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TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
← All 320 Atomic Work Queues STAGE 46 OF 320 pre_turn_contract_routing Async enhancement

Calibrate Self-Awareness (aq46_calibrate_self_awareness)

Maps exact capability reliability, calibration error, abstain precision, cost, and hardware readiness across models, harnesses, context packs, and engines.

pass@k & pass^k MapECE & Abstain Audit/can-i-run Check
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

Combinatorial pass@k/pass^k, ECE/Brier & /can-i-run VRAM calculator

Substrate: db_atomic · p99 Claim Target: ≤ 4 ms · Phase: 45 - 48 SCD2 Context Packs, Self-Awareness, Benchmarks & Jagged Frontier

AI Agent (1..6)

Model-Guided Escalation & Synthesis Role

Failure-taxonomy analyst & routing-prior auditor

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

Enforced Category State Machine: pre_turn_contract_routing

Commit Invariant: Routes compact <=2,048-byte L1 Contract Cards strictly prior to Turn 1 when task ambiguity or root-cause diagnostic risk is positive.

Architectural Problem Solved: Lifts multi-step investigative pass rates (0% -> 87.5% on diagnostic benchmarks) without mid-turn trajectory disruption.

POST https://api.teleon.dev/v1/tenants/:tenantId/queues/aq46_calibrate_self_awareness/enqueue
{
  "queue_category": "pre_turn_contract_routing",
  "priority": 80,
  "payload": { "stage": "46", "objective": "Calibrate Self-Awareness" }
}
← Stage 45: Suggest SCD2 Context Pack View in Single-Page Master Blueprint Stage 47: Benchmark Public & Custom →