0-Call Engine & Verification Slot
Property-test, schema-validator & holdout-split compiler
Substrate: db_atomic · p99 Claim Target: ≤ 3 ms · Phase: 37 - 40 Generate Evaluations & Generalized Domain Task Units
Generate Evaluation (aq37_generate_evaluation)
Synthesizes deterministic grading harnesses, golden fixtures, adversarial traps, and abstention holdouts for any task queue or capability.
Golden & Edge CasesExecutable GradingAbstain Holdout
Model-Guided Escalation & Synthesis Role
Adversarial benchmark & rubric designer
5-Role Component Pod: 0-Call Slot / Solver + OpenSearch / Split-Supervisor (≤4k tok) / Diagnostic Repair + Twin Shim / CPOP + Sister Distiller.
Enforced Category State Machine: abstention_proportionality_gate
Commit Invariant: Evaluates evidence_score against policy_threshold before intrusive inspection, camera escalation, or high-impact alerts, committing an immutable docket to Store S248 recording both why the system looked and why it held back.
Architectural Problem Solved: Eliminates surveillance creep, alert fatigue, and unlogged silent drops across civic safety, compliance, and trust-sensitive workflows.
POST https://api.teleon.dev/v1/tenants/:tenantId/queues/aq37_generate_evaluation/enqueue
{
"queue_category": "abstention_proportionality_gate",
"priority": 80,
"payload": { "stage": "37", "objective": "Generate Evaluation" }
}