aq226_muscle_memory_induction)Indexes 4-path SituationFingerprints (blk_dom, blk_io, blk_err, blk_lsh), filters INFRASTRUCTURE_INVALID blips, and promotes N>=3 verified episodes into 0-call reflexes.
4-path blocking key builder, episode counter & postcondition circuit breaker
Substrate: db_atomic · p99 Claim Target: ≤ 3 ms · Phase: 226 - 231 Dual-Resolution Muscle Memory, Fuzzy SimHash64 & Empirical Pareto Gates
Parameterized ESM/SQL deterministic procedure distiller
5-Role Component Pod: 0-Call Slot / Solver + OpenSearch / Split-Supervisor (≤4k tok) / Diagnostic Repair + Twin Shim / CPOP + Sister Distiller.
muscle_memory_inductionCommit Invariant: Computes 4-path SituationFingerprints (skeleton_hash + blk_dom/blk_io/blk_err/blk_lsh + effect_mask), blocks INFRASTRUCTURE_INVALID blips from semantic learning, promotes N>=3 independent verified episodes into 0-call deterministic reflexes, and trips a circuit-breaker on postcondition drift.
Architectural Problem Solved: Graduates repeated Agent-led (1+ calls) and Hybrid workflows into sub-millisecond 0-model-call procedural muscle memory without O(N^2) vector scans or brittle exact-string caches.
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