refresh-decisions

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Ledger for UGC video first-frame caption proof, hook rotation, fatigue signals, promise checks, and refresh decisions.

Ledger for UGC video hook caption proof, claim rotation, first-frame evidence, fatigue signals, and refresh decisions.

Map for UGC video first-frame proof, hook fatigue, caption claims, variant rotation, evidence gaps, and refresh decisions.

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