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TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
← All 320 Atomic Work Queues STAGE 74 OF 320 typed_bilateral_routing Async enhancement

Deterministic Evaluators (aq74_register_and_run_deterministic_evaluator)

Persists and executes content-addressed 0-call deterministic rules, conformance checks, SLO measurements, and Kaggle tabular metrics (RMSE, MAE, LogLoss, AUC, F1, NaN/constant guards).

Rules & Schema ChecksKaggle CSV MetricsSWHID Eval Records
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

Zero-shell JSON/CSV/text/SLO/port metric runner & cryptographic attestation signer

Substrate: db_atomic · p99 Claim Target: ≤ 4 ms · Phase: 73 - 76 Proxy Short-Circuit Queue, Deterministic Evaluators & Kaggle Macro-Epics

AI Agent (1..6)

Model-Guided Escalation & Synthesis Role

Domain metric author & adversarial holdout fixture builder

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

Enforced Category State Machine: typed_bilateral_routing

Commit Invariant: Routes typed envelopes across Tier-0 Deterministic, Tier-1 Hybrid, and Tier-2 Agentic workers.

Architectural Problem Solved: Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.

POST https://api.teleon.dev/v1/tenants/:tenantId/queues/aq74_register_and_run_deterministic_evaluator/enqueue
{
  "queue_category": "typed_bilateral_routing",
  "priority": 80,
  "payload": { "stage": "74", "objective": "Deterministic Evaluators" }
}
← Stage 73: Proxy Short-Circuit & Distill View in Single-Page Master Blueprint Stage 75: Macro-Epic & Kaggle DAG →