Prompt:
TICK 0/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [CRITICAL] worker: Worker CPU pinned at 84% with rising connection-refused errors against cache.
- [WARNING] api-gateway: Login latency p95 climbed to 480ms; user impact climbing.
- [WARNING] cache: Cache rejecting new connections: 'max clients reached' since last rollout.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=41.4 mem=35.8 err=16.7 latency=467.1
- cache: degraded cpu=29.0 mem=32.2 err=23.0 latency=30.0
- database: healthy cpu=28.0 mem=31.6 err=1.0 latency=24.0
- worker: degraded cpu=89.1 mem=49.0 err=14.9 latency=369.8

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: none
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Rolled out cache@2026.04.25-cac14 24 minutes ago (maxclients 1024 -> 64; 'cost optimization').

Prompt:
TICK 1/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=40.1 mem=37.3 err=16.9 latency=498.1
- cache: degraded cpu=30.0 mem=31.8 err=22.8 latency=28.8
- database: healthy cpu=28.0 mem=31.6 err=1.0 latency=24.0
- worker: degraded cpu=77.3 mem=49.2 err=12.9 latency=335.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried deploy history for cache.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker logs: 'redis: connection pool timeout' loops; CPU is consumed re-establishing failed connections, not real workload.

Prompt:
TICK 2/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=40.1 mem=37.3 err=16.9 latency=498.1
- cache: degraded cpu=30.0 mem=31.8 err=22.8 latency=28.8
- database: healthy cpu=28.0 mem=31.6 err=1.0 latency=24.0
- worker: degraded cpu=77.3 mem=49.2 err=12.9 latency=335.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried logs for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker error rate 14% — every error is a cache-acquire timeout, none originate from worker itself.

Prompt:
TICK 3/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=40.1 mem=37.3 err=16.9 latency=498.1
- cache: degraded cpu=30.0 mem=31.8 err=22.8 latency=28.8
- database: healthy cpu=28.0 mem=31.6 err=1.0 latency=24.0
- worker: degraded cpu=77.3 mem=49.2 err=12.9 latency=335.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried error_rate for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

worker -> cache (read-heavy) -> database (write-heavy)

Prompt:
TICK 4/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=40.1 mem=37.3 err=16.9 latency=498.1
- cache: degraded cpu=30.0 mem=31.8 err=22.8 latency=28.8
- database: healthy cpu=28.0 mem=31.6 err=1.0 latency=24.0
- worker: degraded cpu=77.3 mem=49.2 err=12.9 latency=335.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried dependencies for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 5/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=40.1 mem=37.3 err=16.9 latency=498.1
- cache: degraded cpu=30.0 mem=31.8 err=22.8 latency=28.8
- database: healthy cpu=28.0 mem=31.6 err=1.0 latency=24.0
- worker: degraded cpu=77.3 mem=49.2 err=12.9 latency=335.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Hypothesis recorded. Reward reflects root-cause accuracy, service localization, confidence calibration, and next-action quality.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 6/12
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=40.1 mem=37.3 err=16.9 latency=498.1
- cache: degraded cpu=23.9 mem=28.2 err=4.7 latency=17.4
- database: healthy cpu=28.0 mem=31.6 err=1.0 latency=24.0
- worker: degraded cpu=77.3 mem=49.2 err=12.9 latency=335.5

USER_IMPACT: 0.34
SLO_BURN_RATE: 0.38
LAST_ACTION_RESULT: Rolled back the cache deploy; the underlying cause is removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 7/12
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=25.9 mem=30.4 err=0.0 latency=38.7
- cache: healthy cpu=19.6 mem=25.9 err=0.0 latency=15.0
- database: healthy cpu=30.2 mem=31.4 err=0.0 latency=22.9
- worker: healthy cpu=25.3 mem=29.4 err=0.9 latency=47.5

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: cache restarted cleanly after the triggering cause was removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 8/12
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=25.9 mem=30.4 err=0.0 latency=38.7
- cache: healthy cpu=19.6 mem=25.9 err=0.0 latency=15.0
- database: healthy cpu=30.2 mem=31.4 err=0.0 latency=22.9
- worker: healthy cpu=25.3 mem=29.4 err=0.9 latency=47.5

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran database_recovery check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 9/12
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=25.9 mem=30.4 err=0.0 latency=38.7
- cache: healthy cpu=19.6 mem=25.9 err=0.0 latency=15.0
- database: healthy cpu=30.2 mem=31.4 err=0.0 latency=22.9
- worker: healthy cpu=25.3 mem=29.4 err=0.9 latency=47.5

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran end_to_end check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: passed - End-to-end login traffic is healthy.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved


Prompt:
TICK 0/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [CRITICAL] worker: Worker CPU pinned at 84% with rising connection-refused errors against cache.
- [WARNING] api-gateway: Login latency p95 climbed to 480ms; user impact climbing.
- [WARNING] cache: Cache rejecting new connections: 'max clients reached' since last rollout.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=44.2 mem=35.1 err=19.4 latency=515.2
- cache: degraded cpu=28.0 mem=31.7 err=21.9 latency=27.2
- database: healthy cpu=27.3 mem=31.7 err=1.1 latency=24.3
- worker: degraded cpu=87.2 mem=55.0 err=13.8 latency=386.1

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: none
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Rolled out cache@2026.04.25-cac69 22 minutes ago (maxclients 1024 -> 64; 'cost optimization').

Prompt:
TICK 1/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=43.0 mem=36.4 err=18.6 latency=446.5
- cache: degraded cpu=27.0 mem=33.3 err=21.1 latency=28.8
- database: healthy cpu=27.3 mem=31.7 err=1.1 latency=24.3
- worker: degraded cpu=80.0 mem=54.6 err=13.1 latency=379.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried deploy history for cache.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker logs: 'redis: connection pool timeout' loops; CPU is consumed re-establishing failed connections, not real workload.

Prompt:
TICK 2/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=43.0 mem=36.4 err=18.6 latency=446.5
- cache: degraded cpu=27.0 mem=33.3 err=21.1 latency=28.8
- database: healthy cpu=27.3 mem=31.7 err=1.1 latency=24.3
- worker: degraded cpu=80.0 mem=54.6 err=13.1 latency=379.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried logs for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker error rate 14% — every error is a cache-acquire timeout, none originate from worker itself.

Prompt:
TICK 3/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=43.0 mem=36.4 err=18.6 latency=446.5
- cache: degraded cpu=27.0 mem=33.3 err=21.1 latency=28.8
- database: healthy cpu=27.3 mem=31.7 err=1.1 latency=24.3
- worker: degraded cpu=80.0 mem=54.6 err=13.1 latency=379.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried error_rate for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

worker -> cache (read-heavy) -> database (write-heavy)

Prompt:
TICK 4/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=43.0 mem=36.4 err=18.6 latency=446.5
- cache: degraded cpu=27.0 mem=33.3 err=21.1 latency=28.8
- database: healthy cpu=27.3 mem=31.7 err=1.1 latency=24.3
- worker: degraded cpu=80.0 mem=54.6 err=13.1 latency=379.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried dependencies for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 5/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=43.0 mem=36.4 err=18.6 latency=446.5
- cache: degraded cpu=27.0 mem=33.3 err=21.1 latency=28.8
- database: healthy cpu=27.3 mem=31.7 err=1.1 latency=24.3
- worker: degraded cpu=80.0 mem=54.6 err=13.1 latency=379.5

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Hypothesis recorded. Reward reflects root-cause accuracy, service localization, confidence calibration, and next-action quality.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 6/12
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=43.0 mem=36.4 err=18.6 latency=446.5
- cache: degraded cpu=22.5 mem=29.5 err=4.6 latency=18.0
- database: healthy cpu=27.3 mem=31.7 err=1.1 latency=24.3
- worker: degraded cpu=80.0 mem=54.6 err=13.1 latency=379.5

USER_IMPACT: 0.34
SLO_BURN_RATE: 0.38
LAST_ACTION_RESULT: Rolled back the cache deploy; the underlying cause is removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 7/12
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=28.9 mem=28.0 err=0.0 latency=35.2
- cache: healthy cpu=20.6 mem=27.9 err=0.0 latency=14.4
- database: healthy cpu=28.8 mem=29.9 err=0.0 latency=21.0
- worker: healthy cpu=24.2 mem=30.1 err=1.0 latency=47.4

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: cache restarted cleanly after the triggering cause was removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 8/12
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=28.9 mem=28.0 err=0.0 latency=35.2
- cache: healthy cpu=20.6 mem=27.9 err=0.0 latency=14.4
- database: healthy cpu=28.8 mem=29.9 err=0.0 latency=21.0
- worker: healthy cpu=24.2 mem=30.1 err=1.0 latency=47.4

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran database_recovery check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 9/12
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 2 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=28.9 mem=28.0 err=0.0 latency=35.2
- cache: healthy cpu=20.6 mem=27.9 err=0.0 latency=14.4
- database: healthy cpu=28.8 mem=29.9 err=0.0 latency=21.0
- worker: healthy cpu=24.2 mem=30.1 err=1.0 latency=47.4

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran end_to_end check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: passed - End-to-end login traffic is healthy.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved


Prompt:
TICK 0/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [CRITICAL] worker: Worker CPU pinned at 84% with rising connection-refused errors against cache.
- [WARNING] api-gateway: Login latency p95 climbed to 480ms; user impact climbing.
- [WARNING] cache: Cache rejecting new connections: 'max clients reached' since last rollout.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=38.0 mem=38.8 err=17.4 latency=493.5
- cache: degraded cpu=29.6 mem=30.4 err=23.2 latency=29.3
- database: healthy cpu=26.6 mem=35.6 err=1.0 latency=27.7
- worker: degraded cpu=81.7 mem=55.4 err=14.5 latency=357.0

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: none
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Rolled out cache@2026.04.25-cac31 10 minutes ago (maxclients 1024 -> 64; 'cost optimization').

Prompt:
TICK 1/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=38.8 mem=35.9 err=17.5 latency=502.8
- cache: degraded cpu=29.8 mem=29.8 err=23.2 latency=28.0
- database: healthy cpu=26.6 mem=35.6 err=1.0 latency=27.7
- worker: degraded cpu=82.2 mem=49.3 err=14.4 latency=381.6

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried deploy history for cache.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker logs: 'redis: connection pool timeout' loops; CPU is consumed re-establishing failed connections, not real workload.

Prompt:
TICK 2/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=38.8 mem=35.9 err=17.5 latency=502.8
- cache: degraded cpu=29.8 mem=29.8 err=23.2 latency=28.0
- database: healthy cpu=26.6 mem=35.6 err=1.0 latency=27.7
- worker: degraded cpu=82.2 mem=49.3 err=14.4 latency=381.6

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried logs for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker error rate 14% — every error is a cache-acquire timeout, none originate from worker itself.

Prompt:
TICK 3/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=38.8 mem=35.9 err=17.5 latency=502.8
- cache: degraded cpu=29.8 mem=29.8 err=23.2 latency=28.0
- database: healthy cpu=26.6 mem=35.6 err=1.0 latency=27.7
- worker: degraded cpu=82.2 mem=49.3 err=14.4 latency=381.6

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried error_rate for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

worker -> cache (read-heavy) -> database (write-heavy)

Prompt:
TICK 4/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=38.8 mem=35.9 err=17.5 latency=502.8
- cache: degraded cpu=29.8 mem=29.8 err=23.2 latency=28.0
- database: healthy cpu=26.6 mem=35.6 err=1.0 latency=27.7
- worker: degraded cpu=82.2 mem=49.3 err=14.4 latency=381.6

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried dependencies for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 5/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=38.8 mem=35.9 err=17.5 latency=502.8
- cache: degraded cpu=29.8 mem=29.8 err=23.2 latency=28.0
- database: healthy cpu=26.6 mem=35.6 err=1.0 latency=27.7
- worker: degraded cpu=82.2 mem=49.3 err=14.4 latency=381.6

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Hypothesis recorded. Reward reflects root-cause accuracy, service localization, confidence calibration, and next-action quality.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 6/12
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=38.8 mem=35.9 err=17.5 latency=502.8
- cache: degraded cpu=24.3 mem=28.7 err=5.1 latency=18.6
- database: healthy cpu=26.6 mem=35.6 err=1.0 latency=27.7
- worker: degraded cpu=82.2 mem=49.3 err=14.4 latency=381.6

USER_IMPACT: 0.34
SLO_BURN_RATE: 0.38
LAST_ACTION_RESULT: Rolled back the cache deploy; the underlying cause is removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 7/12
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=26.7 mem=28.1 err=0.0 latency=39.1
- cache: healthy cpu=21.8 mem=27.2 err=0.0 latency=13.0
- database: healthy cpu=26.0 mem=29.9 err=0.0 latency=23.0
- worker: healthy cpu=24.3 mem=33.8 err=1.1 latency=43.7

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: cache restarted cleanly after the triggering cause was removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 8/12
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=26.7 mem=28.1 err=0.0 latency=39.1
- cache: healthy cpu=21.8 mem=27.2 err=0.0 latency=13.0
- database: healthy cpu=26.0 mem=29.9 err=0.0 latency=23.0
- worker: healthy cpu=24.3 mem=33.8 err=1.1 latency=43.7

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran database_recovery check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 9/12
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 3 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=26.7 mem=28.1 err=0.0 latency=39.1
- cache: healthy cpu=21.8 mem=27.2 err=0.0 latency=13.0
- database: healthy cpu=26.0 mem=29.9 err=0.0 latency=23.0
- worker: healthy cpu=24.3 mem=33.8 err=1.1 latency=43.7

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran end_to_end check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: passed - End-to-end login traffic is healthy.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved


Prompt:
TICK 0/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [CRITICAL] worker: Worker CPU pinned at 84% with rising connection-refused errors against cache.
- [WARNING] api-gateway: Login latency p95 climbed to 480ms; user impact climbing.
- [WARNING] cache: Cache rejecting new connections: 'max clients reached' since last rollout.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=39.3 mem=37.5 err=17.9 latency=483.9
- cache: degraded cpu=27.0 mem=33.2 err=21.5 latency=27.1
- database: healthy cpu=25.5 mem=34.6 err=0.9 latency=25.9
- worker: degraded cpu=84.3 mem=50.9 err=14.7 latency=351.4

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: none
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Rolled out cache@2026.04.25-cac13 9 minutes ago (maxclients 1024 -> 64; 'cost optimization').

Prompt:
TICK 1/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=42.8 mem=38.3 err=18.3 latency=497.6
- cache: degraded cpu=27.6 mem=32.5 err=21.1 latency=26.0
- database: healthy cpu=25.5 mem=34.6 err=0.9 latency=25.9
- worker: degraded cpu=77.6 mem=49.4 err=15.0 latency=360.4

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried deploy history for cache.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker logs: 'redis: connection pool timeout' loops; CPU is consumed re-establishing failed connections, not real workload.

Prompt:
TICK 2/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=42.8 mem=38.3 err=18.3 latency=497.6
- cache: degraded cpu=27.6 mem=32.5 err=21.1 latency=26.0
- database: healthy cpu=25.5 mem=34.6 err=0.9 latency=25.9
- worker: degraded cpu=77.6 mem=49.4 err=15.0 latency=360.4

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried logs for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker error rate 14% — every error is a cache-acquire timeout, none originate from worker itself.

Prompt:
TICK 3/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=42.8 mem=38.3 err=18.3 latency=497.6
- cache: degraded cpu=27.6 mem=32.5 err=21.1 latency=26.0
- database: healthy cpu=25.5 mem=34.6 err=0.9 latency=25.9
- worker: degraded cpu=77.6 mem=49.4 err=15.0 latency=360.4

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried error_rate for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

worker -> cache (read-heavy) -> database (write-heavy)

Prompt:
TICK 4/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=42.8 mem=38.3 err=18.3 latency=497.6
- cache: degraded cpu=27.6 mem=32.5 err=21.1 latency=26.0
- database: healthy cpu=25.5 mem=34.6 err=0.9 latency=25.9
- worker: degraded cpu=77.6 mem=49.4 err=15.0 latency=360.4

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Queried dependencies for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 5/12
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=42.8 mem=38.3 err=18.3 latency=497.6
- cache: degraded cpu=27.6 mem=32.5 err=21.1 latency=26.0
- database: healthy cpu=25.5 mem=34.6 err=0.9 latency=25.9
- worker: degraded cpu=77.6 mem=49.4 err=15.0 latency=360.4

USER_IMPACT: 0.62
SLO_BURN_RATE: 0.66
LAST_ACTION_RESULT: Hypothesis recorded. Reward reflects root-cause accuracy, service localization, confidence calibration, and next-action quality.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 6/12
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] cache: cache is degraded.
- [WARNING] worker: worker is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: degraded cpu=42.8 mem=38.3 err=18.3 latency=497.6
- cache: degraded cpu=22.9 mem=29.8 err=5.1 latency=19.2
- database: healthy cpu=25.5 mem=34.6 err=0.9 latency=25.9
- worker: degraded cpu=77.6 mem=49.4 err=15.0 latency=360.4

USER_IMPACT: 0.34
SLO_BURN_RATE: 0.38
LAST_ACTION_RESULT: Rolled back the cache deploy; the underlying cause is removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 7/12
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=26.7 mem=29.8 err=0.0 latency=35.0
- cache: healthy cpu=19.7 mem=25.7 err=0.0 latency=14.6
- database: healthy cpu=26.4 mem=34.5 err=0.0 latency=22.0
- worker: healthy cpu=25.7 mem=32.7 err=1.0 latency=41.1

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: cache restarted cleanly after the triggering cause was removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 8/12
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=26.7 mem=29.8 err=0.0 latency=35.0
- cache: healthy cpu=19.7 mem=25.7 err=0.0 latency=14.6
- database: healthy cpu=26.4 mem=34.5 err=0.0 latency=22.0
- worker: healthy cpu=25.7 mem=32.7 err=1.0 latency=41.1

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran database_recovery check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 9/12
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A cache (Redis) deploy lowered max_clients from 1024 to 64. The cache process is healthy in its own metrics, but new connections fail with 'max clients reached'. The worker — which depends on cache for session lookups — is degraded with high CPU as it spins on connection errors. Naïve responders blame the worker because its CPU is loud; the agent must follow the evidence to the cache deploy. Variant 4 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] openai-proxy: OpenAI proxy p95 latency +21ms (provider weather, unrelated).
- [WARNING] sentry: Sentry release-health alert — downstream echo of worker errors, not a separate fault.

SERVICES:
- api-gateway: healthy cpu=26.7 mem=29.8 err=0.0 latency=35.0
- cache: healthy cpu=19.7 mem=25.7 err=0.0 latency=14.6
- database: healthy cpu=26.4 mem=34.5 err=0.0 latency=22.0
- worker: healthy cpu=25.7 mem=32.7 err=1.0 latency=41.1

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran end_to_end check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: passed - End-to-end login traffic is healthy.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved


Prompt:
TICK 0/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- [CRITICAL] worker: Worker pod restart count: 14 in last 20 minutes (baseline 0). OOMKilled exit codes.
- [WARNING] database: Database connection-establish rate spiking every ~90s in lockstep with worker restarts.
- [WARNING] api-gateway: Gateway 5xx error rate climbing as background jobs queue waiting on dead worker.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: degraded cpu=47.0 mem=39.0 err=21.0 latency=580.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: degraded cpu=78.0 mem=64.0 err=11.0 latency=410.0
- worker: crashed cpu=12.0 mem=96.0 err=8.0 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: none
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Rolled out worker@2026.04.25-cache-prefetch 35 minutes ago (in-memory prefetch cache for hot keys; no per-request cache eviction).

Prompt:
TICK 1/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: degraded cpu=47.0 mem=39.0 err=21.0 latency=580.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: degraded cpu=78.0 mem=64.0 err=11.0 latency=410.0
- worker: crashed cpu=12.0 mem=96.0 err=8.0 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Queried deploy history for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker CPU low (12%) — process spends most of its life dead, not working.

Prompt:
TICK 2/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: degraded cpu=47.0 mem=39.0 err=21.0 latency=580.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: degraded cpu=78.0 mem=64.0 err=11.0 latency=410.0
- worker: crashed cpu=12.0 mem=96.0 err=8.0 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Queried cpu for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker logs: 'process killed (OOM)' every ~90s. Memory growth pattern began exactly at worker@2026.04.25-cache-prefetch rollout 35 minutes ago. Restart count: 14.

Prompt:
TICK 3/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: degraded cpu=47.0 mem=39.0 err=21.0 latency=580.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: degraded cpu=78.0 mem=64.0 err=11.0 latency=410.0
- worker: crashed cpu=12.0 mem=96.0 err=8.0 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Queried logs for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

database error_rate is at baseline (no incident-correlated movement); the active fault doesn't surface on this metric.

Prompt:
TICK 4/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: degraded cpu=47.0 mem=39.0 err=21.0 latency=580.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: degraded cpu=78.0 mem=64.0 err=11.0 latency=410.0
- worker: crashed cpu=12.0 mem=96.0 err=8.0 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Queried error_rate for database.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 5/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: degraded cpu=47.0 mem=39.0 err=21.0 latency=580.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: degraded cpu=78.0 mem=64.0 err=11.0 latency=410.0
- worker: crashed cpu=12.0 mem=96.0 err=8.0 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Hypothesis recorded. Reward reflects root-cause accuracy, service localization, confidence calibration, and next-action quality.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 6/13
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: degraded cpu=47.0 mem=39.0 err=21.0 latency=580.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: degraded cpu=78.0 mem=64.0 err=11.0 latency=410.0
- worker: healthy cpu=30.0 mem=38.0 err=1.0 latency=56.0

USER_IMPACT: 0.42
SLO_BURN_RATE: 0.46
LAST_ACTION_RESULT: Rolled back the worker deploy; the underlying cause is removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 7/13
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: healthy cpu=26.0 mem=30.0 err=0.0 latency=36.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: healthy cpu=36.0 mem=42.0 err=0.0 latency=28.0
- worker: healthy cpu=28.0 mem=36.0 err=1.0 latency=48.0

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: database restarted cleanly after the triggering cause was removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 8/13
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: healthy cpu=26.0 mem=30.0 err=0.0 latency=36.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: healthy cpu=36.0 mem=42.0 err=0.0 latency=28.0
- worker: healthy cpu=28.0 mem=36.0 err=1.0 latency=48.0

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran database_recovery check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 9/13
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).
- [WARNING] supabase-realtime: Realtime subscription reconnect storm during scheduled credential rotation (unrelated).

SERVICES:
- api-gateway: healthy cpu=26.0 mem=30.0 err=0.0 latency=36.0
- cache: healthy cpu=19.0 mem=26.0 err=0.0 latency=14.0
- database: healthy cpu=36.0 mem=42.0 err=0.0 latency=28.0
- worker: healthy cpu=28.0 mem=36.0 err=1.0 latency=48.0

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran end_to_end check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: passed - End-to-end login traffic is healthy.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved


Prompt:
TICK 0/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [CRITICAL] worker: Worker pod restart count: 14 in last 20 minutes (baseline 0). OOMKilled exit codes.
- [WARNING] database: Database connection-establish rate spiking every ~90s in lockstep with worker restarts.
- [WARNING] api-gateway: Gateway 5xx error rate climbing as background jobs queue waiting on dead worker.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: degraded cpu=42.4 mem=40.5 err=21.5 latency=616.5
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: degraded cpu=70.3 mem=63.4 err=10.4 latency=391.5
- worker: crashed cpu=12.6 mem=95.7 err=7.9 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: none
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Rolled out worker@2026.04.25-wor32 15 minutes ago (in-memory prefetch cache for hot keys; no per-request cache eviction).

Prompt:
TICK 1/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: degraded cpu=45.4 mem=36.1 err=21.4 latency=582.9
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: degraded cpu=77.5 mem=68.6 err=10.3 latency=445.1
- worker: crashed cpu=11.1 mem=94.8 err=7.4 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Queried deploy history for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker CPU low (12%) — process spends most of its life dead, not working.

Prompt:
TICK 2/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: degraded cpu=45.4 mem=36.1 err=21.4 latency=582.9
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: degraded cpu=77.5 mem=68.6 err=10.3 latency=445.1
- worker: crashed cpu=11.1 mem=94.8 err=7.4 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Queried cpu for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Worker logs: 'process killed (OOM)' every ~90s. Memory growth pattern began exactly at worker@2026.04.25-cache-prefetch rollout 35 minutes ago. Restart count: 14.

Prompt:
TICK 3/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: degraded cpu=45.4 mem=36.1 err=21.4 latency=582.9
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: degraded cpu=77.5 mem=68.6 err=10.3 latency=445.1
- worker: crashed cpu=11.1 mem=94.8 err=7.4 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Queried logs for worker.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

database error_rate is at baseline (no incident-correlated movement); the active fault doesn't surface on this metric.

Prompt:
TICK 4/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: degraded cpu=45.4 mem=36.1 err=21.4 latency=582.9
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: degraded cpu=77.5 mem=68.6 err=10.3 latency=445.1
- worker: crashed cpu=11.1 mem=94.8 err=7.4 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Queried error_rate for database.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 5/13
WORKFLOW_STAGE: triage

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.
- [CRITICAL] worker: worker is unavailable.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: degraded cpu=45.4 mem=36.1 err=21.4 latency=582.9
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: degraded cpu=77.5 mem=68.6 err=10.3 latency=445.1
- worker: crashed cpu=11.1 mem=94.8 err=7.4 latency=0.0

USER_IMPACT: 0.78
SLO_BURN_RATE: 0.84
LAST_ACTION_RESULT: Hypothesis recorded. Reward reflects root-cause accuracy, service localization, confidence calibration, and next-action quality.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 6/13
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- [WARNING] api-gateway: api-gateway is degraded.
- [WARNING] database: database is degraded.

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: degraded cpu=45.4 mem=36.1 err=21.4 latency=582.9
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: degraded cpu=77.5 mem=68.6 err=10.3 latency=445.1
- worker: healthy cpu=31.7 mem=39.5 err=1.0 latency=51.0

USER_IMPACT: 0.42
SLO_BURN_RATE: 0.46
LAST_ACTION_RESULT: Rolled back the worker deploy; the underlying cause is removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 7/13
WORKFLOW_STAGE: mitigation

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: healthy cpu=27.4 mem=28.8 err=0.0 latency=37.7
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: healthy cpu=36.4 mem=41.2 err=0.0 latency=26.7
- worker: healthy cpu=28.9 mem=38.9 err=1.0 latency=43.7

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: database restarted cleanly after the triggering cause was removed.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: pending - Database recovery has not been verified yet.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 8/13
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: healthy cpu=27.4 mem=28.8 err=0.0 latency=37.7
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: healthy cpu=36.4 mem=41.2 err=0.0 latency=26.7
- worker: healthy cpu=28.9 mem=38.9 err=1.0 latency=43.7

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran database_recovery check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: pending - End-to-end health has not been verified yet.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved

Prompt:
TICK 9/13
WORKFLOW_STAGE: validation

INCIDENT_SUMMARY:
A recent worker deploy introduced a memory leak. The worker is in an OOM-kill restart loop: every ~90s it consumes its memory budget, gets killed, restarts, and connects back to the database — which sees a synchronization storm on every restart. The agent must recognize that *restart count* is climbing faster than *error rate*, and that the downstream database overload is reactive, not the cause. Variant 1 reshuffles timing and distractor noise.

ACTIVE_ALERTS:
- none

NOISE_ALERTS (historically unrelated — resist querying these):
- [WARNING] sentry: Sentry release-health alert: new release error rate +120% (downstream echo of the actual fault).

SERVICES:
- api-gateway: healthy cpu=27.4 mem=28.8 err=0.0 latency=37.7
- cache: healthy cpu=19.0 mem=26.6 err=0.0 latency=13.0
- database: healthy cpu=36.4 mem=41.2 err=0.0 latency=26.7
- worker: healthy cpu=28.9 mem=38.9 err=1.0 latency=43.7

USER_IMPACT: 0.10
SLO_BURN_RATE: 0.14
LAST_ACTION_RESULT: Ran end_to_end check.
TOOL_OUTPUT: none
FAILURE_TYPE: none
WHY_FAILED: none

CHECKS:
- database_recovery: passed - Database is healthy and no longer failing.
- end_to_end: passed - End-to-end login traffic is healthy.

ALLOWED_ACTIONS:
- query_logs
- query_metrics
- query_dependencies
- query_deploys
- rollback_deploy
- restart_service
- run_check
- isolate_service
- escalate
- submit_hypothesis
- declare_resolved