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TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
← All 320 Atomic Work Queues STAGE 206 OF 320 rux_harness_benchmark_audit Async enhancement

Jacobian Priority & Goodhart Guard (aq206_rank_jacobian_tasks_and_detect_goodhart_0call)

Ranks candidate tasks by Jacobian sensitivity dKPI/dCost and triggers Goodhart metric-gaming alerts whenever proxy velocity diverges from counterfactual holdout quality.

dKPI/dTask SensitivityProxy-vs-Holdout DivergencePaired Gates A+B
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

Jacobian sensitivity ranker & proxy-holdout divergence detector (0 calls)

Substrate: db_atomic · p99 Claim Target: ≤ 4 ms · Phase: 201 - 220 V42..V50 Epistemic Forager, FF1 FPE, BotFabric Homeostat, R-WoM/Futarchy, GoodNodes & SoftRules

AI Agent (1..6)

Model-Guided Escalation & Synthesis Role

Counterfactual holdout curator & orthogonal Gate-B 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/aq206_rank_jacobian_tasks_and_detect_goodhart_0call/enqueue
{
  "queue_category": "rux_harness_benchmark_audit",
  "priority": 80,
  "payload": { "stage": "206", "objective": "Jacobian Priority & Goodhart Guard" }
}
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