[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[User] {"tick":22,"episode_id":"6d7b42db-8898-4db0-9521-e1bffa636ed8","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.8261,"observation_summary":"Tick 22/50: SLO compliance 83% (1 service(s) DOWN, 2 CRITICAL, 1 degraded, 19 healthy). 23 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.0218,"latency_p50_ms":1393.7,"latency_p95_ms":4174.7,"latency_p99_ms":4932.3,"throughput_rps":31796.8,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":["auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","notification-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","cart-service-east":"CLOSED","catalog-service-east":"OPEN","inventory-service-east":"OPEN","notification-service-east":"CLOSED"}},{"id":"auth-service-east","layer":"identity","status":"healthy","error_rate":0.0,"latency_p50_ms":20.0,"latency_p95_ms":50.0,"latency_p99_ms":100.0,"throughput_rps":50.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":[],"circuit_breakers":{}}],"alerts":[{"severity":"critical","service":"catalog-service-east","type":"error_rate_high","message":"catalog-service-east error rate at 76%","first_seen_tick":0},{"severity":"critical","service":"inventory-service-east","type":"error_rate_high","message":"inventory-service-east error rate at 56%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"error_rate_high","message":"search-service-west error rate at 100%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"service_down","message":"search-service-west is DOWN","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4932ms","first_seen_tick":22},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for catalog-service-east","first_seen_tick":20},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for inventory-service-east","first_seen_tick":20}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"rollback_service","valid_targets":["inventory-service-east"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"clear_cache","valid_targets":["redis-cache-east","redis-cache-west"]},{"action_type":"rebalance_traffic","valid_targets":["us-east-1","us-west-2"]},{"action_type":"pause_job","valid_targets":["kafka-broker"]}],"logs":null,"metric_history":null,"traces":null}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[User] {"tick":28,"episode_id":"6d7b42db-8898-4db0-9521-e1bffa636ed8","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7826,"observation_summary":"Tick 28/50: SLO compliance 78% (1 service(s) DOWN, 2 CRITICAL, 2 degraded, 18 healthy). 23 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.0212,"latency_p50_ms":1082.8,"latency_p95_ms":3589.4,"latency_p99_ms":4820.4,"throughput_rps":74547.1,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":["auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","notification-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","cart-service-east":"CLOSED","catalog-service-east":"OPEN","inventory-service-east":"OPEN","notification-service-east":"CLOSED"}},{"id":"auth-service-east","layer":"identity","status":"healthy","error_rate":0.0,"latency_p50_ms":20.0,"latency_p95_ms":50.0,"latency_p99_ms":100.0,"throughput_rps":50.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":[],"circuit_breakers":{}}],"alerts":[{"severity":"critical","service":"catalog-service-east","type":"error_rate_high","message":"catalog-service-east error rate at 74%","first_seen_tick":0},{"severity":"critical","service":"inventory-service-east","type":"error_rate_high","message":"inventory-service-east error rate at 57%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"error_rate_high","message":"search-service-west error rate at 100%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"service_down","message":"search-service-west is DOWN","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4820ms","first_seen_tick":28},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for catalog-service-east","first_seen_tick":28},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for inventory-service-east","first_seen_tick":28}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"rollback_service","valid_targets":["inventory-service-east"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"clear_cache","valid_targets":["redis-cache-east","redis-cache-west"]},{"action_type":"rebalance_traffic","valid_targets":["us-east-1","us-west-2"]},{"action_type":"pause_job","valid_targets":["kafka-broker"]}],"logs":null,"metric_history":null,"traces":null}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[User] {"tick":30,"episode_id":"6d7b42db-8898-4db0-9521-e1bffa636ed8","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7826,"observation_summary":"Tick 30/50: SLO compliance 78% (1 service(s) DOWN, 2 CRITICAL, 2 degraded, 18 healthy). 23 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.0213,"latency_p50_ms":1711.9,"latency_p95_ms":3554.8,"latency_p99_ms":4817.7,"throughput_rps":74533.8,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":["auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","notification-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","cart-service-east":"CLOSED","catalog-service-east":"OPEN","inventory-service-east":"OPEN","notification-service-east":"CLOSED"}},{"id":"auth-service-east","layer":"identity","status":"healthy","error_rate":0.0,"latency_p50_ms":20.0,"latency_p95_ms":50.0,"latency_p99_ms":100.0,"throughput_rps":50.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":[],"circuit_breakers":{}}],"alerts":[{"severity":"critical","service":"catalog-service-east","type":"error_rate_high","message":"catalog-service-east error rate at 75%","first_seen_tick":0},{"severity":"critical","service":"inventory-service-east","type":"error_rate_high","message":"inventory-service-east error rate at 55%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"error_rate_high","message":"search-service-west error rate at 100%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"service_down","message":"search-service-west is DOWN","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4818ms","first_seen_tick":30},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for catalog-service-east","first_seen_tick":28},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for inventory-service-east","first_seen_tick":28}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"rollback_service","valid_targets":["inventory-service-east"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"clear_cache","valid_targets":["redis-cache-east","redis-cache-west"]},{"action_type":"rebalance_traffic","valid_targets":["us-east-1","us-west-2"]},{"action_type":"pause_job","valid_targets":["kafka-broker"]}],"logs":null,"metric_history":null,"traces":null}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[User] {"tick":31,"episode_id":"6d7b42db-8898-4db0-9521-e1bffa636ed8","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7826,"observation_summary":"Tick 31/50: SLO compliance 78% (1 service(s) DOWN, 2 CRITICAL, 2 degraded, 18 healthy). 23 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.1356,"latency_p50_ms":1239.9,"latency_p95_ms":2857.4,"latency_p99_ms":4759.1,"throughput_rps":101191.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":["auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","notification-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","cart-service-east":"CLOSED","catalog-service-east":"HALF_OPEN","inventory-service-east":"HALF_OPEN","notification-service-east":"CLOSED"}},{"id":"auth-service-east","layer":"identity","status":"healthy","error_rate":0.0,"latency_p50_ms":20.0,"latency_p95_ms":50.0,"latency_p99_ms":100.0,"throughput_rps":50.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":[],"circuit_breakers":{}}],"alerts":[{"severity":"critical","service":"catalog-service-east","type":"error_rate_high","message":"catalog-service-east error rate at 71%","first_seen_tick":0},{"severity":"critical","service":"inventory-service-east","type":"error_rate_high","message":"inventory-service-east error rate at 58%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"error_rate_high","message":"search-service-west error rate at 100%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"service_down","message":"search-service-west is DOWN","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 13.6%","first_seen_tick":31},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4759ms","first_seen_tick":31},{"severity":"warning","service":"api-gateway-west","type":"error_rate_high","message":"api-gateway-west error rate elevated at 18.1%","first_seen_tick":31}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"rollback_service","valid_targets":["inventory-service-east"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"clear_cache","valid_targets":["redis-cache-east","redis-cache-west"]},{"action_type":"rebalance_traffic","valid_targets":["us-east-1","us-west-2"]},{"action_type":"pause_job","valid_targets":["kafka-broker"]}],"logs":null,"metric_history":null,"traces":null}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[User] {"tick":34,"episode_id":"6d7b42db-8898-4db0-9521-e1bffa636ed8","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7826,"observation_summary":"Tick 34/50: SLO compliance 78% (1 service(s) DOWN, 2 CRITICAL, 2 degraded, 18 healthy). 23 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.0205,"latency_p50_ms":1210.7,"latency_p95_ms":3154.2,"latency_p99_ms":4915.4,"throughput_rps":114661.8,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":["auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","notification-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","cart-service-east":"CLOSED","catalog-service-east":"OPEN","inventory-service-east":"OPEN","notification-service-east":"CLOSED"}},{"id":"auth-service-east","layer":"identity","status":"healthy","error_rate":0.0,"latency_p50_ms":20.0,"latency_p95_ms":50.0,"latency_p99_ms":100.0,"throughput_rps":50.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":[],"circuit_breakers":{}}],"alerts":[{"severity":"critical","service":"catalog-service-east","type":"error_rate_high","message":"catalog-service-east error rate at 75%","first_seen_tick":0},{"severity":"critical","service":"inventory-service-east","type":"error_rate_high","message":"inventory-service-east error rate at 55%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"error_rate_high","message":"search-service-west error rate at 100%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"service_down","message":"search-service-west is DOWN","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4915ms","first_seen_tick":34},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for catalog-service-east","first_seen_tick":32},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for inventory-service-east","first_seen_tick":32}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"rollback_service","valid_targets":["inventory-service-east"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"clear_cache","valid_targets":["redis-cache-east","redis-cache-west"]},{"action_type":"rebalance_traffic","valid_targets":["us-east-1","us-west-2"]},{"action_type":"pause_job","valid_targets":["kafka-broker"]}],"logs":null,"metric_history":null,"traces":null}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[User] {"tick":36,"episode_id":"6d7b42db-8898-4db0-9521-e1bffa636ed8","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7826,"observation_summary":"Tick 36/50: SLO compliance 78% (1 service(s) DOWN, 2 CRITICAL, 2 degraded, 18 healthy). 23 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.0308,"latency_p50_ms":1705.8,"latency_p95_ms":3843.6,"latency_p99_ms":4901.3,"throughput_rps":174729.2,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":["auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","notification-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","cart-service-east":"CLOSED","catalog-service-east":"OPEN","inventory-service-east":"OPEN","notification-service-east":"CLOSED"}},{"id":"auth-service-east","layer":"identity","status":"healthy","error_rate":0.0,"latency_p50_ms":20.0,"latency_p95_ms":50.0,"latency_p99_ms":100.0,"throughput_rps":50.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":[],"circuit_breakers":{}}],"alerts":[{"severity":"critical","service":"catalog-service-east","type":"error_rate_high","message":"catalog-service-east error rate at 75%","first_seen_tick":0},{"severity":"critical","service":"inventory-service-east","type":"error_rate_high","message":"inventory-service-east error rate at 59%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"error_rate_high","message":"search-service-west error rate at 100%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"service_down","message":"search-service-west is DOWN","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4901ms","first_seen_tick":36},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for catalog-service-east","first_seen_tick":36},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for inventory-service-east","first_seen_tick":36}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"rollback_service","valid_targets":["inventory-service-east"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"clear_cache","valid_targets":["redis-cache-east","redis-cache-west"]},{"action_type":"rebalance_traffic","valid_targets":["us-east-1","us-west-2"]},{"action_type":"pause_job","valid_targets":["kafka-broker"]}],"logs":null,"metric_history":null,"traces":null}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[User] {"tick":38,"episode_id":"6d7b42db-8898-4db0-9521-e1bffa636ed8","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7826,"observation_summary":"Tick 38/50: SLO compliance 78% (1 service(s) DOWN, 2 CRITICAL, 2 degraded, 18 healthy). 23 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.0215,"latency_p50_ms":1532.4,"latency_p95_ms":3178.2,"latency_p99_ms":4954.2,"throughput_rps":176407.4,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":["auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","notification-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","cart-service-east":"CLOSED","catalog-service-east":"OPEN","inventory-service-east":"OPEN","notification-service-east":"CLOSED"}},{"id":"auth-service-east","layer":"identity","status":"healthy","error_rate":0.0,"latency_p50_ms":20.0,"latency_p95_ms":50.0,"latency_p99_ms":100.0,"throughput_rps":50.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":[],"circuit_breakers":{}}],"alerts":[{"severity":"critical","service":"catalog-service-east","type":"error_rate_high","message":"catalog-service-east error rate at 75%","first_seen_tick":0},{"severity":"critical","service":"inventory-service-east","type":"error_rate_high","message":"inventory-service-east error rate at 56%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"error_rate_high","message":"search-service-west error rate at 100%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"service_down","message":"search-service-west is DOWN","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4954ms","first_seen_tick":38},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for catalog-service-east","first_seen_tick":36},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for inventory-service-east","first_seen_tick":36}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"rollback_service","valid_targets":["inventory-service-east"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"clear_cache","valid_targets":["redis-cache-east","redis-cache-west"]},{"action_type":"rebalance_traffic","valid_targets":["us-east-1","us-west-2"]},{"action_type":"pause_job","valid_targets":["kafka-broker"]}],"logs":null,"metric_history":null,"traces":null}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[User] {"tick":39,"episode_id":"6d7b42db-8898-4db0-9521-e1bffa636ed8","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7826,"observation_summary":"Tick 39/50: SLO compliance 78% (1 service(s) DOWN, 2 CRITICAL, 2 degraded, 18 healthy). 23 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.157,"latency_p50_ms":1368.2,"latency_p95_ms":3667.9,"latency_p99_ms":4835.3,"throughput_rps":229738.3,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":["auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","notification-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","cart-service-east":"CLOSED","catalog-service-east":"HALF_OPEN","inventory-service-east":"HALF_OPEN","notification-service-east":"CLOSED"}},{"id":"auth-service-east","layer":"identity","status":"healthy","error_rate":0.0,"latency_p50_ms":20.0,"latency_p95_ms":50.0,"latency_p99_ms":100.0,"throughput_rps":50.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":[],"circuit_breakers":{}}],"alerts":[{"severity":"critical","service":"catalog-service-east","type":"error_rate_high","message":"catalog-service-east error rate at 70%","first_seen_tick":0},{"severity":"critical","service":"inventory-service-east","type":"error_rate_high","message":"inventory-service-east error rate at 55%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"error_rate_high","message":"search-service-west error rate at 100%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"service_down","message":"search-service-west is DOWN","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 15.7%","first_seen_tick":39},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4835ms","first_seen_tick":39},{"severity":"warning","service":"api-gateway-west","type":"error_rate_high","message":"api-gateway-west error rate elevated at 24.2%","first_seen_tick":39}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"rollback_service","valid_targets":["inventory-service-east"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"clear_cache","valid_targets":["redis-cache-east","redis-cache-west"]},{"action_type":"rebalance_traffic","valid_targets":["us-east-1","us-west-2"]},{"action_type":"pause_job","valid_targets":["kafka-broker"]}],"logs":null,"metric_history":null,"traces":null}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[User] {"tick":44,"episode_id":"6d7b42db-8898-4db0-9521-e1bffa636ed8","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7826,"observation_summary":"Tick 44/50: SLO compliance 78% (1 service(s) DOWN, 2 CRITICAL, 2 degraded, 18 healthy). 23 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.0292,"latency_p50_ms":1424.5,"latency_p95_ms":3501.5,"latency_p99_ms":4933.2,"throughput_rps":405177.3,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":["auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","notification-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","cart-service-east":"CLOSED","catalog-service-east":"OPEN","inventory-service-east":"OPEN","notification-service-east":"CLOSED"}},{"id":"auth-service-east","layer":"identity","status":"healthy","error_rate":0.0,"latency_p50_ms":20.0,"latency_p95_ms":50.0,"latency_p99_ms":100.0,"throughput_rps":50.0,"cpu_pct":15.0,"memory_pct":30.0,"connection_pool_usage_pct":10.0,"replicas":2,"version":"v1.0.0","previous_version":null,"depends_on":[],"circuit_breakers":{}}],"alerts":[{"severity":"critical","service":"catalog-service-east","type":"error_rate_high","message":"catalog-service-east error rate at 72%","first_seen_tick":0},{"severity":"critical","service":"inventory-service-east","type":"error_rate_high","message":"inventory-service-east error rate at 56%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"error_rate_high","message":"search-service-west error rate at 100%","first_seen_tick":0},{"severity":"critical","service":"search-service-west","type":"service_down","message":"search-service-west is DOWN","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4933ms","first_seen_tick":44},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for catalog-service-east","first_seen_tick":44},{"severity":"warning","service":"api-gateway-east","type":"circuit_breaker_open","message":"api-gateway-east circuit breaker OPEN for inventory-service-east","first_seen_tick":44}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"rollback_service","valid_targets":["inventory-service-east"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","cart-service-east","catalog-service-east","inventory-service-east","notification-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","search-service-west","notification-service-west","subscription-service-west","pricing-service-west","recommendation-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","sms-service","rate-limiter","feature-flags"]},{"action_type":"clear_cache","valid_targets":["redis-cache-east","redis-cache-west"]},{"action_type":"rebalance_traffic","valid_targets":["us-east-1","us-west-2"]},{"action_type":"pause_job","valid_targets":["kafka-broker"]}],"logs":null,"metric_history":null,"traces":null}

[Assistant] {"action_type": "noop", "params": {}}


[System]
You are an expert Site Reliability Engineer (SRE) responding to a production incident.
You are managing a microservice cluster experiencing failures.

Your goal: restore all services to healthy SLO compliance as efficiently as possible.

Strategy:
1. First, inspect logs of services showing the highest error rates or critical alerts
2. Diagnose the root cause from log patterns:
   - OOMKilled/CrashLoopBackOff -> restart_service
   - NullPointerException/TypeError + recent deploy -> rollback_service
   - "Configuration diagnostic: key '<KEY>'" -> tune_config with that exact key, value='correct'
   - Thread pool exhaustion on THIS service -> restart_service or scale_service on THIS service
   - Memory climbing linearly -> restart_service (resource leak)
   - HikariPool exhaustion/slow queries -> scale_service or restart_service on the DB
   - CLUSTERDOWN/cache miss -> clear_cache
   - DNS/network errors -> rebalance_traffic (if multi-region)
3. Apply the correct remediation action
4. Verify recovery with inspect_logs or inspect_metrics

Respond with EXACTLY one JSON object — no explanation, no markdown, just raw JSON:
{"action_type": "...", "params": {...}}

Param rules (STRICT — single service only, never a list):
- inspect_logs / inspect_metrics / inspect_traces / restart_service / rollback_service / scale_service:
    {"action_type": "X", "params": {"service_id": "order-service"}}
- tune_config:
    {"action_type": "tune_config", "params": {"service_id": "order-service", "key": "api_endpoint", "value": "correct"}}
- clear_cache:
    {"action_type": "clear_cache", "params": {"cache_name": "redis-cache"}}
- rebalance_traffic:
    {"action_type": "rebalance_traffic", "params": {"from_region": "us-east-1", "to_region": "us-west-2"}}
- noop:
    {"action_type": "noop", "params": {}}

[Assistant] {"action_type": "noop", "params": {}}