[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": {}}

[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":2,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.8182,"observation_summary":"Tick 2/50: SLO compliance 82% (2 CRITICAL, 2 degraded, 18 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"critical","error_rate":0.1358,"latency_p50_ms":1183.5,"latency_p95_ms":3384.3,"latency_p99_ms":5162.9,"throughput_rps":326.2,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency 5163ms","first_seen_tick":2},{"severity":"critical","service":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 53%","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":2},{"severity":"warning","service":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate elevated at 16.4%","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"latency_high","message":"payment-service-east p99 latency elevated at 1455ms","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"circuit_breaker_open","message":"payment-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 7.0%","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"circuit_breaker_open","message":"notification-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":0}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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":3,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7273,"observation_summary":"Tick 3/50: SLO compliance 73% (3 CRITICAL, 3 degraded, 16 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"critical","error_rate":0.2421,"latency_p50_ms":1912.5,"latency_p95_ms":4252.5,"latency_p99_ms":5235.4,"throughput_rps":482.8,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency 5235ms","first_seen_tick":3},{"severity":"critical","service":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 54%","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 24.2%","first_seen_tick":3},{"severity":"warning","service":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate elevated at 30.6%","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"latency_high","message":"payment-service-east p99 latency elevated at 1424ms","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 13.9%","first_seen_tick":0},{"severity":"warning","service":"review-service-east","type":"error_rate_high","message":"review-service-east error rate elevated at 10.7%","first_seen_tick":3},{"severity":"warning","service":"shipping-service-east","type":"error_rate_high","message":"shipping-service-east error rate elevated at 11.1%","first_seen_tick":3}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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":4,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.8182,"observation_summary":"Tick 4/50: SLO compliance 82% (2 CRITICAL, 2 degraded, 18 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.2611,"latency_p50_ms":1296.6,"latency_p95_ms":3829.8,"latency_p99_ms":4809.6,"throughput_rps":1345.3,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate at 51%","first_seen_tick":0},{"severity":"critical","service":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 52%","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 26.1%","first_seen_tick":4},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4810ms","first_seen_tick":4},{"severity":"warning","service":"payment-service-east","type":"latency_high","message":"payment-service-east p99 latency elevated at 1404ms","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"circuit_breaker_open","message":"payment-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":4},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 16.3%","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"circuit_breaker_open","message":"notification-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":4}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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":5,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.8182,"observation_summary":"Tick 5/50: SLO compliance 82% (3 CRITICAL, 1 degraded, 18 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"critical","error_rate":0.4037,"latency_p50_ms":1378.2,"latency_p95_ms":3485.9,"latency_p99_ms":5098.3,"throughput_rps":2774.9,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency 5098ms","first_seen_tick":5},{"severity":"critical","service":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 56%","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 40.4%","first_seen_tick":5},{"severity":"warning","service":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate elevated at 48.0%","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"latency_high","message":"payment-service-east p99 latency elevated at 1527ms","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"circuit_breaker_open","message":"payment-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":4},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 26.2%","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"circuit_breaker_open","message":"notification-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":4}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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":6,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.8182,"observation_summary":"Tick 6/50: SLO compliance 82% (3 CRITICAL, 1 degraded, 18 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.2588,"latency_p50_ms":1913.8,"latency_p95_ms":4030.6,"latency_p99_ms":4796.5,"throughput_rps":9112.5,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 54%","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 25.9%","first_seen_tick":6},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4797ms","first_seen_tick":6},{"severity":"warning","service":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate elevated at 45.8%","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"latency_high","message":"payment-service-east p99 latency elevated at 1544ms","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"circuit_breaker_open","message":"payment-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":4},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 30.9%","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"circuit_breaker_open","message":"notification-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":4}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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":7,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7273,"observation_summary":"Tick 7/50: SLO compliance 73% (4 CRITICAL, 2 degraded, 16 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"critical","error_rate":0.3939,"latency_p50_ms":1271.9,"latency_p95_ms":3712.9,"latency_p99_ms":4890.6,"throughput_rps":19914.2,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 54%","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 39.4%","first_seen_tick":7},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4891ms","first_seen_tick":7},{"severity":"warning","service":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate elevated at 45.8%","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"latency_high","message":"payment-service-east p99 latency elevated at 1480ms","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 31.8%","first_seen_tick":0},{"severity":"warning","service":"review-service-east","type":"error_rate_high","message":"review-service-east error rate elevated at 14.4%","first_seen_tick":7},{"severity":"warning","service":"shipping-service-east","type":"error_rate_high","message":"shipping-service-east error rate elevated at 10.2%","first_seen_tick":7}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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":10,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.8182,"observation_summary":"Tick 10/50: SLO compliance 82% (3 CRITICAL, 1 degraded, 18 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.298,"latency_p50_ms":1070.8,"latency_p95_ms":3142.7,"latency_p99_ms":4934.8,"throughput_rps":819818.2,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate at 50%","first_seen_tick":0},{"severity":"critical","service":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 53%","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 29.8%","first_seen_tick":10},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4935ms","first_seen_tick":10},{"severity":"warning","service":"payment-service-east","type":"latency_high","message":"payment-service-east p99 latency elevated at 1462ms","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"circuit_breaker_open","message":"payment-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":8},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 42.6%","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"circuit_breaker_open","message":"notification-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":8}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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":11,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7273,"observation_summary":"Tick 11/50: SLO compliance 73% (4 CRITICAL, 2 degraded, 16 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"critical","error_rate":0.4426,"latency_p50_ms":1499.5,"latency_p95_ms":4342.8,"latency_p99_ms":5166.3,"throughput_rps":2066711.0,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency 5166ms","first_seen_tick":11},{"severity":"critical","service":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate at 51%","first_seen_tick":0},{"severity":"critical","service":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 56%","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 44.3%","first_seen_tick":11},{"severity":"warning","service":"payment-service-east","type":"latency_high","message":"payment-service-east p99 latency elevated at 1435ms","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 39.5%","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"memory_high","message":"notification-service-east memory at 92%","first_seen_tick":0},{"severity":"warning","service":"review-service-east","type":"error_rate_high","message":"review-service-east error rate elevated at 10.4%","first_seen_tick":11}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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":14,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.8182,"observation_summary":"Tick 14/50: SLO compliance 82% (3 CRITICAL, 1 degraded, 18 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"degraded","error_rate":0.2791,"latency_p50_ms":913.7,"latency_p95_ms":3027.7,"latency_p99_ms":4939.1,"throughput_rps":96022702.3,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 57%","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 27.9%","first_seen_tick":14},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4939ms","first_seen_tick":14},{"severity":"warning","service":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate elevated at 46.4%","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"latency_high","message":"payment-service-east p99 latency elevated at 1420ms","first_seen_tick":0},{"severity":"warning","service":"payment-service-east","type":"circuit_breaker_open","message":"payment-service-east circuit breaker OPEN for postgres-replica-east","first_seen_tick":12},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 42.4%","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"memory_high","message":"notification-service-east memory at 100%","first_seen_tick":0}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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":15,"episode_id":"c0823566-1cbd-429c-8d4a-7c3cecc2ca78","task_id":"hard","status":"playing","max_steps":50,"global_slo_score":0.7273,"observation_summary":"Tick 15/50: SLO compliance 73% (4 CRITICAL, 2 degraded, 16 healthy). 22 services total.","services":[{"id":"api-gateway-east","layer":"edge","status":"critical","error_rate":0.3897,"latency_p50_ms":1591.2,"latency_p95_ms":3948.8,"latency_p99_ms":4816.9,"throughput_rps":236779655.0,"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","payment-service-east","notification-service-east","review-service-east","shipping-service-east"],"circuit_breakers":{"auth-service-east":"CLOSED","payment-service-east":"CLOSED","notification-service-east":"CLOSED","review-service-east":"CLOSED","shipping-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":"postgres-replica-east","type":"error_rate_high","message":"postgres-replica-east error rate at 54%","first_seen_tick":0},{"severity":"warning","service":"api-gateway-east","type":"error_rate_high","message":"api-gateway-east error rate elevated at 39.0%","first_seen_tick":15},{"severity":"warning","service":"api-gateway-east","type":"latency_high","message":"api-gateway-east p99 latency elevated at 4817ms","first_seen_tick":15},{"severity":"warning","service":"payment-service-east","type":"error_rate_high","message":"payment-service-east error rate elevated at 45.9%","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"error_rate_high","message":"notification-service-east error rate elevated at 38.5%","first_seen_tick":0},{"severity":"warning","service":"notification-service-east","type":"memory_high","message":"notification-service-east memory at 100%","first_seen_tick":0},{"severity":"warning","service":"review-service-east","type":"error_rate_high","message":"review-service-east error rate elevated at 10.1%","first_seen_tick":15},{"severity":"warning","service":"shipping-service-east","type":"error_rate_high","message":"shipping-service-east error rate elevated at 8.2%","first_seen_tick":15}],"recent_deploys":[],"actions_taken":[],"legal_actions":[{"action_type":"noop","valid_targets":[]},{"action_type":"inspect_logs","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_metrics","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"inspect_traces","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"restart_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"scale_service","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"action_type":"tune_config","valid_targets":["api-gateway-east","auth-service-east","payment-service-east","notification-service-east","review-service-east","shipping-service-east","postgres-replica-east","redis-cache-east","api-gateway-west","auth-service-west","inventory-service-west","refund-service-west","pricing-service-west","subscription-service-west","postgres-replica-west","redis-cache-west","postgres-primary","kafka-broker","config-service","feature-flags","audit-service","email-service"]},{"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": {}}