0-Call Engine & Verification Slot
Trace clusterer & shadow holdout evaluator
Substrate: db_atomic · p99 Claim Target: ≤ 6 ms · Phase: 25 - 28 Capacity, Scenarios, Outreach Gates & 0-Call Distill
aq28_sister_distill)Mines recurring multi-call agent traces across sq01..sq18 and crystallizes proven patterns into 0-call deterministic engines.
Trace clusterer & shadow holdout evaluator
Substrate: db_atomic · p99 Claim Target: ≤ 6 ms · Phase: 25 - 28 Capacity, Scenarios, Outreach Gates & 0-Call Distill
Deterministic replacement engine author
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.
POST https://api.teleon.dev/v1/tenants/:tenantId/queues/aq28_sister_distill/enqueue
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