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TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
← All 320 Atomic Work Queues STAGE 28 OF 320 muscle_memory_induction Async enhancement

Sister 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 Pattern MineHoldout GatePromote 0-Call Code
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

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

AI Agent (1..6)

Model-Guided Escalation & Synthesis Role

Deterministic replacement engine author

5-Role Component Pod: 0-Call Slot / Solver + OpenSearch / Split-Supervisor (≤4k tok) / Diagnostic Repair + Twin Shim / CPOP + Sister Distiller.

Enforced Category State Machine: muscle_memory_induction

Commit 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
{
  "queue_category": "muscle_memory_induction",
  "priority": 80,
  "payload": { "stage": "28", "objective": "Sister 0-Call Distill" }
}
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