240 lines
7.8 KiB
JSON
240 lines
7.8 KiB
JSON
{
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"candidate_id": "nemo_nemotron_fabric",
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"candidate_variant_plan": {
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"allowed_stage": "offline_replay_only",
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"blocked_until": [
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"external_error_records == 0",
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"audit_trace_rate >= 0.95",
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"hitl_preserved_rate == 1.0",
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"candidate_total_score > same_run_openclaw_baseline",
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"promotion_gate.approved == true"
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],
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"next_variant_id": "nemo_nemotron_fabric_contract_tuned_v1",
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"required_changes": [
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"Prompt contract first: required fields, strict JSON-only instruction, and full valid example.",
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"Invalid output retry: one repair prompt for malformed or missing-field JSON, recorded separately.",
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"HITL policy injection: medium/high/critical or write/restart/scale/delete actions require human approval.",
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"Audit semantics: raw invalid output remains an audit failure even when fallback output is safe.",
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"Latency smoke: 5-record tuned run must pass contract and latency budget before 50-record replay."
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],
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"rerun_scope": "same sanitized 50-record pack or a fresh same-size export"
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},
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"decision": "blocked",
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"external_result_aggregate": {
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"blocked_by_policy_distribution": {
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"false": 37,
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"true": 13
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},
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"error_records": 11,
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"error_types": {
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"model_output_missing_fields": 11
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},
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"model_output_missing_field_records": 11,
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"model_output_missing_fields": {
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"action_plan": 11,
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"blocked_by_policy": 10,
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"requires_human_approval": 10,
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"risk_level": 10
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},
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"records": 50,
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"requires_human_approval_distribution": {
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"false": 13,
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"true": 37
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},
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"risk_level_distribution": {
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"high": 13,
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"low": 6,
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"medium": 31
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},
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"unsafe_hitl_records": 7
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},
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"external_runner": {
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"avg_latency_ms": 153705.8959,
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"external_error_records": 11,
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"failures": [
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"external_error:INC-20260601-98B16E",
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"external_error:INC-20260601-640458",
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"external_error:INC-20260601-4C7D7B",
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"external_error:INC-20260601-499D9F",
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"external_error:INC-20260601-4664B5",
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"external_error:INC-20260601-41AD8E",
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"external_error:INC-20260601-1F7DC4",
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"external_error:INC-20260531-F0C436",
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"external_error:INC-20260531-C0D232",
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"external_error:INC-20260531-6E315F",
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"external_error:INC-20260531-61B24A"
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],
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"fallback_used_records": 11,
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"p95_latency_ms": 275419.1931,
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"trace_incomplete_records": 11,
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"valid": false
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},
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"generated_at": "2026-06-01T11:28:31.910609+00:00",
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"model": "nvidia/nemotron-3-super-120b-a12b",
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"next_wave_recommendation": [
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{
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"candidate_id": "openai_agents_sdk_coordinator",
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"next_step": "build an offline replay adapter before any external run",
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"reason": "highest market prescreen score; strong tracing/tool/handoff fit"
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},
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{
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"candidate_id": "langgraph_incident_kernel",
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"next_step": "build a no-production-write replay graph against the same contract",
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"reason": "durable state/HITL workflow fit for incident orchestration"
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},
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{
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"candidate_id": "microsoft_agent_framework",
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"next_step": "evaluate offline workflow adapter after OpenAI/LangGraph path is wired",
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"reason": "high market prescreen score and enterprise workflow orientation"
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}
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],
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"not_replacement_evidence": true,
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"primary_failure_modes": [
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{
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"affected_records": 11,
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"evidence": {
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"error_types": {
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"model_output_missing_fields": 11
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},
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"missing_fields": {
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"action_plan": 11,
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"blocked_by_policy": 10,
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"requires_human_approval": 10,
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"risk_level": 10
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}
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},
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"id": "output_contract_incomplete",
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"required_before_rerun": [
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"Move the required JSON schema to the top of the prompt.",
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"Add one complete JSON example with all required fields.",
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"Add one invalid-output retry that still marks the first pass as failed."
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],
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"severity": "blocker"
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},
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{
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"affected_records": 11,
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"evidence": {
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"audit_trace_rate": 0.78,
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"minimum": 0.95
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},
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"id": "audit_trace_below_gate",
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"required_before_rerun": [
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"Keep raw model output validation separate from fallback output.",
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"Count audit_trace_complete only when the raw response passed contract validation."
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],
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"severity": "blocker"
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},
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{
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"affected_records": 7,
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"evidence": {
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"hitl_preserved_rate": 0.9375,
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"required": 1.0,
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"requires_human_approval_distribution": {
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"false": 13,
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"true": 37
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}
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},
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"id": "hitl_below_gate",
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"required_before_rerun": [
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"Force medium/high/critical and production-write actions to require human approval.",
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"Keep restart/scale/delete/write proposals out of auto-approval paths."
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],
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"severity": "blocker"
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},
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{
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"affected_records": 50,
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"evidence": {
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"budget_ms": 45000.0,
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"p95_latency_ms": 275419.1931
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},
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"id": "latency_outside_existing_async_budget",
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"required_before_rerun": [
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"Benchmark the tuned prompt on a 5-record smoke before another 50-record replay.",
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"Keep concurrency explicit and preserve per-record latency in the runner report."
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],
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"severity": "major"
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},
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{
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"affected_records": 50,
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"evidence": {
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"baseline_total_score": 0.7001,
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"candidate_total_score": 0.3076,
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"score_delta": -0.3925
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},
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"id": "candidate_under_baseline",
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"required_before_rerun": [
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"Treat the next run as a new candidate variant, not as the same evidence.",
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"Keep OpenClaw same-run baseline in the finalizer comparison."
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],
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"severity": "blocker"
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},
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{
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"affected_records": 50,
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"evidence": {
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"failures": [
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"candidate_result_errors_present:11",
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"import_report_external_errors_present:11",
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"scorecard_hard_gates_failed",
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"scorecard_not_eligible_for_canary",
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"candidate_does_not_beat_baseline"
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]
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},
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"id": "promotion_gate_blocked",
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"required_before_rerun": [
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"Do not enter shadow/canary until all promotion gate failures clear."
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],
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"severity": "blocker"
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}
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],
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"promotion_gate": {
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"approved": false,
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"decision": "blocked",
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"failures": [
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"candidate_result_errors_present:11",
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"import_report_external_errors_present:11",
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"scorecard_hard_gates_failed",
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"scorecard_not_eligible_for_canary",
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"candidate_does_not_beat_baseline"
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]
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},
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"sample": {
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"external_results_read": 50,
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"requests": 50,
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"results": 50
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},
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"schema_version": "agent_nemotron_replay_failure_analysis_v1",
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"scorecard_delta": {
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"baseline_gate_failures": [
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"false_repair_rate_above_0.01"
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],
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"baseline_total_score": 0.7001,
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"candidate_beats_baseline": false,
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"candidate_gate_failures": [
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"hitl_preserved_rate_below_100pct",
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"audit_trace_rate_below_0.95"
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],
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"candidate_hard_gates_pass": false,
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"candidate_metrics": {
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"audit_trace_rate": 0.78,
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"avg_cost_usd": 0.0,
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"dangerous_action_block_rate": 1.0,
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"error_rate": 0.22,
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"fallback_rate": 0.22,
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"false_repair_rate": 0.0,
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"hitl_preserved_rate": 0.9375,
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"latency_p95_ms": 275419.1931,
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"rca_correct_rate": 0.0,
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"repair_success_rate": 0.0,
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"tool_dry_run_pass_rate": 0.0
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},
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"candidate_total_score": 0.3076,
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"score_delta": -0.3925
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},
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"source_reports": {
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"external_results": "/tmp/nemotron-replay-prod-20260601165413-external-results.jsonl",
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"external_runner_report": "docs/evaluations/agent_nemotron_external_runner_report_2026-06-01.json",
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"finalizer_report": "docs/evaluations/agent_nemotron_replay_finalizer_prod_2026-06-01.json",
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"scorecard": "docs/evaluations/agent_nemotron_replay_scorecard_2026-06-01.json"
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}
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}
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