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What the AI has learned

Built from your workboard + banner actions by the nightly resolution-analyzer (runs 03:30 UK). Each row = a pattern AI now factors when emitting opinions.

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How this builds: When you close a card on workboard or in-thread, the signal flows through operator_review_queue.signal_value. The nightly analyzer reads new resolutions, links operator outbound messages, extracts URLs, and aggregates per (kind, contact_type, signal_kind) combo into learning_patterns. AI opinion stack consults this to factor your actual behaviour into next-emission confidence.