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TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
← All 320 Atomic Work Queues STAGE 184 OF 320 rux_harness_benchmark_audit Async enhancement

Threshold Calibration (aq184_calibrate_dynamic_public_good_thresholds)

Calibrates admission (default 70.0), exemplar (85.0), probationary (55.0), and hysteresis (+/-3.0) cutoffs at thresholds.teleon.dev against fleet capacity and holdout precision.

Capacity-Aware CutoffsBenign-Twin FDR CheckOperator Controls
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

Quantile & conformal benign-twin cutoff calibrator (0 model calls)

Substrate: db_atomic · p99 Claim Target: ≤ 6 ms · Phase: 181 - 186 Public Good 0..100 7-Scale Classifier, Knockouts, Schmitt Thresholds & WSJF Fast-Lane

AI Agent (1..6)

Model-Guided Escalation & Synthesis Role

Public-good rubric precision & recall reviewer

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

Enforced Category State Machine: rux_harness_benchmark_audit

Commit Invariant: Enforces identical tool/prompt scaffold parity across models on uncontaminated holdouts and flags scaffold inflation whenever retry budgets or custom wrappers diverge.

Architectural Problem Solved: Separates genuine model or substrate lift from benchmark-specific scaffold gaming.

POST https://api.teleon.dev/v1/tenants/:tenantId/queues/aq184_calibrate_dynamic_public_good_thresholds/enqueue
{
  "queue_category": "rux_harness_benchmark_audit",
  "priority": 80,
  "payload": { "stage": "184", "objective": "Threshold Calibration" }
}
← Stage 183: Schmitt Threshold Bands View in Single-Page Master Blueprint Stage 185: Public Good WSJF Fast-Lane →