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visible-proof

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clipcurator / ugc-video-first-frame-caption-fatigue-refresh-ledger

Ledger for UGC video first-frame caption fatigue, hook promises, visible proof, claim rotation, variant history, and refresh actions.

video-editing ugc-video recapo first-frame hook-promises caption-fatigue claim-rotation visible-proof

Updated Jul 25, 2026

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