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TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
← All 320 Atomic Work Queues STAGE 257 OF 320 rux_harness_benchmark_audit Async enhancement

Artifact Holdout-Lift Nutrition Labeler (aq257_artifact_nutrition_holdout_lift)

Computes paired (with_artifact - without_artifact) accuracy lift, token overhead, and sample size N on unseen holdouts for 7-state trust promotion.

Paired Holdout Lift7-State Trust GateStore S242..S244
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

Paired A/B holdout diff calculator & 7-state bitmask transition guard

Substrate: db_atomic · p99 Claim Target: ≤ 6 ms · Phase: 242 - 260 Specialized Modality, Formal Proof, 3D/CAD, Legal, EDGAR & Civic Queues

AI Agent (1..2)

Model-Guided Escalation & Synthesis Role

When-not-to-use failure boundary summarizer

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/aq257_artifact_nutrition_holdout_lift/enqueue
{
  "queue_category": "rux_harness_benchmark_audit",
  "priority": 80,
  "payload": { "stage": "257", "objective": "Artifact Holdout-Lift Nutrition Labeler" }
}
← Stage 256: Deterministic 8-File Working-Dir Packager View in Single-Page Master Blueprint Stage 258: SKOS Sibling Confusion-Boundary Repair →