Enforce an anti-polish pipeline for generating phone-real UGC videos.
npx skills add https://github.com/TheMattBerman/scrollclaw --skill scrollclaw-system
Please help me install this Agent Skill. Skill: _scrollclaw-system Source: https://github.com/TheMattBerman/scrollclaw/tree/main/_system Command: npx skills add https://github.com/TheMattBerman/scrollclaw --skill scrollclaw-system
ScrollClaw prevents AI-generated UGC from looking like polished ads by enforcing an anti-polish pipeline: real persona language, phone-real first frames, handheld energy, authentic audio, and strict post-production order.
Tell the system you are making a UGC video for a specific brand and specify which format goal you want (review, demo, authority, transformation, or faceless hot take), and then follow the pipeline order from brand setup through scoring.
High-intent search queries and answers about installing and using this skill.
To make AI-generated UGC look like real phone-taken videos, use an anti-polish pipeline that enforces real persona language, handheld energy, and authentic audio to prevent the content from looking like a polished ad.
Keeping the same creator identity across multiple AI video clips requires creator identity locking using canonical first-frame references and reusable profiles, preventing identity drift during i2v animation.
Selecting the right UGC video format for your conversion goal requires format routing based on content intent, choosing between Talking Head, Hook Face + Demo, Podcast Clip, Wall of Text, or Visual Transformation formats.
AI UGC content drifts after stitching when strict pipeline ordering is ignored, specifically when post-production guardrails are bypassed or text-to-video is used for established creators instead of canonical i2v.
You should add captions during the post-production phase of the AI video production pipeline, strictly after stitching is complete, as captioning before post-production is a documented anti-pattern guardrail.
Persona-first scripting for UGC videos mines real customer language before production starts, ensuring the script sounds like an authentic buyer rather than a copywriter, maintaining anti-polish standards.
TheMattBermanMine competitor reviews for customer language and generate format-enforced UGC scripts.
TheMattBermanScore UGC candidate videos on seven virality criteria with a 70+ go/no-go gate.
AutisticAFGenerate an XCUITest screenshot pipeline with localized captions and device frames.
creatify-aiCreate AI talking-head avatar videos with script, persona, and API automation.
