Implement closed-loop workspace follow-ups

2026-07-15 23:48:12 +04:00
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+# Capability accretion
+
+Make run N+1 better through deterministic, replay-safe facts mined from validated prior runs—not model training or mutable hidden memory.
+
+Promote a validated failure-to-fix pair by a reusable class key: gate, evaluator/toolchain kind, and normalized failure fingerprint. Store a reference to the validated fix artifact/diff and the evidence that it passed.
+
+1. Extend the concept rails to retain `classKey`, `fixRef`, confidence, and contradiction state.
+2. Deliver high-confidence facts deterministically at plan compilation (contract/gate tightening) or as a bounded stage instruction. L3 remains an instance-recall fallback.
+3. Mine positive patterns separately: successful plan shapes, resolved commands, and useful retrievals.
+4. Revoke or decay facts when later recorded evidence contradicts them.
+
+Every promotion and delivery is event-derived and recorded; replay never re-mines live state.