Expand seed_combined.jsonl to 200 samples across 3 teachers

21 episodes / 204 raw steps / 200 trainable samples. Three-teacher mix
with deliberate score variance:

- Claude Opus 4.7 (expert, hand-driven): 6 eps, mean 0.769, 6/6 resolved
- Llama-3.3-70B via Fireworks (solid): 4 eps, mean 0.725, 3/4 resolved
- Llama-3.3-70B via Groq (noisy realistic):11 eps, mean 0.421, 5/11 resolved

The 0.42 Groq mean is not a bug — those episodes show the model looping
on query/hypothesis without committing to rollback, which is the exact
failure mode GRPO needs to learn to correct. GRPO advantage estimation
requires samples across the reward distribution; a corpus of only
expert demos would flatten to zero advantages.

All 6 scenario templates now have teacher coverage (schema_drift was
previously missing — one Groq episode fills that gap).

Known gotchas documented in train/data/README.md: Fireworks daily quota,
Groq TPM cap, 50-char prompt filter for 4 rollback steps with empty priors.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

train/data/README.md

@@ -1,53 +1,61 @@
 # Teacher trajectories for SFT warm-start
 
-**The canonical training input is `seed_combined.jsonl`** (10 episodes, 82 steps, 78 trainable after empty-prompt filter). It merges two teachers with deliberately different characteristics:
+**The canonical training input is `seed_combined.jsonl`** (21 episodes, 204 raw steps, **200 trainable** after empty-prompt filter). It merges three teachers with deliberately different characteristics:
 
-| Source | Episodes | Mean score | Resolved | Role |
+| Source | Episodes | Resolved | Mean score | Role |
 |---|---|---|---|---|
-| Claude Opus 4.7 via pool server | 6 | 0.769 | 6/6 | **Expert demos.** Hand-driven by Claude Opus acting as the agent, observation-only (no runbook), recorded 2026-04-24. |
-| Llama-3.3-70B via Fireworks API | 4 | 0.725 | 3/4 | **Realistic agent.** Generated by `collect_trajectories.py --driver fireworks`, 2026-04-25. Noisier, occasionally picks wrong rollback target — useful variance for GRPO. |
+| Claude Opus 4.7 (hand-driven via pool server) | 6 | 6/6 | 0.769 | **Expert demos.** Author-optimal paths, full verification, observation-only (no runbook). Recorded 2026-04-24. |
+| Llama-3.3-70B-Instruct via Fireworks | 4 | 3/4 | 0.725 | **Solid agent.** Usually picks the right rollback target, sometimes overshoots or misses a check. Recorded 2026-04-25. |
+| Llama-3.3-70B-Versatile via Groq free tier | 11 | 5/11 | 0.421 | **Noisy realistic agent.** Often loops on query/hypothesis without committing to rollback — the exact failure mode GRPO needs to fix. Recorded 2026-04-25. |
+
+**Why three teachers with different scores is deliberate**: Claude teaches format + optimal paths; Fireworks-Llama provides the middle band (what a trained 7B should plausibly match); Groq-Llama provides the "what not to do" lower band. GRPO needs samples across the reward distribution to estimate advantages — a corpus of only-expert-demos would make GRPO flat because every advantage would be ~0.
 
 ## Files
 
-- `seed_combined.jsonl` — merged training corpus (canonical input for `sanity_run.ipynb`)
-- `claude_seed.jsonl` — 6 Claude episodes only (kept for provenance)
-- `llama33_70b_smoke4.jsonl` — 4 Llama-3.3-70B episodes only
-- `claude_<scenario>.jsonl` — raw per-episode event logs from the Claude run (reset/step/evaluate events, auditable)
+- `seed_combined.jsonl` — **canonical training corpus** (input for `sanity_run.ipynb`)
+- `claude_seed.jsonl` — 6 Claude episodes only (provenance)
+- `llama33_70b_smoke4.jsonl` — 4 Fireworks episodes
+- `llama33_70b_groq_smoke3.jsonl` — 3 Groq smoke-test episodes
+- `llama33_70b_groq_100.jsonl` — 8 Groq production-run episodes (stopped early at 8 when free-tier TPM capped further progress)
+- `claude_<scenario>.jsonl` — raw per-episode event logs from the Claude run (auditable reset / step / evaluate events)
 
 ## Scenario coverage
 
-| Scenario | Teacher episodes |
+All 6 scenario templates represented in `seed_combined.jsonl`:
+
+| Template | Teacher episodes |
 |---|---|
-| worker_deploy_cascade | Claude ×1, Claude procgen variant ×1 |
-| db_config_rollout | Claude ×1, Claude procgen ×1, Llama ×1 |
-| gateway_auth_rollout | Claude ×1, Claude procgen ×1, Llama ×1 |
-| payment_webhook_misconfig | Llama ×1 |
-| cache_stale_state | Llama ×1 |
-| schema_drift_missing_migration | **0 — gap to fill** |
+| worker_deploy_cascade | Claude ×1, +1 procgen; Groq ×5 variants |
+| db_config_rollout | Claude ×1, +1 procgen; Fireworks ×1; Groq ×4 variants |
+| gateway_auth_rollout | Claude ×1, +1 procgen; Fireworks ×1 |
+| payment_webhook_misconfig | Fireworks ×1; Groq ×1 |
+| schema_drift_missing_migration | Groq ×1 |
+| cache_stale_state | Fireworks ×1 |
 
 ## Gotchas
 
-- **Filter `len(prompt) < 50`**: 4 of the Claude rollback steps lost their prior observation to a chained-call logging bug in the driver script. Reference loader implementation is in `train/sanity_run.ipynb` cell 10.
-- **Fireworks rate limits**: the free-tier daily quota on `accounts/fireworks/models/llama-v3p3-70b-instruct` is tight enough that `--parallelism > 2` trips 429s that cascade to the heuristic fallback. Use `--parallelism 2` and the driver's built-in `Retry-After` backoff for any rerun.
-- **Procgen variants**: included in the Claude set but not yet in the Llama set. Once Fireworks' daily quota resets, rerun `collect_trajectories.py --driver fireworks --scenarios all --episodes-per-model 60 --parallelism 2` to fill in the remaining variants.
+- **Filter `len(prompt) < 50`** in the loader: 4 of the Claude rollback steps lost their prior observation to a chained-call logging bug. Reference implementation in `train/sanity_run.ipynb` cell 10.
+- **Fireworks free-tier daily quota**: tight. After ~20 episodes at parallelism=3 the account hits a hard global 429 that persists until UTC midnight.
+- **Groq free-tier TPM cap**: 6K tokens/min for Llama-3.3-70B-Versatile. Collection stalls around 8-10 episodes. Workarounds: (a) switch to `llama-3.1-8b-instant` which has higher TPM, (b) wait for TPM window reset, (c) upgrade Groq to paid tier.
 
-## Reproduce
+## Reproduce / extend
 
 ```bash
-# 1. Boot env (local uvicorn or live HF Space)
+# 1. Boot env (local or live HF Space)
 python -m uvicorn unified_incident_env.server.app:create_compatible_app --factory --port 8000
 
-# 2. Collect Llama-3.3-70B teacher episodes via Fireworks
-export FIREWORKS_API_KEY=...
+# 2. Collect more Groq teacher episodes (run multiple times if TPM stalls)
+export GROQ_API_KEY=...
 python train/collect_trajectories.py \
   --env-url http://127.0.0.1:8000 \
   --scenarios all \
-  --models accounts/fireworks/models/llama-v3p3-70b-instruct \
-  --episodes-per-model 60 \
+  --models "llama-3.3-70b-versatile" \
+  --episodes-per-model 50 \
   --parallelism 2 \
-  --driver fireworks \
-  --output train/data/llama33_70b_60.jsonl
+  --driver groq \
+  --output train/data/llama33_70b_groq_more.jsonl
 
 # 3. Re-merge (deterministic)
-cat train/data/claude_seed.jsonl train/data/llama33_70b_*.jsonl > train/data/seed_combined.jsonl
+cat train/data/claude_seed.jsonl \
+    train/data/llama33_70b_*.jsonl > train/data/seed_combined.jsonl
 ```

train/data/llama33_70b_groq_smoke3.jsonl

@@ -0,0 +1,3 @@
+{"episode_id": "e49beeef-500a-46b1-8c2c-1e6eba1f4981", "scenario_id": "payment_webhook_misconfig", "model": "llama-3.3-70b-versatile", "final_score": 0.2425, "incident_resolved": false, "steps": 12, "elapsed_s": 27.6193, "trajectory": [{"tick": 0, "prompt": "TICK 0/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [CRITICAL] api-gateway: Stripe dashboard shows 47% of webhook deliveries failing signature verification since last deploy.\n- [WARNING] api-gateway: Support: 12 users report 'paid but subscription inactive' in the last 30 minutes.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: none\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_logs\", \"service\": \"api-gateway\"}", "action": {"metadata": {}, "action_type": "query_logs", "service": "api-gateway"}, "reward": -0.01, "tool_output": "Gateway webhook handler logs: 'Stripe signature verification failed: no signatures found matching the expected signature'. Trace points at gateway@2026.04.24-stripe-fix rollout from the webhook handler rewrite.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 1, "prompt": "TICK 1/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Queried logs for api-gateway.\nTOOL_OUTPUT: Gateway webhook handler logs: 'Stripe signature verification failed: no signatures found matching the expected signature'. Trace points at gateway@2026.04.24-stripe-fix rollout from the webhook handler rewrite.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"submit_hypothesis\", \"hypothesis\": {\"root_cause\": \"api_gateway_fault\", \"affected_services\": [\"api-gateway\"], \"confidence\": 0.8, \"recommended_next_action\": \"rollback_deploy\"}}", "action": {"metadata": {}, "action_type": "submit_hypothesis", "hypothesis": {"root_cause": "api_gateway_fault", "affected_services": ["api-gateway"], "confidence": 0.8, "recommended_next_action": "rollback_deploy"}}, "reward": 0.015, "tool_output": null, "failure_type": null, "workflow_stage": "triage"}, {"tick": 2, "prompt": "TICK 2/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Hypothesis recorded. Reward reflects root-cause accuracy, service localization, confidence calibration, and next-action quality.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_logs\", \"service\": \"api-gateway\"}", "action": {"metadata": {}, "action_type": "query_logs", "service": "api-gateway"}, "reward": -0.01, "tool_output": "Gateway webhook handler logs: 'Stripe signature verification failed: no signatures found matching the expected signature'. Trace points at gateway@2026.04.24-stripe-fix rollout from the webhook handler rewrite.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 3, "prompt": "TICK 3/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Queried logs for api-gateway.\nTOOL_OUTPUT: Gateway webhook handler logs: 'Stripe signature verification failed: no signatures found matching the expected signature'. Trace points at gateway@2026.04.24-stripe-fix rollout from the webhook handler rewrite.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"submit_hypothesis\", \"hypothesis\": {\"root_cause\": \"api_gateway_fault\", \"affected_services\": [\"api-gateway\"], \"confidence\": 0.8, \"recommended_next_action\": \"rollback_deploy\"}}", "action": {"metadata": {}, "action_type": "submit_hypothesis", "hypothesis": {"root_cause": "api_gateway_fault", "affected_services": ["api-gateway"], "confidence": 0.8, "recommended_next_action": "rollback_deploy"}}, "reward": -0.01, "tool_output": null, "failure_type": null, "workflow_stage": "triage"}, {"tick": 4, "prompt": "TICK 4/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Repeated hypothesis recorded with no additional reward.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_deploys\", \"service\": \"api-gateway\"}", "action": {"metadata": {}, "action_type": "query_deploys", "service": "api-gateway"}, "reward": -0.01, "tool_output": "Rolled out gateway@2026.04.24-stripe-fix 18 minutes ago (Stripe webhook handler rewrite; API version bump 2023-10-16 -> 2024-06-20).", "failure_type": null, "workflow_stage": "triage"}, {"tick": 5, "prompt": "TICK 5/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Queried deploy history for api-gateway.\nTOOL_OUTPUT: Rolled out gateway@2026.04.24-stripe-fix 18 minutes ago (Stripe webhook handler rewrite; API version bump 2023-10-16 -> 2024-06-20).\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"submit_hypothesis\", \"hypothesis\": {\"root_cause\": \"api_gateway_fault\", \"affected_services\": [\"api-gateway\"], \"confidence\": 0.8, \"recommended_next_action\": \"rollback_deploy\"}}", "action": {"metadata": {}, "action_type": "submit_hypothesis", "hypothesis": {"root_cause": "api_gateway_fault", "affected_services": ["api-gateway"], "confidence": 0.8, "recommended_next_action": "rollback_deploy"}}, "reward": -0.01, "tool_output": null, "failure_type": null, "workflow_stage": "triage"}, {"tick": 6, "prompt": "TICK 6/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Repeated hypothesis recorded with no additional reward.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_deploys\", \"service\": \"api-gateway\"}", "action": {"metadata": {}, "action_type": "query_deploys", "service": "api-gateway"}, "reward": -0.01, "tool_output": "Rolled out gateway@2026.04.24-stripe-fix 18 minutes ago (Stripe webhook handler rewrite; API version bump 2023-10-16 -> 2024-06-20).", "failure_type": null, "workflow_stage": "triage"}, {"tick": 7, "prompt": "TICK 7/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Queried deploy history for api-gateway.\nTOOL_OUTPUT: Rolled out gateway@2026.04.24-stripe-fix 18 minutes ago (Stripe webhook handler rewrite; API version bump 2023-10-16 -> 2024-06-20).\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"submit_hypothesis\", \"hypothesis\": {\"root_cause\": \"api_gateway_fault\", \"affected_services\": [\"api-gateway\"], \"confidence\": 0.8, \"recommended_next_action\": \"rollback_deploy\"}}", "action": {"metadata": {}, "action_type": "submit_hypothesis", "hypothesis": {"root_cause": "api_gateway_fault", "affected_services": ["api-gateway"], "confidence": 0.8, "recommended_next_action": "rollback_deploy"}}, "reward": -0.01, "tool_output": null, "failure_type": null, "workflow_stage": "triage"}, {"tick": 8, "prompt": "TICK 8/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Repeated hypothesis recorded with no additional reward.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_deploys\", \"service\": \"api-gateway\"}", "action": {"metadata": {}, "action_type": "query_deploys", "service": "api-gateway"}, "reward": -0.01, "tool_output": "Rolled out gateway@2026.04.24-stripe-fix 18 minutes ago (Stripe webhook handler rewrite; API version bump 2023-10-16 -> 2024-06-20).", "failure_type": null, "workflow_stage": "triage"}, {"tick": 9, "prompt": "TICK 9/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Queried deploy history for api-gateway.\nTOOL_OUTPUT: Rolled out gateway@2026.04.24-stripe-fix 18 minutes ago (Stripe webhook handler rewrite; API version bump 2023-10-16 -> 2024-06-20).\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"submit_hypothesis\", \"hypothesis\": {\"root_cause\": \"api_gateway_fault\", \"affected_services\": [\"api-gateway\"], \"confidence\": 0.8, \"recommended_next_action\": \"rollback_deploy\"}}", "action": {"metadata": {}, "action_type": "submit_hypothesis", "hypothesis": {"root_cause": "api_gateway_fault", "affected_services": ["api-gateway"], "confidence": 0.8, "recommended_next_action": "rollback_deploy"}}, "reward": -0.01, "tool_output": null, "failure_type": null, "workflow_stage": "triage"}, {"tick": 10, "prompt": "TICK 10/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Repeated hypothesis recorded with no additional reward.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_deploys\", \"service\": \"api-gateway\"}", "action": {"metadata": {}, "action_type": "query_deploys", "service": "api-gateway"}, "reward": -0.01, "tool_output": "Rolled out gateway@2026.04.24-stripe-fix 18 minutes ago (Stripe webhook handler rewrite; API version bump 2023-10-16 -> 2024-06-20).", "failure_type": null, "workflow_stage": "triage"}, {"tick": 11, "prompt": "TICK 11/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA recent api-gateway deploy shipped a webhook handler with the wrong Stripe API version and signature-verification logic. ~40% of webhooks now fail signature check. Users are paying but subscriptions never activate. Support tickets are climbing. The agent must localize the fault to the gateway deploy (not Stripe itself), roll back, and verify end-to-end recovery.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry queue growing \u2014 symptom of upstream handler failures (not a separate fault).\n- [WARNING] sentry: Sentry ingest latency +18ms \u2014 unrelated diurnal pattern.\n- [WARNING] analytics: Analytics consumer lag +22s from baseline \u2014 unrelated batch job.\n\nSERVICES:\n- api-gateway: degraded cpu=34.0 mem=39.0 err=38.0 latency=210.0\n- cache: healthy cpu=19.0 mem=25.0 err=0.0 latency=13.0\n- database: healthy cpu=31.0 mem=37.0 err=1.0 latency=28.0\n- worker: healthy cpu=27.0 mem=34.0 err=2.0 latency=42.0\n\nUSER_IMPACT: 0.45\nSLO_BURN_RATE: 0.52\nLAST_ACTION_RESULT: Queried deploy history for api-gateway.\nTOOL_OUTPUT: Rolled out gateway@2026.04.24-stripe-fix 18 minutes ago (Stripe webhook handler rewrite; API version bump 2023-10-16 -> 2024-06-20).\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"submit_hypothesis\", \"hypothesis\": {\"root_cause\": \"api_gateway_fault\", \"affected_services\": [\"api-gateway\"], \"confidence\": 0.8, \"recommended_next_action\": \"rollback_deploy\"}}", "action": {"metadata": {}, "action_type": "submit_hypothesis", "hypothesis": {"root_cause": "api_gateway_fault", "affected_services": ["api-gateway"], "confidence": 0.8, "recommended_next_action": "rollback_deploy"}}, "reward": -0.01, "tool_output": null, "failure_type": null, "workflow_stage": "triage"}]}
+{"episode_id": "1e2d7c7c-5795-4742-9878-a4022e0debdc", "scenario_id": "worker_deploy_cascade", "model": "llama-3.3-70b-versatile", "final_score": 0.129, "incident_resolved": false, "steps": 12, "elapsed_s": 54.0739, "trajectory": [{"tick": 0, "prompt": "TICK 0/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [CRITICAL] api-gateway: Login requests are returning sustained 502s.\n- [CRITICAL] database: Database process is crashing under repeated overload.\n- [WARNING] worker: Worker queue depth and retry volume spiked after a recent rollout.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: none\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_logs\", \"service\": \"worker\"}", "action": {"metadata": {}, "action_type": "query_logs", "service": "worker"}, "reward": -0.01, "tool_output": "Worker logs show request fanout amplification and elevated retries beginning right after rollout build worker@2026.04.23-bad.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 1, "prompt": "TICK 1/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Queried logs for worker.\nTOOL_OUTPUT: Worker logs show request fanout amplification and elevated retries beginning right after rollout build worker@2026.04.23-bad.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"submit_hypothesis\", \"hypothesis\": {\"root_cause\": \"bad_worker_deploy\", \"affected_services\": [\"database\", \"api-gateway\", \"worker\"], \"confidence\": 0.8, \"recommended_next_action\": \"rollback_deploy\"}}", "action": {"metadata": {}, "action_type": "submit_hypothesis", "hypothesis": {"root_cause": "bad_worker_deploy", "affected_services": ["database", "api-gateway", "worker"], "confidence": 0.8, "recommended_next_action": "rollback_deploy"}}, "reward": 0.11, "tool_output": null, "failure_type": null, "workflow_stage": "triage"}, {"tick": 2, "prompt": "TICK 2/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Hypothesis recorded. Reward reflects root-cause accuracy, service localization, confidence calibration, and next-action quality.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_metrics\", \"service\": \"database\", \"metric\": \"cpu\"}", "action": {"metadata": {}, "action_type": "query_metrics", "service": "database", "metric": "cpu"}, "reward": -0.01, "tool_output": "Database CPU is pinned at 99% until the process exits.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 3, "prompt": "TICK 3/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Queried cpu for database.\nTOOL_OUTPUT: Database CPU is pinned at 99% until the process exits.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_metrics\", \"service\": \"worker\", \"metric\": \"cpu\"}", "action": {"metadata": {}, "action_type": "query_metrics", "service": "worker", "metric": "cpu"}, "reward": -0.01, "tool_output": "Worker CPU is 88% with growing queue pressure.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 4, "prompt": "TICK 4/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Queried cpu for worker.\nTOOL_OUTPUT: Worker CPU is 88% with growing queue pressure.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_metrics\", \"service\": \"database\", \"metric\": \"cpu\"}", "action": {"metadata": {}, "action_type": "query_metrics", "service": "database", "metric": "cpu"}, "reward": -0.01, "tool_output": "Database CPU is pinned at 99% until the process exits.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 5, "prompt": "TICK 5/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Queried cpu for database.\nTOOL_OUTPUT: Database CPU is pinned at 99% until the process exits.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_metrics\", \"service\": \"worker\", \"metric\": \"cpu\"}", "action": {"metadata": {}, "action_type": "query_metrics", "service": "worker", "metric": "cpu"}, "reward": -0.01, "tool_output": "Worker CPU is 88% with growing queue pressure.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 6, "prompt": "TICK 6/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Queried cpu for worker.\nTOOL_OUTPUT: Worker CPU is 88% with growing queue pressure.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_metrics\", \"service\": \"database\", \"metric\": \"cpu\"}", "action": {"metadata": {}, "action_type": "query_metrics", "service": "database", "metric": "cpu"}, "reward": -0.01, "tool_output": "Database CPU is pinned at 99% until the process exits.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 7, "prompt": "TICK 7/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Queried cpu for database.\nTOOL_OUTPUT: Database CPU is pinned at 99% until the process exits.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_metrics\", \"service\": \"worker\", \"metric\": \"cpu\"}", "action": {"metadata": {}, "action_type": "query_metrics", "service": "worker", "metric": "cpu"}, "reward": -0.01, "tool_output": "Worker CPU is 88% with growing queue pressure.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 8, "prompt": "TICK 8/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Queried cpu for worker.\nTOOL_OUTPUT: Worker CPU is 88% with growing queue pressure.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_metrics\", \"service\": \"database\", \"metric\": \"cpu\"}", "action": {"metadata": {}, "action_type": "query_metrics", "service": "database", "metric": "cpu"}, "reward": -0.01, "tool_output": "Database CPU is pinned at 99% until the process exits.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 9, "prompt": "TICK 9/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Queried cpu for database.\nTOOL_OUTPUT: Database CPU is pinned at 99% until the process exits.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_metrics\", \"service\": \"worker\", \"metric\": \"cpu\"}", "action": {"metadata": {}, "action_type": "query_metrics", "service": "worker", "metric": "cpu"}, "reward": -0.01, "tool_output": "Worker CPU is 88% with growing queue pressure.", "failure_type": null, "workflow_stage": "triage"}, {"tick": 10, "prompt": "TICK 10/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Queried cpu for worker.\nTOOL_OUTPUT: Worker CPU is 88% with growing queue pressure.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"submit_hypothesis\", \"hypothesis\": {\"root_cause\": \"bad_worker_deploy\", \"affected_services\": [\"database\", \"api-gateway\", \"worker\"], \"confidence\": 0.8, \"recommended_next_action\": \"rollback_deploy\"}}", "action": {"metadata": {}, "action_type": "submit_hypothesis", "hypothesis": {"root_cause": "bad_worker_deploy", "affected_services": ["database", "api-gateway", "worker"], "confidence": 0.8, "recommended_next_action": "rollback_deploy"}}, "reward": -0.01, "tool_output": null, "failure_type": null, "workflow_stage": "triage"}, {"tick": 11, "prompt": "TICK 11/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA bad worker deploy causes sustained database overload and login 502s at the gateway. The agent must diagnose from evidence, choose a safe remediation, verify recovery, and declare resolved only after checks pass.\n\nACTIVE_ALERTS:\n- [WARNING] api-gateway: api-gateway is degraded.\n- [CRITICAL] database: database is unavailable.\n- [WARNING] worker: worker is degraded.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] stripe-webhook: Stripe webhook retry volume slightly elevated (unrelated noise).\n- [WARNING] email-queue: Email queue depth up 15% on a recurring 6h cycle (unrelated noise).\n\nSERVICES:\n- api-gateway: degraded cpu=61.0 mem=38.0 err=24.0 latency=640.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: crashed cpu=99.0 mem=97.0 err=100.0 latency=0.0\n- worker: degraded cpu=88.0 mem=71.0 err=19.0 latency=420.0\n\nUSER_IMPACT: 0.82\nSLO_BURN_RATE: 0.91\nLAST_ACTION_RESULT: Repeated hypothesis recorded with no additional reward.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"query_metrics\", \"service\": \"database\", \"metric\": \"cpu\"}", "action": {"metadata": {}, "action_type": "query_metrics", "service": "database", "metric": "cpu"}, "reward": -0.01, "tool_output": "Database CPU is pinned at 99% until the process exits.", "failure_type": null, "workflow_stage": "triage"}]}
+{"episode_id": "da12421c-fb97-42d3-8cbe-191bffa3125f", "scenario_id": "schema_drift_missing_migration", "model": "llama-3.3-70b-versatile", "final_score": 0.7683, "incident_resolved": true, "steps": 6, "elapsed_s": 34.3627, "trajectory": [{"tick": 0, "prompt": "TICK 0/12\nWORKFLOW_STAGE: triage\n\nINCIDENT_SUMMARY:\nA new api-gateway deploy ships Prisma client code expecting a `users.plan_tier` column that was added to the schema file but whose migration was never applied to production. Any /billing or /settings route that references plan_tier now 500s. The agent must recognize that the database is healthy but the application-side schema expectation is wrong, roll back the gateway deploy, and verify recovery.\n\nACTIVE_ALERTS:\n- [CRITICAL] api-gateway: Sentry: PrismaClientKnownRequestError 'column users.plan_tier does not exist' \u2014 33% error rate on /billing.\n- [WARNING] worker: Worker plan-tier sync job failing with the same column-missing error from the ORM layer.\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] supabase-realtime: Supabase-realtime subscription reconnect storm during routine credential rotation (unrelated).\n- [WARNING] sentry: Sentry release-health warning: new release has >1% regression \u2014 expected given the deploy correlation.\n- [WARNING] feature-flags: Feature-flags config push for an experiment unrelated to the billing path.\n\nSERVICES:\n- api-gateway: degraded cpu=41.0 mem=44.0 err=33.0 latency=260.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: healthy cpu=29.0 mem=36.0 err=2.0 latency=24.0\n- worker: degraded cpu=38.0 mem=41.0 err=11.0 latency=180.0\n\nUSER_IMPACT: 0.48\nSLO_BURN_RATE: 0.55\nLAST_ACTION_RESULT: none\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"rollback_deploy\", \"service\": \"api-gateway\"}", "action": {"metadata": {}, "action_type": "rollback_deploy", "service": "api-gateway"}, "reward": 0.4915, "tool_output": null, "failure_type": null, "workflow_stage": "mitigation"}, {"tick": 1, "prompt": "TICK 1/12\nWORKFLOW_STAGE: mitigation\n\nINCIDENT_SUMMARY:\nA new api-gateway deploy ships Prisma client code expecting a `users.plan_tier` column that was added to the schema file but whose migration was never applied to production. Any /billing or /settings route that references plan_tier now 500s. The agent must recognize that the database is healthy but the application-side schema expectation is wrong, roll back the gateway deploy, and verify recovery.\n\nACTIVE_ALERTS:\n- none\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] supabase-realtime: Supabase-realtime subscription reconnect storm during routine credential rotation (unrelated).\n- [WARNING] sentry: Sentry release-health warning: new release has >1% regression \u2014 expected given the deploy correlation.\n- [WARNING] feature-flags: Feature-flags config push for an experiment unrelated to the billing path.\n\nSERVICES:\n- api-gateway: healthy cpu=26.0 mem=32.0 err=1.0 latency=34.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: healthy cpu=29.0 mem=36.0 err=2.0 latency=24.0\n- worker: healthy cpu=24.0 mem=30.0 err=1.0 latency=44.0\n\nUSER_IMPACT: 0.10\nSLO_BURN_RATE: 0.14\nLAST_ACTION_RESULT: Rolled back the api-gateway deploy; the underlying cause is removed.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: pending - Database recovery has not been verified yet.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"run_check\", \"check_name\": \"database_recovery\"}", "action": {"metadata": {}, "action_type": "run_check", "check_name": "database_recovery"}, "reward": -0.01, "tool_output": "Database is healthy and no longer failing.", "failure_type": null, "workflow_stage": "validation"}, {"tick": 2, "prompt": "TICK 2/12\nWORKFLOW_STAGE: validation\n\nINCIDENT_SUMMARY:\nA new api-gateway deploy ships Prisma client code expecting a `users.plan_tier` column that was added to the schema file but whose migration was never applied to production. Any /billing or /settings route that references plan_tier now 500s. The agent must recognize that the database is healthy but the application-side schema expectation is wrong, roll back the gateway deploy, and verify recovery.\n\nACTIVE_ALERTS:\n- none\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] supabase-realtime: Supabase-realtime subscription reconnect storm during routine credential rotation (unrelated).\n- [WARNING] sentry: Sentry release-health warning: new release has >1% regression \u2014 expected given the deploy correlation.\n- [WARNING] feature-flags: Feature-flags config push for an experiment unrelated to the billing path.\n\nSERVICES:\n- api-gateway: healthy cpu=26.0 mem=32.0 err=1.0 latency=34.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: healthy cpu=29.0 mem=36.0 err=2.0 latency=24.0\n- worker: healthy cpu=24.0 mem=30.0 err=1.0 latency=44.0\n\nUSER_IMPACT: 0.10\nSLO_BURN_RATE: 0.14\nLAST_ACTION_RESULT: Ran database_recovery check.\nTOOL_OUTPUT: Database is healthy and no longer failing.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: passed - Database is healthy and no longer failing.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"rollback_deploy\", \"service\": \"api-gateway\"}", "action": {"metadata": {}, "action_type": "rollback_deploy", "service": "api-gateway"}, "reward": -0.01, "tool_output": null, "failure_type": null, "workflow_stage": "validation"}, {"tick": 3, "prompt": "TICK 3/12\nWORKFLOW_STAGE: validation\n\nINCIDENT_SUMMARY:\nA new api-gateway deploy ships Prisma client code expecting a `users.plan_tier` column that was added to the schema file but whose migration was never applied to production. Any /billing or /settings route that references plan_tier now 500s. The agent must recognize that the database is healthy but the application-side schema expectation is wrong, roll back the gateway deploy, and verify recovery.\n\nACTIVE_ALERTS:\n- none\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] supabase-realtime: Supabase-realtime subscription reconnect storm during routine credential rotation (unrelated).\n- [WARNING] sentry: Sentry release-health warning: new release has >1% regression \u2014 expected given the deploy correlation.\n- [WARNING] feature-flags: Feature-flags config push for an experiment unrelated to the billing path.\n\nSERVICES:\n- api-gateway: healthy cpu=26.0 mem=32.0 err=1.0 latency=34.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: healthy cpu=29.0 mem=36.0 err=2.0 latency=24.0\n- worker: healthy cpu=24.0 mem=30.0 err=1.0 latency=44.0\n\nUSER_IMPACT: 0.10\nSLO_BURN_RATE: 0.14\nLAST_ACTION_RESULT: api-gateway deploy is already rolled back.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: passed - Database is healthy and no longer failing.\n- end_to_end: pending - End-to-end health has not been verified yet.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"run_check\", \"check_name\": \"end_to_end\"}", "action": {"metadata": {}, "action_type": "run_check", "check_name": "end_to_end"}, "reward": -0.01, "tool_output": "End-to-end login traffic is healthy.", "failure_type": null, "workflow_stage": "validation"}, {"tick": 4, "prompt": "TICK 4/12\nWORKFLOW_STAGE: validation\n\nINCIDENT_SUMMARY:\nA new api-gateway deploy ships Prisma client code expecting a `users.plan_tier` column that was added to the schema file but whose migration was never applied to production. Any /billing or /settings route that references plan_tier now 500s. The agent must recognize that the database is healthy but the application-side schema expectation is wrong, roll back the gateway deploy, and verify recovery.\n\nACTIVE_ALERTS:\n- none\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] supabase-realtime: Supabase-realtime subscription reconnect storm during routine credential rotation (unrelated).\n- [WARNING] sentry: Sentry release-health warning: new release has >1% regression \u2014 expected given the deploy correlation.\n- [WARNING] feature-flags: Feature-flags config push for an experiment unrelated to the billing path.\n\nSERVICES:\n- api-gateway: healthy cpu=26.0 mem=32.0 err=1.0 latency=34.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: healthy cpu=29.0 mem=36.0 err=2.0 latency=24.0\n- worker: healthy cpu=24.0 mem=30.0 err=1.0 latency=44.0\n\nUSER_IMPACT: 0.10\nSLO_BURN_RATE: 0.14\nLAST_ACTION_RESULT: Ran end_to_end check.\nTOOL_OUTPUT: End-to-end login traffic is healthy.\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: passed - Database is healthy and no longer failing.\n- end_to_end: passed - End-to-end login traffic is healthy.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"rollback_deploy\", \"service\": \"api-gateway\"}", "action": {"metadata": {}, "action_type": "rollback_deploy", "service": "api-gateway"}, "reward": -0.01, "tool_output": null, "failure_type": null, "workflow_stage": "validation"}, {"tick": 5, "prompt": "TICK 5/12\nWORKFLOW_STAGE: validation\n\nINCIDENT_SUMMARY:\nA new api-gateway deploy ships Prisma client code expecting a `users.plan_tier` column that was added to the schema file but whose migration was never applied to production. Any /billing or /settings route that references plan_tier now 500s. The agent must recognize that the database is healthy but the application-side schema expectation is wrong, roll back the gateway deploy, and verify recovery.\n\nACTIVE_ALERTS:\n- none\n\nNOISE_ALERTS (historically unrelated \u2014 resist querying these):\n- [WARNING] supabase-realtime: Supabase-realtime subscription reconnect storm during routine credential rotation (unrelated).\n- [WARNING] sentry: Sentry release-health warning: new release has >1% regression \u2014 expected given the deploy correlation.\n- [WARNING] feature-flags: Feature-flags config push for an experiment unrelated to the billing path.\n\nSERVICES:\n- api-gateway: healthy cpu=26.0 mem=32.0 err=1.0 latency=34.0\n- cache: healthy cpu=18.0 mem=24.0 err=0.0 latency=14.0\n- database: healthy cpu=29.0 mem=36.0 err=2.0 latency=24.0\n- worker: healthy cpu=24.0 mem=30.0 err=1.0 latency=44.0\n\nUSER_IMPACT: 0.10\nSLO_BURN_RATE: 0.14\nLAST_ACTION_RESULT: api-gateway deploy is already rolled back.\nTOOL_OUTPUT: none\nFAILURE_TYPE: none\nWHY_FAILED: none\n\nCHECKS:\n- database_recovery: passed - Database is healthy and no longer failing.\n- end_to_end: passed - End-to-end login traffic is healthy.\n\nALLOWED_ACTIONS:\n- query_logs\n- query_metrics\n- query_dependencies\n- query_deploys\n- rollback_deploy\n- restart_service\n- run_check\n- isolate_service\n- escalate\n- submit_hypothesis\n- declare_resolved\n\nJSON_RESPONSE_RULES:\n- Return exactly one JSON object.\n- Use only an allowed action_type.\n- Include only the fields required for that action.\n- service must be one of: api-gateway, cache, database, worker\n- metric must be one of: cpu, error_rate, latency\n- check_name must be one of: database_recovery, end_to_end\n- hypothesis.root_cause must be one of: bad_worker_deploy, database_only_failure, api_gateway_fault\n- hypothesis must include root_cause, affected_services, confidence, and recommended_next_action.\n- Noise alerts are decoys; querying them hurts score.\n\nREQUIRED_FIELDS_BY_ACTION:\n- query_logs: service\n- query_metrics: service, metric\n- query_dependencies: service\n- query_deploys: service\n- rollback_deploy: service\n- restart_service: service\n- run_check: check_name\n- isolate_service: service\n- escalate: (no extra fields)\n- submit_hypothesis: hypothesis\n- declare_resolved: (no extra fields)", "response_text": "{\"action_type\": \"declare_resolved\"}", "action": {"metadata": {}, "action_type": "declare_resolved"}, "reward": 0.24, "tool_output": null, "failure_type": null, "workflow_stage": "resolved"}]}