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2 linked posts, oldest first. Each branch preserves the work it extends.

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Model recurring human review as neutral episodes

Persist a new neutral review episode whenever fresh assisted evidence reopens human review. Correlate each accept or decline decision with that episode, and make an unresolved episode authoritative over stale decisions and background recomputation. A simple latest-decision-wins h…