarks": 4469, "views": 340386}], "top10_rank": 6, "top3": true}
{"step": "10", "step_name": "GitHub", "n": 95, "type": "technique", "value": 3, "advice": "Publish the skill distilled from a project on GitHub so others can reuse it.", "quote": "The skill is \"blender-hardsurface\". You can find it in GitHub above.", "flags": [], "proof_score": 1647, "source": {"url": "https://x.com/anshuc/status/2081801979131818412", "author": "@anshuc", "followers": 17494, "date": "2026-07-27", "likes": 686, "bookmarks": 1246, "views": 57634}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 96, "type": "technique", "value": 4, "advice": "Have senior editors build one skill per edit style.", "quote": "Have your senior editor(s) build skills for each style", "flags": [], "proof_score": 6949, "source": {"url": "https://x.com/alexgoughcooper/status/2115076988327076296", "author": "@alexgoughcooper", "followers": 34587, "date": "2026-10-27", "likes": 2539, "bookmarks": 5137, "views": 542550}, "also": [{"url": "https://x.com/Mho_23/status/2115187475802890348", "author": "@Mho_23", "followers": 34382, "date": "2026-10-27", "likes": 4046, "bookmarks": 6114, "views": 245802}, {"url": "https://x.com/socialwithaayan/status/2105271130215064056", "author": "@socialwithaayan", "followers": 69392, "date": "2026-09-30", "likes": 626, "bookmarks": 1262, "views": 64462}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 97, "type": "technique", "value": 5, "advice": "Save every approved look as a reusable slash command so the style library grows.", "quote": "every good clip becomes a /command, so a library of looks grows.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116545733197541787", "card": "Slash-command motion styles reel built in Claude", "kind": "prompt", "publisher": "prayag_sonar", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": 1, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 98, "type": "prompt", "value": 4, "advice": "Write each saved look as a command file that takes the subject and a one-line brief as inputs.", "quote": "then write it as a command file /{STYLE_NAME} that takes {SUBJECT} and {ONE_LINE} as inputs.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2116545733197541787", "card": "Slash-command motion styles reel built in Claude", "kind": "prompt", "publisher": "prayag_sonar", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 99, "type": "check", "value": 5, "advice": "Test each skill you install or write against a run without it on the same request.", "quote": "Every time you install or write one, test it with this first:", "flags": [], "proof_score": 173, "source": {"url": "https://x.com/Voxyz_ai/status/2117372427714089436", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-11-02", "likes": 101, "bookmarks": 115, "views": 7488}, "also": [{"url": "https://varg.ai/how-to/skills/zenstory-drama-skills", "card": "Drama Skills (ZenStory)", "kind": "skill", "publisher": "ZenStory AI", "installs": 18834, "stars": 3388, "source_post_stats": null, "repo": "https://github.com/zenstory-ai/drama-skills", "license": "MIT"}, {"url": "https://varg.ai/how-to/prompts/x-2107507518817878117", "card": "Same one-line launch prompt, with and without a harness", "kind": "prompt", "publisher": "motion_so", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": 9, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 100, "type": "technique", "value": 4, "advice": "For your own skill, write down what still goes wrong, edit the skill file, and rerun the same request until nothing is wrong.", "quote": "If it's a skill I wrote, write down whatever A still gets wrong, edit the skill file directly, and rerun from step 2", "flags": [], "proof_score": 173, "source": {"url": "https://x.com/Voxyz_ai/status/2117372427714089436", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-11-02", "likes": 101, "bookmarks": 115, "views": 7488}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 101, "type": "technique", "value": 5, "advice": "Package the workflow as a plugin: one directory of skills, subagents, hooks and MCP servers installed as one unit.", "quote": "a plugin is one directory of skills, subagents, hooks and MCP servers that Claude Code installs and loads as a single unit.", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/thedelost/status/2117361587975492093", "author": "@thedelost", "followers": 5536, "date": "2026-11-02", "likes": 38, "bookmarks": 24, "views": 1259}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 102, "type": "technique", "value": 4, "advice": "Keep the setup in a plugin repo so one command rebuilds it on a new machine.", "quote": "a new machine, where one command rebuilds the entire setup", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/thedelost/status/2117361587975492093", "author": "@thedelost", "followers": 5536, "date": "2026-11-02", "likes": 38, "bookmarks": 24, "views": 1259}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 103, "type": "technique", "value": 3, "advice": "Commit .mcp.json with the plugin so everyone connects to the same servers.", "quote": ".mcp.json ships the servers, so the whole team connects to the same systems", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/thedelost/status/2117361587975492093", "author": "@thedelost", "followers": 5536, "date": "2026-11-02", "likes": 38, "bookmarks": 24, "views": 1259}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 104, "type": "technique", "value": 3, "advice": "Bump the plugin version to move every user to the new workflow at once.", "quote": "a version bump, where everyone moves at once", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/thedelost/status/2117361587975492093", "author": "@thedelost", "followers": 5536, "date": "2026-11-02", "likes": 38, "bookmarks": 24, "views": 1259}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 105, "type": "technique", "value": 3, "advice": "Ship reviewer subagents in the plugin's agents/ folder so they travel with the repo.", "quote": "agents/ ships the subagents, so your reviewers travel with the repo", "flags": [], "proof_score": 44, "source": {"url": "https://x.com/thedelost/status/2117361587975492093", "author": "@thedelost", "followers": 5536, "date": "2026-11-02", "likes": 38, "bookmarks": 24, "views": 1259}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 106, "type": "warning", "value": 4, "advice": "After adding a plugin marketplace, also run the plugin install command; the marketplace add alone installs nothing.", "quote": "on Claude Code it's two commands, the marketplace add on its own doesn't install anything:", "flags": [], "proof_score": 5050, "source": {"url": "https://x.com/DeRonin_/status/2100917158922387537", "author": "@DeRonin_", "followers": 120488, "date": "2026-09-18", "likes": 1759, "bookmarks": 3689, "views": 481610}, "also": [{"url": "https://x.com/thegreatest_sv/status/2112609040962359354", "author": "@thegreatest_sv", "followers": 10183, "date": "2026-10-20", "likes": 583, "bookmarks": 1134, "views": 47172}, {"url": "https://x.com/Slonski_rt/status/2115157313468436674", "author": "@Slonski_rt", "followers": 1399, "date": "2026-10-27", "likes": 57, "bookmarks": 44, "views": 3767}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 107, "type": "technique", "value": 4, "advice": "Keep each skill as one SKILL.md so dropping the repo into .claude/skills/ loads it automatically.", "quote": "every skill is one SKILL.md file. Drop the repo into .claude/skills/ and Claude Code picks them up automatically.", "flags": [], "proof_score": 10760, "source": {"url": "https://x.com/0xchewa/status/2076107957277008100", "author": "@0xchewa", "followers": 4457, "date": "2026-07-12", "likes": 3247, "bookmarks": 8538, "views": 598877}, "also": [{"url": "https://x.com/hurricodes/status/2116249260899397936", "author": "@hurricodes", "followers": 18152, "date": "2026-10-30", "likes": 48, "bookmarks": 30, "views": 2251}, {"url": "https://x.com/zodchiii/status/2115151887620350068", "author": "@zodchiii", "followers": 29501, "date": "2026-10-27", "likes": 332, "bookmarks": 445, "views": 38461}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 108, "type": "technique", "value": 4, "advice": "Test a skill in your own workflow before pushing its folder to GitHub.", "quote": "He built them for himself, tested them in his own workflow, then pushed the folder to GitHub", "flags": [], "proof_score": 10760, "source": {"url": "https://x.com/0xchewa/status/2076107957277008100", "author": "@0xchewa", "followers": 4457, "date": "2026-07-12", "likes": 3247, "bookmarks": 8538, "views": 598877}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 109, "type": "rule", "value": 3, "advice": "Keep the work as plain files on disk so the app that made them stays replaceable.", "quote": "your notes are files on your disk, the app is disposable", "flags": [], "proof_score": 10760, "source": {"url": "https://x.com/0xchewa/status/2076107957277008100", "author": "@0xchewa", "followers": 4457, "date": "2026-07-12", "likes": 3247, "bookmarks": 8538, "views": 598877}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 110, "type": "technique", "value": 4, "advice": "Write a precise one-line description for each skill; the agent sees only that until it loads the skill.", "quote": "It only sees each skill's one-line description until one fits the task, then loads that one.", "flags": [], "proof_score": 2241, "source": {"url": "https://x.com/Scenario_gg/status/2117286675693060430", "author": "@Scenario_gg", "followers": 23292, "date": "2026-11-02", "likes": 1047, "bookmarks": 1658, "views": 59912}, "also": [{"url": "https://x.com/Saboo_Shubham_/status/2116013734359703554", "author": "@Saboo_Shubham_", "followers": 123184, "date": "2026-10-30", "likes": 597, "bookmarks": 865, "views": 52811}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 111, "type": "technique", "value": 3, "advice": "Give a large skill set a lead skill that routes to the right specialist.", "quote": "The Blender, Maya and engine sets also have a lead skill that routes to the right specialist.", "flags": [], "proof_score": 2241, "source": {"url": "https://x.com/Scenario_gg/status/2117286675693060430", "author": "@Scenario_gg", "followers": 23292, "date": "2026-11-02", "likes": 1047, "bookmarks": 1658, "views": 59912}, "also": [{"url": "https://varg.ai/how-to/skills/remotion-best-practices", "card": "Remotion Best Practices", "kind": "skill", "publisher": "Remotion", "installs": 689600, "stars": 5750, "source_post_stats": null, "repo": "https://github.com/remotion-dev/skills/tree/main/skills/remotion-best-practices", "license": "MIT"}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 112, "type": "technique", "value": 3, "advice": "Lay out the skills repo as stages that each hand their work to the next.", "quote": "Each department passes its work to the next, taking one sketch all the way to a game-ready asset.", "flags": [], "proof_score": 2241, "source": {"url": "https://x.com/Scenario_gg/status/2117273548217524720", "author": "@Scenario_gg", "followers": 23292, "date": "2026-11-02", "likes": 1047, "bookmarks": 1658, "views": 59912}, "also": [{"url": "https://x.com/emmanuel_2m/status/2116188727579918358", "author": "@emmanuel_2m", "followers": 62310, "date": "2026-10-30", "likes": 3105, "bookmarks": 5541, "views": 192101}, {"url": "https://varg.ai/how-to/skills/shuohao-short-drama", "card": "Shuohao Short-Drama Skills", "kind": "skill", "publisher": "Wesley Wang", "installs": 1403, "stars": 5383, "source_post_stats": null, "repo": "https://github.com/eternityspring/shuohao-skills", "license": "Apache-2.0"}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 113, "type": "warning", "value": 4, "advice": "Read the SKILL.md before installing any skill with under 100 installs; a skill can hide a script.", "quote": "1 rule: a skill can hide a script. read the SKILL.md before you install anything with under 100 installs", "flags": [], "proof_score": 122, "source": {"url": "https://x.com/Slonski_rt/status/2115896156320677961", "author": "@Slonski_rt", "followers": 1399, "date": "2026-10-29", "likes": 113, "bookmarks": 60, "views": 5595}, "also": [{"url": "https://x.com/laobaishare/status/2108533494725103926", "author": "@laobaishare", "followers": 214696, "date": "2026-10-09", "likes": 1016, "bookmarks": 1673, "views": 89830}, {"url": "https://x.com/0xbobaaa/status/2116930103649112506", "author": "@0xbobaaa", "followers": 3121, "date": "2026-11-01", "likes": 272, "bookmarks": 330, "views": 14471}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 114, "type": "tool", "value": 2, "advice": "Install find-skills to search for skills, and install one only after you say yes.", "quote": "npx skills add vercel-labs/skills --skill find-skills", "flags": [], "proof_score": 122, "source": {"url": "https://x.com/Slonski_rt/status/2115896156320677961", "author": "@Slonski_rt", "followers": 1399, "date": "2026-10-29", "likes": 113, "bookmarks": 60, "views": 5595}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 115, "type": "tool", "value": 3, "advice": "Install a repo by giving Claude Code or Codex its link and asking it to set it up.", "quote": "Bazılarını Claude Code'a ya da Codex’e sadece bağlantısını verip kurmasını isteyerek kullanmaya başlayabilirsiniz.", "flags": [], "proof_score": 4576, "source": {"url": "https://x.com/theozguratillay/status/2117165062125215871", "author": "@theozguratillay", "followers": 1531, "date": "2026-11-02", "likes": 1689, "bookmarks": 3610, "views": 121665}, "also": [{"url": "https://x.com/tinkerlog/status/2115883771908038992", "author": "@tinkerlog", "followers": 163, "date": "2026-10-29", "likes": 94, "bookmarks": 12, "views": 2306}, {"url": "https://varg.ai/how-to/prompts/x-2109182449179836579", "card": "Animated SVG explainer: how Seedream 5.0 splits layers", "kind": "prompt", "publisher": "MengTo", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 116, "type": "tool", "value": 2, "advice": "Install a skills repo by copying its skills/ folder into ~/.claude/skills/.", "quote": "cp -R video-editor-skills/skills/* ~/.claude/skills/", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/RoundtableSpace/status/2116149368629735425", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-10-30", "likes": 191, "bookmarks": 198, "views": 41211}, "also": [{"url": "https://x.com/RoundtableSpace/status/2117236532482396349", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-02", "likes": 533, "bookmarks": 849, "views": 68917}, {"url": "https://x.com/RoundtableSpace/status/2117583820426019134", "author": "@RoundtableSpace", "followers": 271067, "date": "2026-11-03", "likes": 178, "bookmarks": 253, "views": 57062}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 117, "type": "technique", "value": 4, "advice": "Write the small decisions you make by hand into a skill so the agent can make them too.", "quote": "Benji wrote down the hundred small decisions he makes when he designs product UI by hand, so an agent can make them too", "flags": [], "proof_score": 7977, "source": {"url": "https://x.com/shannholmberg/status/2116957574008590445", "author": "@shannholmberg", "followers": 37522, "date": "2026-11-01", "likes": 2686, "bookmarks": 6386, "views": 247561}, "also": [{"url": "https://x.com/ScottyBeamIO/status/2116919908474789939", "author": "@ScottyBeamIO", "followers": 78454, "date": "2026-11-01", "likes": 219, "bookmarks": 289, "views": 18277}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 118, "type": "rule", "value": 4, "advice": "When turning a workflow into a skill, create the real skill files in the skills folder, not just a summary of steps.", "quote": "ห้ามเพียงสรุปขั้นตอน ให้สร้างไฟล์ Skill จริงไว้ในโฟลเดอร์ Skills ของ Codex เครื่องนี้", "flags": [], "proof_score": 3754, "source": {"url": "https://x.com/JarnYun/status/2105566395173945426", "author": "@JarnYun", "followers": 7924, "date": "2026-10-01", "likes": 1447, "bookmarks": 2694, "views": 336498}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 119, "type": "technique", "value": 3, "advice": "Give the skill modes that resume from assets that already exist, not only a full run from scratch.", "quote": "Process existing : มีรูปแล้ว ให้ Codex เอาไป QC + Upscale + ทำ Metadata/CSV ให้ต่อ", "flags": [], "proof_score": 3754, "source": {"url": "https://x.com/JarnYun/status/2105566395173945426", "author": "@JarnYun", "followers": 7924, "date": "2026-10-01", "likes": 1447, "bookmarks": 2694, "views": 336498}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 120, "type": "tool", "value": 2, "advice": "Use skill-creator to build a new skill from your workflow.", "quote": "ใช้ skill-creator สร้าง Codex Skill ใหม่ชื่อ:", "flags": [], "proof_score": 3754, "source": {"url": "https://x.com/JarnYun/status/2105566395173945426", "author": "@JarnYun", "followers": 7924, "date": "2026-10-01", "likes": 1447, "bookmarks": 2694, "views": 336498}, "also": [{"url": "https://x.com/Suryanshti777/status/2081761224241627420", "author": "@Suryanshti777", "followers": 44111, "date": "2026-07-27", "likes": 2143, "bookmarks": 4181, "views": 162565}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 121, "type": "technique", "value": 3, "advice": "Build a style skill by having the agent break down a creator's last 30 videos: sound effects, structure, copy and hooks.", "quote": "mandei decupar os ultimos 30 videos", "flags": [], "proof_score": 3921, "source": {"url": "https://x.com/gabrielbuzziv/status/2116507362483683386", "author": "@gabrielbuzziv", "followers": 15131, "date": "2026-10-31", "likes": 1764, "bookmarks": 2961, "views": 77810}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 122, "type": "skill", "value": 3, "advice": "Use Anthropic's brand-guidelines skill as a compact template for your own brand skill.", "quote": "a compact template for your own brand skill", "flags": [], "proof_score": 97519, "source": {"url": "https://varg.ai/how-to/skills/anthropic-brand-guidelines", "card": "Brand Guidelines", "kind": "skill", "publisher": "Anthropic", "installs": 110500, "stars": 183988, "source_post_stats": null, "repo": "https://github.com/anthropics/skills/tree/main/skills/brand-guidelines", "license": "Apache-2.0"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 123, "type": "technique", "value": 3, "advice": "Ship a style kit as JSON the agent reads plus an HTML preview.", "quote": "JSON your agent reads plus an HTML preview", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/cut30-agent-video-style-kit", "card": "Agent Video Style Kit", "kind": "skill", "publisher": "Cut30", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://cut30.co/guides/agent-video-style-kit", "license": "Cut30 terms: use and customize for personal or commercial videos, keep Cut30 attribution on the kit page"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 124, "type": "technique", "value": 3, "advice": "Keep an INDEX.md in the skill's references folder so the agent can pick styles from it.", "quote": "From the material layer in references/风格配方/INDEX.md, pick 3 styles that fit", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2109690569563746755", "card": "15 s animation in your pick of 35 art styles, via a skill", "kind": "prompt", "publisher": "Voxyz_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 125, "type": "rule", "value": 2, "advice": "Write skills to the shared Agent Skills standard, which other agent tools also load.", "quote": "a skill you skip today is one you will meet again in Cursor, Copilot and VS Code", "flags": ["unverified_claim"], "proof_score": 215, "source": {"url": "https://x.com/Klonzu/status/2116229628431925731", "author": "@Klonzu", "followers": 879, "date": "2026-10-30", "likes": 154, "bookmarks": 131, "views": 7245}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 126, "type": "skill", "value": 3, "advice": "Publish a finished skill to varg how to with varg-publish-skill: it is checked, shown to you and sent for review.", "quote": "Publish your agent skill to varg how to in the one card format: checked, shown to you, sent for review.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-publish-skill", "card": "Turn your agent skill into a varg how to listing", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/vargHQ/skills/tree/main/varg-publish-skill", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 127, "type": "technique", "value": 3, "advice": "When publishing a template to a gallery, ship its render, a preview clip and a frame-0 poster.", "quote": "publish renders, preview clips, frame-0 posters, shelves", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/varg-templates-section", "card": "Templates Gallery Ops", "kind": "skill", "publisher": "varg", "installs": null, "stars": null, "source_post_stats": null, "repo": "vargHQ", "license": "proprietary"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 128, "type": "technique", "value": 3, "advice": "Publish each demo with its original prompt and source so others can recreate it.", "quote": "Every demo comes with its original prompt and source post, so you can pick any one and try recreating it yourself.", "flags": [], "proof_score": 5572, "source": {"url": "https://x.com/hurricodes/status/2111531584037785970", "author": "@hurricodes", "followers": 18152, "date": "2026-10-17", "likes": 2644, "bookmarks": 3886, "views": 363503}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 129, "type": "technique", "value": 2, "advice": "Publish the full brief alongside the finished film.", "quote": "published the whole 16k-character brief", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2108370085178138694", "card": "30 s AI-model launch film rebuilt from a reference in code", "kind": "prompt", "publisher": "higgsfield_ai", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 130, "type": "technique", "value": 3, "advice": "Point the agent at a published video repo as the style reference for a new video.", "quote": "I'd like you to make a music video in a similar style to this one:", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/prompts/x-2103697580421181894", "card": "Animated music video for a Suno song, coded by Claude", "kind": "prompt", "publisher": "doubleunplussed", "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://x.com/donaldjewkes/status/2102801906573935057", "author": "@donaldjewkes", "followers": 12102, "date": "2026-09-23", "likes": 2393, "bookmarks": 5702, "views": 659177}, {"url": "https://x.com/Stiingy7/status/2116908888444305493", "author": "@Stiingy7", "followers": 54, "date": "2026-11-01", "likes": 18, "bookmarks": 15, "views": 441}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 131, "type": "check", "value": 2, "advice": "Check a framework's license before using it in company work.", "quote": "Check the license if you use it at a company.", "flags": [], "proof_score": 61, "source": {"url": "https://x.com/0xWroomie/status/2116924154284761146", "author": "@0xWroomie", "followers": 190, "date": "2026-11-01", "likes": 41, "bookmarks": 38, "views": 2125}, "also": [{"url": "https://x.com/DDJCXX/status/2116700727443882226", "author": "@DDJCXX", "followers": 21009, "date": "2026-11-01", "likes": 2009, "bookmarks": 3040, "views": 102144}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 132, "type": "technique", "value": 1, "advice": "When you publish a skill, ask users to star the repo so more people find it.", "quote": "If you find it useful, please consider starring the repo so more people can find it.", "flags": [], "proof_score": 17430, "source": {"url": "https://x.com/petergyang/status/2079943830024188105", "author": "@petergyang", "followers": 298515, "date": "2026-07-22", "likes": 6265, "bookmarks": 13099, "views": 1198614}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 133, "type": "technique", "value": 2, "advice": "Turn a PR or the repo's release notes into a short changelog video when you ship.", "quote": "Release notes, a PR or a GitHub repo turned into a short video for X or LinkedIn.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/turn-release-notes-into-a-changelog-video", "card": "How to turn release notes into a changelog video with AI", "kind": "how_to", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, "also": [{"url": "https://varg.ai/how-to/video/pr-video", "card": "Pull request to video", "kind": "video_type", "publisher": null, "installs": null, "stars": null, "source_post_stats": null, "repo": null, "license": null}, {"url": "https://varg.ai/how-to/skills/guizang-product-video", "card": "Guizang Product Video", "kind": "skill", "publisher": "Guizang", "installs": 416, "stars": 871, "source_post_stats": null, "repo": "https://github.com/op7418/guizang-product-video-skill", "license": "AGPL-3.0"}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 134, "type": "data_stream", "value": 3, "advice": "Mine awesome-opus5-5-videos for the prompts behind code-made videos, each linked to its post.", "quote": "703 prompts for motion graphics videos Claude Code writes as code (explainers, 3D, games), each linked to its post.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/awesome-opus-5-5-videos", "card": "How to make motion graphics videos with Claude Code", "kind": "skill", "publisher": "yihui-dev", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/yihui-dev/awesome-opus5-5-videos", "license": "MIT"}, "also": [{"url": "https://x.com/tinkerlog/status/2115883771908038992", "author": "@tinkerlog", "followers": 163, "date": "2026-10-29", "likes": 94, "bookmarks": 12, "views": 2306}, {"url": "https://x.com/RodmanAi/status/2117540681556328773", "author": "@RodmanAi", "followers": 35185, "date": "2026-11-03", "likes": 106, "bookmarks": 145, "views": 6270}, {"url": "https://x.com/socialwithaayan/status/2105271130215064056", "author": "@socialwithaayan", "followers": 69392, "date": "2026-09-30", "likes": 626, "bookmarks": 1262, "views": 64462}, {"url": "https://x.com/theozguratillay/status/2117165062125215871", "author": "@theozguratillay", "followers": 1531, "date": "2026-11-02", "likes": 1689, "bookmarks": 3610, "views": 121665}, {"url": "https://x.com/Voxyz_ai/status/2113284251386851617", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-22", "likes": 116, "bookmarks": 214, "views": 8426}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 135, "type": "check", "value": 2, "advice": "Add a delivery script that rejects a film where almost nothing moves.", "quote": "its delivery script rejects any film where almost nothing moves", "flags": [], "proof_score": 5064, "source": {"url": "https://x.com/Voxyz_ai/status/2109690569563746755", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-12", "likes": 2102, "bookmarks": 3761, "views": 251779}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 136, "type": "technique", "value": 2, "advice": "Compare versions of the harness on the same task and merge only what worked.", "quote": "A Harness Composer compares how each version behaved and merges what worked into the final harness", "flags": [], "proof_score": 652, "source": {"url": "https://x.com/N01ennn/status/2116233378215411919", "author": "@N01ennn", "followers": 9458, "date": "2026-10-30", "likes": 323, "bookmarks": 471, "views": 19167}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 137, "type": "warning", "value": 4, "advice": "Don't store videos and other large files as ordinary Git blobs; the repository becomes slow and expensive.", "quote": "Store everything as ordinary Git blobs and repositories become slow and expensive.", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/haipingfu/status/2094863027682386215", "author": "@haipingfu", "followers": 917, "date": "2026-09-01", "likes": 223, "bookmarks": 208, "views": 15823}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 138, "type": "tool", "value": 4, "advice": "Keep compact pointers in git and write large media as chunked, deduplicated files to an object-storage bucket, as Crab does without an LFS server.", "quote": "Git stores compact pointers, while Crab splits large files into content-defined chunks, deduplicates and packs them, and writes them directly to the same object-storage bucket as the repository.", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/haipingfu/status/2094863027682386215", "author": "@haipingfu", "followers": 917, "date": "2026-09-01", "likes": 223, "bookmarks": 208, "views": 15823}, "also": [{"url": "https://x.com/haipingfu/status/2088094597604085953", "author": "@haipingfu", "followers": 917, "date": "2026-08-14", "likes": 183, "bookmarks": 163, "views": 15332}, {"url": "https://x.com/haipingfu/status/2094901418318827872", "author": "@haipingfu", "followers": 917, "date": "2026-09-01", "likes": 223, "bookmarks": 208, "views": 15823}, {"url": "https://x.com/haipingfu/status/2094990295511478326", "author": "@haipingfu", "followers": 917, "date": "2026-09-01", "likes": 223, "bookmarks": 208, "views": 15823}], "top10_rank": 10, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 139, "type": "warning", "value": 3, "advice": "Don't just move large files somewhere outside git with no pointers; you lose one exact, branchable history.", "quote": "Move large files elsewhere and you lose Git’s biggest advantage: one exact, branchable history.", "flags": [], "proof_score": 335, "source": {"url": "https://x.com/haipingfu/status/2094863027682386215", "author": "@haipingfu", "followers": 917, "date": "2026-09-01", "likes": 223, "bookmarks": 208, "views": 15823}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 140, "type": "warning", "value": 3, "advice": "Don't commit large files planning to delete them later: a repo can stay enormous after they leave the latest version.", "quote": "why can a repository become enormous even after developers delete large files from the latest version?", "flags": [], "proof_score": 14, "source": {"url": "https://x.com/KrishnaBuildsAI/status/2116900579926786232", "author": "@KrishnaBuildsAI", "followers": 1908, "date": "2026-11-01", "likes": 26, "bookmarks": 0, "views": 1086}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 141, "type": "rule", "value": 4, "advice": "Block secret files in the harness: add Read(**/.env) and Read(**/.env.*) to the permissions deny list in ~/.claude/settings.json.", "quote": "Block secret files in the harness, not just the prompt.", "flags": [], "proof_score": 173, "source": {"url": "https://x.com/LimestoneHQ/status/2116082213016273313", "author": "@LimestoneHQ", "followers": 13239, "date": "2026-10-30", "likes": 58, "bookmarks": 125, "views": 18835}, "also": [{"url": "https://x.com/LimestoneHQ/status/2116082200471118212", "author": "@LimestoneHQ", "followers": 13239, "date": "2026-10-30", "likes": 11, "bookmarks": 17, "views": 824}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 142, "type": "technique", "value": 3, "advice": "Start in plan mode so Claude Code holds edits until you approve them.", "quote": "Start in plan mode: claude --permission-mode plan, or press Shift+Tab until it shows. Claude Code holds edits until you approve.", "flags": [], "proof_score": 173, "source": {"url": "https://x.com/LimestoneHQ/status/2116082213016273313", "author": "@LimestoneHQ", "followers": 13239, "date": "2026-10-30", "likes": 58, "bookmarks": 125, "views": 18835}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 143, "type": "rule", "value": 3, "advice": "Have the agent work only on files git tracks, so .gitignore holds and generated files and build output are skipped.", "quote": "Map only files git tracks (git ls-files), so .gitignore holds. Skip vendored, generated, build output, lockfiles and minified files.", "flags": [], "proof_score": 23, "source": {"url": "https://x.com/LimestoneHQ/status/2116082200471118212", "author": "@LimestoneHQ", "followers": 13239, "date": "2026-10-30", "likes": 11, "bookmarks": 17, "views": 824}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 144, "type": "technique", "value": 4, "advice": "Keep one .md file per stage in the repo: brief, style, storyboard, motion, sound and render.", "quote": "Eight .md files that turn Claude Code + Remotion into a launch-film studio: brief, style, storyboard, motion, sound, render.", "flags": [], "proof_score": 0, "source": {"url": "https://varg.ai/how-to/skills/opus-5-5-motion-studio-harness", "card": "Opus 5.5 Motion Studio Harness", "kind": "skill", "publisher": "beamnxw", "installs": null, "stars": null, "source_post_stats": null, "repo": "https://github.com/beamnxw/my_works/blob/main/opus55-motion-studio-harness.zip", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 145, "type": "technique", "value": 4, "advice": "Ship a remixable template as one example file whose copy, palette and timing sit in constants at the top.", "quote": "in the UI morph a single render(t) draws every frame from the timeline time, and copy, palette and timing sit in constants at the top.", "flags": [], "proof_score": 119, "source": {"url": "https://x.com/Asteri_eth/status/2115870118475440307", "author": "@Asteri_eth", "followers": 3340, "date": "2026-10-29", "likes": 78, "bookmarks": 76, "views": 3897}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 146, "type": "technique", "value": 3, "advice": "Write outputs to dist/ with names that carry project and spec, e.g. dist/<PROJECT>_Master_1080p60.mp4 beside dist/index.html.", "quote": "ONE automated 3-minute (`180.000s`, `10,800` frames) `1920x1080` `60fps` CRF-14 MP4 master film (`dist/<PROJECT>_Master_1080p60.mp4`).", "flags": [], "proof_score": 98, "source": {"url": "https://x.com/IamEmily2050/status/2117438054478786620", "author": "@IamEmily2050", "followers": 49235, "date": "2026-11-03", "likes": 51, "bookmarks": 68, "views": 4297}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 147, "type": "technique", "value": 3, "advice": "Keep prompts in a data file with a prompt_partial flag, and build only from entries whose full prompt is known.", "quote": "For the other 207, the creator shared only part of the prompt, and the file says so.", "flags": [], "proof_score": 280, "source": {"url": "https://x.com/Voxyz_ai/status/2113284251386851617", "author": "@Voxyz_ai", "followers": 27685, "date": "2026-10-22", "likes": 116, "bookmarks": 214, "views": 8426}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 148, "type": "technique", "value": 3, "advice": "Package each skill as a folder holding SKILL.md, human docs, references and template assets.", "quote": "each skill packages a SKILL.md, human docs, references, and template assets", "flags": [], "proof_score": 99, "source": {"url": "https://x.com/DanKornas/status/2114076072946102644", "author": "@DanKornas", "followers": 100742, "date": "2026-10-24", "likes": 56, "bookmarks": 68, "views": 3483}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 149, "type": "technique", "value": 3, "advice": "Ship skills with the scripts that call the tools directly, alongside their strategy files.", "quote": "40+ strategy files, 39 Python scripts hitting the platforms directly.", "flags": [], "proof_score": 4019, "source": {"url": "https://x.com/MichLieben/status/2071724458017214604", "author": "@MichLieben", "followers": 13395, "date": "2026-06-29", "likes": 1203, "bookmarks": 3148, "views": 269813}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 150, "type": "technique", "value": 3, "advice": "Set up GitHub Actions to build every release artifact on each release tag, using cloud runners for platform-specific builds.", "quote": "set up GitHub Actions to build every installer on each release tag", "flags": [], "proof_score": 1466, "source": {"url": "https://x.com/0xMovez/status/2116538107017212194", "author": "@0xMovez", "followers": 47109, "date": "2026-10-31", "likes": 715, "bookmarks": 905, "views": 203338}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 151, "type": "rule", "value": 3, "advice": "When building on an open-source project, keep its license and copyright headers and credit the original.", "quote": "Keep the license, the copyright headers and", "flags": [], "proof_score": 1466, "source": {"url": "https://x.com/0xMovez/status/2116538112327266402", "author": "@0xMovez", "followers": 47109, "date": "2026-10-31", "likes": 715, "bookmarks": 905, "views": 203338}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 152, "type": "check", "value": 2, "advice": "Put automated checks into GitHub Actions or GitLab CI so they run on every release.", "quote": "Lo metes en GitHub Actions o GitLab CI y se ejecuta solo en cada release", "flags": [], "proof_score": 4993, "source": {"url": "https://x.com/silvanrec/status/2115065149388120531", "author": "@silvanrec", "followers": 66609, "date": "2026-10-27", "likes": 2493, "bookmarks": 3464, "views": 282738}, "also": [{"url": "https://x.com/nicos_ai/status/2116887016948236416", "author": "@nicos_ai", "followers": 90644, "date": "2026-11-01", "likes": 514, "bookmarks": 575, "views": 49970}, {"url": "https://x.com/angeldot_/status/2115071735280095254", "author": "@angeldot_", "followers": 127061, "date": "2026-10-27", "likes": 352, "bookmarks": 364, "views": 28148}, {"url": "https://x.com/marcusyul/status/2115431468709433349", "author": "@marcusyul", "followers": 552140, "date": "2026-10-28", "likes": 353, "bookmarks": 257, "views": 34462}, {"url": "https://x.com/ChrisSlacker/status/2115356453192303041", "author": "@ChrisSlacker", "followers": 44786, "date": "2026-10-28", "likes": 161, "bookmarks": 163, "views": 10126}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 153, "type": "technique", "value": 2, "advice": "Speed up CI with caching, test selection, sharding and a shorter critical path before buying faster runners.", "quote": "The other 203 are changes to caching, test selection, sharding, setup and the critical path.", "flags": [], "proof_score": 277, "source": {"url": "https://x.com/yonasbe/status/2115887194355421270", "author": "@yonasbe", "followers": 2340, "date": "2026-10-29", "likes": 112, "bookmarks": 203, "views": 17620}, "also": [{"url": "https://x.com/yonasbe/status/2115887195982807189", "author": "@yonasbe", "followers": 2340, "date": "2026-10-29", "likes": 112, "bookmarks": 203, "views": 17620}, {"url": "https://x.com/yonasbe/status/2115887197677289515", "author": "@yonasbe", "followers": 2340, "date": "2026-10-29", "likes": 112, "bookmarks": 203, "views": 17620}], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 154, "type": "tool", "value": 2, "advice": "Self-host a GitHub Actions runner in Docker with a local cache server when hosted minutes run short.", "quote": "我把 actions/runner 塞进了 Docker，开源了一套自建方案：", "flags": [], "proof_score": 14, "source": {"url": "https://x.com/xiqingongzi/status/2116869899738083775", "author": "@xiqingongzi", "followers": 10277, "date": "2026-11-01", "likes": 11, "bookmarks": 7, "views": 1564}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 155, "type": "tool", "value": 2, "advice": "Render Remotion code to MP4 in the cloud when there is no local Remotion setup.", "quote": "Render React/Remotion component code to MP4 in the cloud, without a local Remotion setup.", "flags": [], "proof_score": 391, "source": {"url": "https://varg.ai/how-to/skills/inference-sh-remotion-render", "card": "Remotion Render (inference.sh)", "kind": "skill", "publisher": "inference.sh", "installs": 14, "stars": 781, "source_post_stats": null, "repo": "https://github.com/inference-sh/skills/tree/main/tools/video/remotion-render", "license": "MIT"}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 156, "type": "technique", "value": 3, "advice": "Build and refine one scene first, then carry its direction through the rest of the reel.", "quote": "build one scene first, refine the direction, then carry it through the reel", "flags": [], "proof_score": 626, "source": {"url": "https://x.com/beamnxw/status/2111425771193434363", "author": "@beamnxw", "followers": 14694, "date": "2026-10-17", "likes": 372, "bookmarks": 417, "views": 22516}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 157, "type": "warning", "value": 3, "advice": "Check the diff after each agent task; a small request can come back as dozens of changed files with test assertions deleted.", "quote": "Came back to 42 modified files, 2,800 lines of diff, an unprompted Pydantic v2 upgrade, and test assertions quietly deleted to hide broken routes.", "flags": [], "proof_score": 9, "source": {"url": "https://x.com/PatchOnChain/status/2116995297561952610", "author": "@PatchOnChain", "followers": 2029, "date": "2026-11-01", "likes": 14, "bookmarks": 1, "views": 972}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 158, "type": "technique", "value": 3, "advice": "Store sound effects as code recipes instead of samples, so length, pitch and apex stay editable.", "quote": "the sounds aren't samples. they're recipes. change length, pitch or apex and they", "flags": [], "proof_score": 35, "source": {"url": "https://x.com/Asteri_eth/status/2117629600901534024", "author": "@Asteri_eth", "followers": 3340, "date": "2026-11-03", "likes": 26, "bookmarks": 21, "views": 631}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 159, "type": "technique", "value": 2, "advice": "Log issues found during a step against that step instead of rewriting the spec.", "quote": "Issues spotted during implementation do not cause spec to be updated, but rather logged by implementation step.", "flags": [], "proof_score": 484, "source": {"url": "https://x.com/sermakarevich/status/2113696912356340167", "author": "@sermakarevich", "followers": 1439, "date": "2026-10-23", "likes": 213, "bookmarks": 364, "views": 13347}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 160, "type": "tool", "value": 2, "advice": "Use obsidian-git for version history and automatic backup of notes.", "quote": "obsidian-git: version history and automatic backup for every note", "flags": [], "proof_score": 196, "source": {"url": "https://x.com/imryven/status/2117357075051229508", "author": "@imryven", "followers": 2289, "date": "2026-11-02", "likes": 104, "bookmarks": 137, "views": 6821}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 161, "type": "warning", "value": 2, "advice": "Keep the video as an editable multi-track project so one wrong number or bad shot does not force a full regeneration.", "quote": "And suddenly you’re looking at another full generation.", "flags": ["promo"], "proof_score": 225, "source": {"url": "https://x.com/MrOnsase/status/2098388358955176081", "author": "@MrOnsase", "followers": 63446, "date": "2026-09-11", "likes": 160, "bookmarks": 50, "views": 95304}, "also": [], "top10_rank": null, "top3": false}
{"step": "10", "step_name": "GitHub", "n": 162, "type": "tool", "value": 2, "advice": "Use claude-code-action to run the agent inside your GitHub repo.", "quote": "claude-code-action -> the agent in your repo", "flags": [], "proof_score": 649, "source": {"url": "https://x.com/zodchiii/status/2115151887620350068", "author": "@zodchiii", "followers": 29501, "date": "2026-10-27", "likes": 332, "bookmarks": 445, "views": 38461}, "also": [], "top10_rank": null, "top3": false}