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← All 320 Atomic Work Queues STAGE 294 OF 320 rux_harness_benchmark_audit Async enhancement

Fleet Harvest: Frontier, Open-Weight & CPU/Edge Quantized LLMs (Verify) (aq294_catalog_harvest_llm_slm_2)

Discovers, normalizes, and benchmarks cloud LLMs and CPU/GGUF/OpenVINO/ONNX SLMs.

Context Hydrate3-Tier BilateralSWHID Gate
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

Tier-0 Schema, CAS & Rational Invariant Checker

Substrate: db_atomic · p99 Claim Target: ≤ 4 ms · Phase: 293 - 296 Cooperation, Psychometrics & Fleet Catalog Phase 9

Cloud Ollama / Muse (Tier 1..2)

Model-Guided Escalation & Synthesis Role

Hybrid Synthesizer, Negotiator & Blinded Evaluator

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/aq294_catalog_harvest_llm_slm_2/enqueue
{
  "queue_category": "rux_harness_benchmark_audit",
  "priority": 80,
  "payload": { "stage": "294", "objective": "Fleet Harvest: Frontier, Open-Weight & CPU/Edge Quantized LLMs (Verify)" }
}
← Stage 293: Situational Tact, Attunement, Trust Repair & Restraint Probe (Intake) View in Single-Page Master Blueprint Stage 295: Fleet Harvest: Vision/3D Spatial & Time-Series Foundation Models (Negotiate) →