| {"example_id": "bf6cc9fe-90fe-470b-a31d-09107619a1d3", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] user-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.38665951790412856, "db_replication_lag_seconds": 64, "http_server_write_path_error_rate": 0.0068, "logs": {"user-service": ["DB replication lag: 64s \u2014 stale reads occurring"]}}}, "logs": {"user-service": ["DB replication lag: 64s \u2014 stale reads occurring"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "redirect_reads_to_primary", "params": {"service": "user-service"}}, {"action": "force_replica_resync", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["force_replica_resync(user-service)", "redirect_reads_to_primary(user-service)", "declare_resolved"], "consequence": "Resync takes 8\u201310 ticks. Stale reads continue during resync. Errors persist for entire resync window. redirect_reads_to_primary would have provided immediate relief.", "score_penalty": 0.2}], "fault_service": "user-service"} |
| {"example_id": "16bb8759-322a-40cc-9629-8d6cd441d1d5", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] order-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"order-service": {"status": "critical", "http_server_error_rate": 0.99, "runtime_blocked_thread_count": 50, "wait_ratio": 0.94, "logs": {"order-service": ["Thread deadlock detected: 50 threads blocked on owned mutex"]}}}, "logs": {"order-service": ["Thread deadlock detected: 50 threads blocked on owned mutex"]}}, "gold_action_sequence": [{"action": "thread_dump", "params": {"service": "order-service"}}, {"action": "restart_thread_pool", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_thread_pool(order-service)", "declare_resolved"], "consequence": "Thread pool restarts, deadlock clears. But no confirmation of deadlock cycle \u2014 if it recurs, agent has no evidence.", "partial_credit": true, "score_penalty": 0.1}], "fault_service": "order-service"} |
| {"example_id": "dbe7dfd8-6e4d-4e10-a9fd-c703d2681cd2", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 7.0\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.7514277368512391, "az_b_error_rate": 0.888906161933321, "az_a_error_rate": 0.0185, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["drain_availability_zone(az-a)", "declare_resolved"], "consequence": "Healthy AZ drained. Traffic sent entirely to failing AZ-B. Error rate goes to 90%+. Catastrophic.", "score_penalty": 0.4}], "fault_service": "api-gateway-az-b"} |
| {"example_id": "383c6d83-355b-4375-a14d-ee23c9c76fd5", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] order-service SLO burn 4.0\u00d7/hr"], "service_metrics": {"order-service": {"status": "critical", "http_server_error_rate": 0.99, "runtime_blocked_thread_count": 58, "wait_ratio": 0.98, "logs": {"order-service": ["Thread deadlock detected: 58 threads blocked on owned mutex"]}}}, "logs": {"order-service": ["Thread deadlock detected: 58 threads blocked on owned mutex"]}}, "gold_action_sequence": [{"action": "thread_dump", "params": {"service": "order-service"}}, {"action": "restart_thread_pool", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_thread_pool(order-service)", "declare_resolved"], "consequence": "Thread pool restarts, deadlock clears. But no confirmation of deadlock cycle \u2014 if it recurs, agent has no evidence.", "partial_credit": true, "score_penalty": 0.1}], "fault_service": "order-service"} |
| {"example_id": "7ea0026f-c4fc-40c1-85ce-7ce363a4f264", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] payment-processor SLO burn 4.0\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.65, "restart_count": 9, "startup_duration_s": 5.939807715853411, "liveness_probe_timeout_s": 4.71, "logs": {"payment-processor": ["Liveness probe failing \u2014 restart #9 in last hour"]}}}, "logs": {"payment-processor": ["Liveness probe failing \u2014 restart #9 in last hour"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["adjust_probe_timing(payment-processor)", "declare_resolved"], "consequence": "Action correct but no diagnostic evidence collected. Score capped.", "partial_credit": true, "score_penalty": 0.08}], "fault_service": "payment-processor"} |
| {"example_id": "4f4f465e-012d-46af-a9f7-fb8512a6a02e", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] user-service SLO burn 4.0\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.4913839580059193, "http_server_request_duration_p99": 9.1, "db_query_duration_ms": 3000, "logs": {"checkout-service": ["checkout-service timeout waiting on user-service DB query"]}}}, "logs": {"checkout-service": ["checkout-service timeout waiting on user-service DB query"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["rollback_deploy(checkout-service)", "declare_resolved"], "consequence": "checkout-service reverted but user-service N+1 query persists. checkout errors continue from its timeout dependency on user-service. Zero improvement.", "score_penalty": 0.3}], "fault_service": "user-service"} |
| {"example_id": "4a4f073f-05b8-4594-bb1d-3af395e4e529", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] payment-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"payment-service": {"status": "critical", "http_server_error_rate": 0.9296702154518164, "sidecar_cert_rotation_status": "stale", "mtls_handshake_failure_rate": 0.78, "logs": {"payment-service": ["sidecar cert stale \u2014 mTLS handshake failure rate 78%"]}}}, "logs": {"payment-service": ["sidecar cert stale \u2014 mTLS handshake failure rate 78%"]}}, "gold_action_sequence": [{"action": "inspect_mtls_status", "params": {"service": "payment-service"}}, {"action": "force_cert_rotation", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["force_cert_rotation(payment-service)", "declare_resolved"], "consequence": "Rotation succeeds but without inspection, agent doesn't know which service had stale cert. If wrong service rotated, failures persist.", "partial_credit": true, "score_penalty": 0.1}], "fault_service": "payment-service"} |
| {"example_id": "7287336f-79db-446b-89e5-c20104dcce25", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] payment-processor SLO burn 2.5\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.95, "restart_count": 6, "startup_duration_s": 4.553849908407376, "liveness_probe_timeout_s": 2.89, "logs": {"payment-processor": ["Liveness probe failing \u2014 restart #6 in last hour"]}}}, "logs": {"payment-processor": ["Liveness probe failing \u2014 restart #6 in last hour"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["adjust_probe_timing(payment-processor)", "declare_resolved"], "consequence": "Action correct but no diagnostic evidence collected. Score capped.", "partial_credit": true, "score_penalty": 0.08}], "fault_service": "payment-processor"} |
| {"example_id": "79832636-c27c-4f5c-9944-b5e1b8e402aa", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] notification-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.631662658106466, "http_client_retry_count": 6, "effective_rps_multiplier": 5.1, "logs": {"api-gateway": ["Retry storm: 6 retries/request, multiplier 5.10\u00d7"]}}}, "logs": {"api-gateway": ["Retry storm: 6 retries/request, multiplier 5.10\u00d7"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["configure_retry_backoff(api-gateway)", "disable_retries(api-gateway)", "declare_resolved"], "consequence": "Backoff configured but retries still active. Amplification reduced but not eliminated. error_rate drops from 0.80 to ~0.45 but does not clear.", "partial_credit": true, "score_penalty": 0.15}], "fault_service": "notification-service"} |
| {"example_id": "749b52a9-bd77-493f-b58e-050a312a33dc", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] payment-processor SLO burn 4.0\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.8, "restart_count": 7, "startup_duration_s": 6.003946524332518, "liveness_probe_timeout_s": 3.86, "logs": {"payment-processor": ["Liveness probe failing \u2014 restart #7 in last hour"]}}}, "logs": {"payment-processor": ["Liveness probe failing \u2014 restart #7 in last hour"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["adjust_probe_timing(payment-processor)", "declare_resolved"], "consequence": "Action correct but no diagnostic evidence collected. Score capped.", "partial_credit": true, "score_penalty": 0.08}], "fault_service": "payment-processor"} |
| {"example_id": "c18c4813-f299-48a6-aa8e-a706d7bdf604", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] inventory-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"inventory-service": {"status": "critical", "http_server_error_rate": 0.3163139526508629, "http_server_request_duration_p99": 5.2, "logs": {"order-service": ["order-service timeout: inventory-service not responding within SLA"]}}}, "logs": {"order-service": ["order-service timeout: inventory-service not responding within SLA"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["optimize_query(order-service)", "declare_resolved"], "consequence": "order-service has no query to optimise. Action has no effect. inventory-service slow query persists.", "score_penalty": 0.25}], "fault_service": "inventory-service"} |
| {"example_id": "69a799f8-adbd-4e8b-9cc1-dc316973b7f9", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] payment-service SLO burn 5.8\u00d7/hr"], "service_metrics": {"payment-service": {"status": "critical", "http_server_error_rate": 0.8778422903381873, "sidecar_cert_rotation_status": "stale", "mtls_handshake_failure_rate": 0.68, "logs": {"payment-service": ["sidecar cert stale \u2014 mTLS handshake failure rate 68%"]}}}, "logs": {"payment-service": ["sidecar cert stale \u2014 mTLS handshake failure rate 68%"]}}, "gold_action_sequence": [{"action": "inspect_mtls_status", "params": {"service": "payment-service"}}, {"action": "force_cert_rotation", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["force_cert_rotation(payment-service)", "declare_resolved"], "consequence": "Rotation succeeds but without inspection, agent doesn't know which service had stale cert. If wrong service rotated, failures persist.", "partial_credit": true, "score_penalty": 0.1}], "fault_service": "payment-service"} |
| {"example_id": "47cf0e82-f74a-423e-bb72-f10d080abbb7", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] payment-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"payment-service": {"status": "critical", "http_server_error_rate": 0.7115225533662155, "sidecar_cert_rotation_status": "stale", "mtls_handshake_failure_rate": 0.78, "logs": {"payment-service": ["sidecar cert stale \u2014 mTLS handshake failure rate 78%"]}}}, "logs": {"payment-service": ["sidecar cert stale \u2014 mTLS handshake failure rate 78%"]}}, "gold_action_sequence": [{"action": "inspect_mtls_status", "params": {"service": "payment-service"}}, {"action": "force_cert_rotation", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["force_cert_rotation(payment-service)", "declare_resolved"], "consequence": "Rotation succeeds but without inspection, agent doesn't know which service had stale cert. If wrong service rotated, failures persist.", "partial_credit": true, "score_penalty": 0.1}], "fault_service": "payment-service"} |
| {"example_id": "9de2cede-8cd7-45b0-b62e-5c25a3dcfe17", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 5.8\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.8586896645448147, "az_b_error_rate": 0.8693015614025772, "az_a_error_rate": 0.0228, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["drain_availability_zone(az-a)", "declare_resolved"], "consequence": "Healthy AZ drained. Traffic sent entirely to failing AZ-B. Error rate goes to 90%+. Catastrophic.", "score_penalty": 0.4}], "fault_service": "api-gateway-az-b"} |
| {"example_id": "29fa679c-f09c-4891-9c60-fbe9e41cec7e", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_cert_expiry", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] payment-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"payment-service": {"status": "degraded", "http_server_error_rate": 0.0393, "tls_certificate_expiry_seconds": 3600, "logs": {"payment-service": ["TLS cert expires in 3600s \u2014 check rotation"]}}}, "logs": {"payment-service": ["TLS cert expires in 3600s \u2014 check rotation"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "rotate_tls_certificate", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["rotate_tls_certificate(payment-service)", "declare_resolved"], "consequence": "Rotation works but investigation skipped. Score 0.85 not 1.00 \u2014 acceptable but suboptimal.", "partial_credit": true, "score_penalty": 0.05}], "fault_service": "payment-service"} |
| {"example_id": "0eca6f83-c2e2-4ef8-a24c-45aa00d0b3eb", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] feature-pipeline SLO burn 3.0\u00d7/hr"], "service_metrics": {"feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.0, "freshness_lag_seconds": 641, "pipeline_throughput_ratio": 0.9, "logs": {"feature-pipeline": ["Feature pipeline bottleneck: memory pressure causing lag"]}}}, "logs": {"feature-pipeline": ["Feature pipeline bottleneck: memory pressure causing lag"]}}, "gold_action_sequence": [{"action": "inspect_pipeline_topology", "params": {"service": "feature-pipeline"}}, {"action": "get_metrics_detail", "params": {"service": "feature-pipeline"}}, {"action": "restart_pipeline_job", "params": {"service": "feature-pipeline"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_pipeline_job(feature-pipeline)", "declare_resolved"], "consequence": "Job restarts, memory leak clears. But without topology inspection, agent doesn't know if restart fixed the bottleneck stage.", "partial_credit": true, "score_penalty": 0.08}], "fault_service": "feature-pipeline"} |
| {"example_id": "e3d2a138-71ab-41ec-bf2d-01dbaab79b6f", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_redis_split_brain", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] cache SLO burn 3.0\u00d7/hr"], "service_metrics": {"cache": {"status": "critical", "http_server_error_rate": 0.5555726992585964, "redis_diverged_key_count": 1797, "cluster_sync_state": "diverged", "logs": {"redis-cluster": ["Split brain: 1797 keys diverged between primary and replica"]}}}, "logs": {"redis-cluster": ["Split brain: 1797 keys diverged between primary and replica"]}}, "gold_action_sequence": [{"action": "inspect_cluster_topology", "params": {"service": "redis-cluster"}}, {"action": "flush_diverged_keys", "params": {"service": "redis-cluster"}}, {"action": "force_cluster_resync", "params": {"service": "redis-cluster"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["force_cluster_resync(redis-cluster)", "declare_resolved"], "consequence": "Resync merges cluster with diverged keys intact. Last-write-wins means ~half diverged keys have wrong values permanently. Flush must come before resync.", "score_penalty": 0.35}], "fault_service": "cache"} |
| {"example_id": "91af76c5-ede2-4f09-9ec5-e03146d52ba0", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_redis_split_brain", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] cache SLO burn 4.5\u00d7/hr"], "service_metrics": {"cache": {"status": "critical", "http_server_error_rate": 0.62834239882045, "redis_diverged_key_count": 3924, "cluster_sync_state": "diverged", "logs": {"redis-cluster": ["Split brain: 3924 keys diverged between primary and replica"]}}}, "logs": {"redis-cluster": ["Split brain: 3924 keys diverged between primary and replica"]}}, "gold_action_sequence": [{"action": "inspect_cluster_topology", "params": {"service": "redis-cluster"}}, {"action": "flush_diverged_keys", "params": {"service": "redis-cluster"}}, {"action": "force_cluster_resync", "params": {"service": "redis-cluster"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["force_cluster_resync(redis-cluster)", "declare_resolved"], "consequence": "Resync merges cluster with diverged keys intact. Last-write-wins means ~half diverged keys have wrong values permanently. Flush must come before resync.", "score_penalty": 0.35}], "fault_service": "cache"} |
| {"example_id": "4766cab7-db35-42a7-8cbc-ceddaf16818c", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_redis_split_brain", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] cache SLO burn 4.5\u00d7/hr"], "service_metrics": {"cache": {"status": "critical", "http_server_error_rate": 0.5286968846237609, "redis_diverged_key_count": 3190, "cluster_sync_state": "diverged", "logs": {"redis-cluster": ["Split brain: 3190 keys diverged between primary and replica"]}}}, "logs": {"redis-cluster": ["Split brain: 3190 keys diverged between primary and replica"]}}, "gold_action_sequence": [{"action": "inspect_cluster_topology", "params": {"service": "redis-cluster"}}, {"action": "flush_diverged_keys", "params": {"service": "redis-cluster"}}, {"action": "force_cluster_resync", "params": {"service": "redis-cluster"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["force_cluster_resync(redis-cluster)", "declare_resolved"], "consequence": "Resync merges cluster with diverged keys intact. Last-write-wins means ~half diverged keys have wrong values permanently. Flush must come before resync.", "score_penalty": 0.35}], "fault_service": "cache"} |
| {"example_id": "c998b3fb-7e2b-4d39-a891-1d2a83e88698", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] notification-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.8977233671333131, "http_client_retry_count": 7, "effective_rps_multiplier": 5.95, "logs": {"api-gateway": ["Retry storm: 7 retries/request, multiplier 5.95\u00d7"]}}}, "logs": {"api-gateway": ["Retry storm: 7 retries/request, multiplier 5.95\u00d7"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["configure_retry_backoff(api-gateway)", "disable_retries(api-gateway)", "declare_resolved"], "consequence": "Backoff configured but retries still active. Amplification reduced but not eliminated. error_rate drops from 0.80 to ~0.45 but does not clear.", "partial_credit": true, "score_penalty": 0.15}], "fault_service": "notification-service"} |
| {"example_id": "f696edab-cc52-480d-95e9-756b2d5bceca", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] notification-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.7845988828812035, "http_client_retry_count": 4, "effective_rps_multiplier": 3.4, "logs": {"api-gateway": ["Retry storm: 4 retries/request, multiplier 3.40\u00d7"]}}}, "logs": {"api-gateway": ["Retry storm: 4 retries/request, multiplier 3.40\u00d7"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["configure_retry_backoff(api-gateway)", "disable_retries(api-gateway)", "declare_resolved"], "consequence": "Backoff configured but retries still active. Amplification reduced but not eliminated. error_rate drops from 0.80 to ~0.45 but does not clear.", "partial_credit": true, "score_penalty": 0.15}], "fault_service": "notification-service"} |
| {"example_id": "6e36757a-3b62-47c8-9986-530d373ab367", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_mtls_rotation", "tier": "medium", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] payment-service SLO burn 4.5\u00d7/hr"], "service_metrics": {"payment-service": {"status": "critical", "http_server_error_rate": 0.7265819918136935, "sidecar_cert_rotation_status": "stale", "mtls_handshake_failure_rate": 0.68, "logs": {"payment-service": ["sidecar cert stale \u2014 mTLS handshake failure rate 68%"]}}}, "logs": {"payment-service": ["sidecar cert stale \u2014 mTLS handshake failure rate 68%"]}}, "gold_action_sequence": [{"action": "inspect_mtls_status", "params": {"service": "payment-service"}}, {"action": "force_cert_rotation", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["force_cert_rotation(payment-service)", "declare_resolved"], "consequence": "Rotation succeeds but without inspection, agent doesn't know which service had stale cert. If wrong service rotated, failures persist.", "partial_credit": true, "score_penalty": 0.1}], "fault_service": "payment-service"} |
| {"example_id": "79dadefe-200c-4200-83e2-eca206ccc4ab", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 5, "budget": 50.0, "alerts": ["[WARNING] user-service SLO burn 5.8\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.575375041737521, "db_replication_lag_seconds": 42, "http_server_write_path_error_rate": 0.0099, "logs": {"user-service": ["DB replication lag: 42s \u2014 stale reads occurring"]}}}, "logs": {"user-service": ["DB replication lag: 42s \u2014 stale reads occurring"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "redirect_reads_to_primary", "params": {"service": "user-service"}}, {"action": "force_replica_resync", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["force_replica_resync(user-service)", "redirect_reads_to_primary(user-service)", "declare_resolved"], "consequence": "Resync takes 8\u201310 ticks. Stale reads continue during resync. Errors persist for entire resync window. redirect_reads_to_primary would have provided immediate relief.", "score_penalty": 0.2}], "fault_service": "user-service"} |
| {"example_id": "ebe06489-aba5-4649-b71e-f3e390a985ce", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 2.2\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.8889382853848098, "az_b_error_rate": 0.8298131365834827, "az_a_error_rate": 0.0066, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["drain_availability_zone(az-a)", "declare_resolved"], "consequence": "Healthy AZ drained. Traffic sent entirely to failing AZ-B. Error rate goes to 90%+. Catastrophic.", "score_penalty": 0.4}], "fault_service": "api-gateway-az-b"} |
| {"example_id": "5aa8909e-8bf9-44be-9ea0-0651fa5b18a1", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_cert_expiry", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] payment-service SLO burn 4.0\u00d7/hr"], "service_metrics": {"payment-service": {"status": "degraded", "http_server_error_rate": 0.027, "tls_certificate_expiry_seconds": 82800, "logs": {"payment-service": ["TLS cert expires in 82800s \u2014 check rotation"]}}}, "logs": {"payment-service": ["TLS cert expires in 82800s \u2014 check rotation"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "rotate_tls_certificate", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["rotate_tls_certificate(payment-service)", "declare_resolved"], "consequence": "Rotation works but investigation skipped. Score 0.85 not 1.00 \u2014 acceptable but suboptimal.", "partial_credit": true, "score_penalty": 0.05}], "fault_service": "payment-service"} |
| {"example_id": "a845bf3c-ee9c-4b62-a78d-cba3d2c0181d", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] order-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"order-service": {"status": "critical", "http_server_error_rate": 0.88, "runtime_blocked_thread_count": 60, "wait_ratio": 0.89, "logs": {"order-service": ["Thread deadlock detected: 60 threads blocked on owned mutex"]}}}, "logs": {"order-service": ["Thread deadlock detected: 60 threads blocked on owned mutex"]}}, "gold_action_sequence": [{"action": "thread_dump", "params": {"service": "order-service"}}, {"action": "restart_thread_pool", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_thread_pool(order-service)", "declare_resolved"], "consequence": "Thread pool restarts, deadlock clears. But no confirmation of deadlock cycle \u2014 if it recurs, agent has no evidence.", "partial_credit": true, "score_penalty": 0.1}], "fault_service": "order-service"} |
| {"example_id": "bd0e50ff-2806-4ad8-bf2b-d61f1e0a2562", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_redis_split_brain", "tier": "hard", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] cache SLO burn 8.0\u00d7/hr"], "service_metrics": {"cache": {"status": "critical", "http_server_error_rate": 0.5203361661257986, "redis_diverged_key_count": 4501, "cluster_sync_state": "diverged", "logs": {"redis-cluster": ["Split brain: 4501 keys diverged between primary and replica"]}}}, "logs": {"redis-cluster": ["Split brain: 4501 keys diverged between primary and replica"]}}, "gold_action_sequence": [{"action": "inspect_cluster_topology", "params": {"service": "redis-cluster"}}, {"action": "flush_diverged_keys", "params": {"service": "redis-cluster"}}, {"action": "force_cluster_resync", "params": {"service": "redis-cluster"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["force_cluster_resync(redis-cluster)", "declare_resolved"], "consequence": "Resync merges cluster with diverged keys intact. Last-write-wins means ~half diverged keys have wrong values permanently. Flush must come before resync.", "score_penalty": 0.35}], "fault_service": "cache"} |
| {"example_id": "dea49d12-556e-4580-8858-c9c12fbb04f9", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] inventory-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"inventory-service": {"status": "critical", "http_server_error_rate": 0.3528936163948011, "http_server_request_duration_p99": 6.4, "logs": {"order-service": ["order-service timeout: inventory-service not responding within SLA"]}}}, "logs": {"order-service": ["order-service timeout: inventory-service not responding within SLA"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["optimize_query(order-service)", "declare_resolved"], "consequence": "order-service has no query to optimise. Action has no effect. inventory-service slow query persists.", "score_penalty": 0.25}], "fault_service": "inventory-service"} |
| {"example_id": "7bddf69e-a631-44af-8180-aaf99e4f44f7", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] user-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.38092994214530723, "db_replication_lag_seconds": 69, "http_server_write_path_error_rate": 0.0043, "logs": {"user-service": ["DB replication lag: 69s \u2014 stale reads occurring"]}}}, "logs": {"user-service": ["DB replication lag: 69s \u2014 stale reads occurring"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "redirect_reads_to_primary", "params": {"service": "user-service"}}, {"action": "force_replica_resync", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["force_replica_resync(user-service)", "redirect_reads_to_primary(user-service)", "declare_resolved"], "consequence": "Resync takes 8\u201310 ticks. Stale reads continue during resync. Errors persist for entire resync window. redirect_reads_to_primary would have provided immediate relief.", "score_penalty": 0.2}], "fault_service": "user-service"} |
| {"example_id": "1ef03369-b11c-49d6-9f85-6bf7f810745a", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] inventory-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"inventory-service": {"status": "critical", "http_server_error_rate": 0.3941718542953438, "http_server_request_duration_p99": 6.4, "logs": {"order-service": ["order-service timeout: inventory-service not responding within SLA"]}}}, "logs": {"order-service": ["order-service timeout: inventory-service not responding within SLA"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["optimize_query(order-service)", "declare_resolved"], "consequence": "order-service has no query to optimise. Action has no effect. inventory-service slow query persists.", "score_penalty": 0.25}], "fault_service": "inventory-service"} |
| {"example_id": "e5206b67-6e98-4f0b-a3f5-dabce4bb45fc", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] user-service SLO burn 4.0\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.5843726070357219, "http_server_request_duration_p99": 10.2, "db_query_duration_ms": 5361, "logs": {"checkout-service": ["checkout-service timeout waiting on user-service DB query"]}}}, "logs": {"checkout-service": ["checkout-service timeout waiting on user-service DB query"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["rollback_deploy(checkout-service)", "declare_resolved"], "consequence": "checkout-service reverted but user-service N+1 query persists. checkout errors continue from its timeout dependency on user-service. Zero improvement.", "score_penalty": 0.3}], "fault_service": "user-service"} |
| {"example_id": "473e1865-5c8b-425a-a087-1702b84ecdef", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 7.0\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.8469202447169474, "az_b_error_rate": 0.8520897629591475, "az_a_error_rate": 0.0111, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["drain_availability_zone(az-a)", "declare_resolved"], "consequence": "Healthy AZ drained. Traffic sent entirely to failing AZ-B. Error rate goes to 90%+. Catastrophic.", "score_penalty": 0.4}], "fault_service": "api-gateway-az-b"} |
| {"example_id": "f21dc9a1-4e03-4ee4-bbee-07c4d2c0a35f", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] feature-pipeline SLO burn 6.0\u00d7/hr"], "service_metrics": {"feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.0, "freshness_lag_seconds": 459, "pipeline_throughput_ratio": 0.86, "logs": {"feature-pipeline": ["Feature pipeline bottleneck: memory pressure causing lag"]}}}, "logs": {"feature-pipeline": ["Feature pipeline bottleneck: memory pressure causing lag"]}}, "gold_action_sequence": [{"action": "inspect_pipeline_topology", "params": {"service": "feature-pipeline"}}, {"action": "get_metrics_detail", "params": {"service": "feature-pipeline"}}, {"action": "restart_pipeline_job", "params": {"service": "feature-pipeline"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_pipeline_job(feature-pipeline)", "declare_resolved"], "consequence": "Job restarts, memory leak clears. But without topology inspection, agent doesn't know if restart fixed the bottleneck stage.", "partial_credit": true, "score_penalty": 0.08}], "fault_service": "feature-pipeline"} |
| {"example_id": "a9254c89-6ed9-4c75-bcc2-a8a8a265bca6", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] config-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"config-service": {"status": "critical", "http_server_error_rate": 0.6816528956303796, "config_data_age_seconds": 600, "consensus_leader_election_count": 8, "logs": {"config-service": ["Consensus: minority data age 600s, elections 8/hour"]}}}, "logs": {"config-service": ["Consensus: minority data age 600s, elections 8/hour"]}}, "gold_action_sequence": [{"action": "inspect_consensus_state", "params": {"service": "config-service"}}, {"action": "isolate_minority_nodes", "params": {"service": "config-service"}}, {"action": "force_leader_election", "params": {"service": "config-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["force_leader_election(config-service)", "declare_resolved"], "consequence": "Election storm involving all 5 nodes including 2 minority. Leader election count spikes to 8+/hour. Stale reads worsen for 2 ticks. Must isolate minority first.", "score_penalty": 0.2}], "fault_service": "config-service"} |
| {"example_id": "42231880-30e6-451a-a0fa-2c8af89a5d59", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] user-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.4351631234054393, "db_replication_lag_seconds": 64, "http_server_write_path_error_rate": 0.0054, "logs": {"user-service": ["DB replication lag: 64s \u2014 stale reads occurring"]}}}, "logs": {"user-service": ["DB replication lag: 64s \u2014 stale reads occurring"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "redirect_reads_to_primary", "params": {"service": "user-service"}}, {"action": "force_replica_resync", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["force_replica_resync(user-service)", "redirect_reads_to_primary(user-service)", "declare_resolved"], "consequence": "Resync takes 8\u201310 ticks. Stale reads continue during resync. Errors persist for entire resync window. redirect_reads_to_primary would have provided immediate relief.", "score_penalty": 0.2}], "fault_service": "user-service"} |
| {"example_id": "4749d678-fe05-4f61-adba-26ba06daf641", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_replica_lag", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 60.0, "alerts": ["[WARNING] user-service SLO burn 5.8\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.4595538994394486, "db_replication_lag_seconds": 28, "http_server_write_path_error_rate": 0.0198, "logs": {"user-service": ["DB replication lag: 28s \u2014 stale reads occurring"]}}}, "logs": {"user-service": ["DB replication lag: 28s \u2014 stale reads occurring"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "user-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "redirect_reads_to_primary", "params": {"service": "user-service"}}, {"action": "force_replica_resync", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["force_replica_resync(user-service)", "redirect_reads_to_primary(user-service)", "declare_resolved"], "consequence": "Resync takes 8\u201310 ticks. Stale reads continue during resync. Errors persist for entire resync window. redirect_reads_to_primary would have provided immediate relief.", "score_penalty": 0.2}], "fault_service": "user-service"} |
| {"example_id": "28374c07-8e26-432c-82c0-e47dad0b50bb", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_timeout_propagation", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 0, "budget": 30.0, "alerts": ["[WARNING] inventory-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"inventory-service": {"status": "critical", "http_server_error_rate": 0.42510242154737427, "http_server_request_duration_p99": 8.4, "logs": {"order-service": ["order-service timeout: inventory-service not responding within SLA"]}}}, "logs": {"order-service": ["order-service timeout: inventory-service not responding within SLA"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "order-service"}}, {"action": "fetch_logs", "params": {"service": "inventory-service"}}, {"action": "optimize_query", "params": {"service": "inventory-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["optimize_query(order-service)", "declare_resolved"], "consequence": "order-service has no query to optimise. Action has no effect. inventory-service slow query persists.", "score_penalty": 0.25}], "fault_service": "inventory-service"} |
| {"example_id": "67c54693-d24d-41dc-b4ca-d31c0a91f585", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_cert_expiry", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] payment-service SLO burn 4.0\u00d7/hr"], "service_metrics": {"payment-service": {"status": "degraded", "http_server_error_rate": 0.0256, "tls_certificate_expiry_seconds": 3600, "logs": {"payment-service": ["TLS cert expires in 3600s \u2014 check rotation"]}}}, "logs": {"payment-service": ["TLS cert expires in 3600s \u2014 check rotation"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "rotate_tls_certificate", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["rotate_tls_certificate(payment-service)", "declare_resolved"], "consequence": "Rotation works but investigation skipped. Score 0.85 not 1.00 \u2014 acceptable but suboptimal.", "partial_credit": true, "score_penalty": 0.05}], "fault_service": "payment-service"} |
| {"example_id": "dd22cead-426b-4688-aa32-ed0466413c66", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_retry_storm", "tier": "medium", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 1, "budget": 58.0, "alerts": ["[WARNING] notification-service SLO burn 7.0\u00d7/hr"], "service_metrics": {"notification-service": {"status": "critical", "http_server_error_rate": 0.6498746476535253, "http_client_retry_count": 8, "effective_rps_multiplier": 6.8, "logs": {"api-gateway": ["Retry storm: 8 retries/request, multiplier 6.80\u00d7"]}}}, "logs": {"api-gateway": ["Retry storm: 8 retries/request, multiplier 6.80\u00d7"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway"}}, {"action": "trace_dependencies", "params": {"service": "api-gateway"}}, {"action": "disable_retries", "params": {"service": "api-gateway"}}, {"action": "configure_retry_backoff", "params": {"service": "api-gateway"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["configure_retry_backoff(api-gateway)", "disable_retries(api-gateway)", "declare_resolved"], "consequence": "Backoff configured but retries still active. Amplification reduced but not eliminated. error_rate drops from 0.80 to ~0.45 but does not clear.", "partial_credit": true, "score_penalty": 0.15}], "fault_service": "notification-service"} |
| {"example_id": "06e57ed3-6e97-41f9-9e1e-dc40b2c09605", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_thread_deadlock", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] order-service SLO burn 3.2\u00d7/hr"], "service_metrics": {"order-service": {"status": "critical", "http_server_error_rate": 0.88, "runtime_blocked_thread_count": 58, "wait_ratio": 1.0, "logs": {"order-service": ["Thread deadlock detected: 58 threads blocked on owned mutex"]}}}, "logs": {"order-service": ["Thread deadlock detected: 58 threads blocked on owned mutex"]}}, "gold_action_sequence": [{"action": "thread_dump", "params": {"service": "order-service"}}, {"action": "restart_thread_pool", "params": {"service": "order-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_thread_pool(order-service)", "declare_resolved"], "consequence": "Thread pool restarts, deadlock clears. But no confirmation of deadlock cycle \u2014 if it recurs, agent has no evidence.", "partial_credit": true, "score_penalty": 0.1}], "fault_service": "order-service"} |
| {"example_id": "1373f98b-c59a-4b5f-8566-5412b30d72c6", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_medium_single_az_partition", "tier": "medium", "fault_type": "network_partition", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 3, "budget": 54.0, "alerts": ["[WARNING] api-gateway-az-b SLO burn 2.2\u00d7/hr"], "service_metrics": {"api-gateway-az-b": {"status": "critical", "http_server_error_rate": 0.9022368954223394, "az_b_error_rate": 0.8010489976161783, "az_a_error_rate": 0.0168, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}}, "logs": {"api-gateway-az-b": ["AZ-B partition: all requests timing out"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "api-gateway-az-b"}}, {"action": "drain_availability_zone", "params": {"service": "az-b"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.5, "max": 0.9}, "suboptimal_paths": [{"wrong_action_sequence": ["drain_availability_zone(az-a)", "declare_resolved"], "consequence": "Healthy AZ drained. Traffic sent entirely to failing AZ-B. Error rate goes to 90%+. Catastrophic.", "score_penalty": 0.4}], "fault_service": "api-gateway-az-b"} |
| {"example_id": "4be1e780-5a53-479d-befe-3b28d41f5050", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] config-service SLO burn 10.0\u00d7/hr"], "service_metrics": {"config-service": {"status": "critical", "http_server_error_rate": 0.5432585969757558, "config_data_age_seconds": 600, "consensus_leader_election_count": 3, "logs": {"config-service": ["Consensus: minority data age 600s, elections 3/hour"]}}}, "logs": {"config-service": ["Consensus: minority data age 600s, elections 3/hour"]}}, "gold_action_sequence": [{"action": "inspect_consensus_state", "params": {"service": "config-service"}}, {"action": "isolate_minority_nodes", "params": {"service": "config-service"}}, {"action": "force_leader_election", "params": {"service": "config-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["force_leader_election(config-service)", "declare_resolved"], "consequence": "Election storm involving all 5 nodes including 2 minority. Leader election count spikes to 8+/hour. Stale reads worsen for 2 ticks. Must isolate minority first.", "score_penalty": 0.2}], "fault_service": "config-service"} |
| {"example_id": "abd635cc-7a89-4954-b207-9640f7caa05f", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_cert_expiry", "tier": "easy", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 2, "budget": 27.0, "alerts": ["[WARNING] payment-service SLO burn 1.8\u00d7/hr"], "service_metrics": {"payment-service": {"status": "degraded", "http_server_error_rate": 0.0, "tls_certificate_expiry_seconds": 3600, "logs": {"payment-service": ["TLS cert expires in 3600s \u2014 check rotation"]}}}, "logs": {"payment-service": ["TLS cert expires in 3600s \u2014 check rotation"]}}, "gold_action_sequence": [{"action": "fetch_logs", "params": {"service": "payment-service"}}, {"action": "rotate_tls_certificate", "params": {"service": "payment-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["rotate_tls_certificate(payment-service)", "declare_resolved"], "consequence": "Rotation works but investigation skipped. Score 0.85 not 1.00 \u2014 acceptable but suboptimal.", "partial_credit": true, "score_penalty": 0.05}], "fault_service": "payment-service"} |
| {"example_id": "0eccb71b-7bcd-4e35-9149-d078c8c4b39f", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 0, "budget": 120.0, "alerts": ["[WARNING] config-service SLO burn 3.0\u00d7/hr"], "service_metrics": {"config-service": {"status": "critical", "http_server_error_rate": 0.5197672129718652, "config_data_age_seconds": 420, "consensus_leader_election_count": 3, "logs": {"config-service": ["Consensus: minority data age 420s, elections 3/hour"]}}}, "logs": {"config-service": ["Consensus: minority data age 420s, elections 3/hour"]}}, "gold_action_sequence": [{"action": "inspect_consensus_state", "params": {"service": "config-service"}}, {"action": "isolate_minority_nodes", "params": {"service": "config-service"}}, {"action": "force_leader_election", "params": {"service": "config-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["force_leader_election(config-service)", "declare_resolved"], "consequence": "Election storm involving all 5 nodes including 2 minority. Leader election count spikes to 8+/hour. Stale reads worsen for 2 ticks. Must isolate minority first.", "score_penalty": 0.2}], "fault_service": "config-service"} |
| {"example_id": "0bef853e-fbb3-4894-9257-cd9af60f06d6", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] user-service SLO burn 2.5\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.5472042491492766, "http_server_request_duration_p99": 8.4, "db_query_duration_ms": 5129, "logs": {"checkout-service": ["checkout-service timeout waiting on user-service DB query"]}}}, "logs": {"checkout-service": ["checkout-service timeout waiting on user-service DB query"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["rollback_deploy(checkout-service)", "declare_resolved"], "consequence": "checkout-service reverted but user-service N+1 query persists. checkout errors continue from its timeout dependency on user-service. Zero improvement.", "score_penalty": 0.3}], "fault_service": "user-service"} |
| {"example_id": "04114dc4-0033-433d-88a0-daf2547d57ab", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_consensus_degradation", "tier": "hard", "fault_type": "config_drift", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 2, "budget": 114.0, "alerts": ["[WARNING] config-service SLO burn 10.0\u00d7/hr"], "service_metrics": {"config-service": {"status": "critical", "http_server_error_rate": 0.5995374481970509, "config_data_age_seconds": 420, "consensus_leader_election_count": 8, "logs": {"config-service": ["Consensus: minority data age 420s, elections 8/hour"]}}}, "logs": {"config-service": ["Consensus: minority data age 420s, elections 8/hour"]}}, "gold_action_sequence": [{"action": "inspect_consensus_state", "params": {"service": "config-service"}}, {"action": "isolate_minority_nodes", "params": {"service": "config-service"}}, {"action": "force_leader_election", "params": {"service": "config-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["force_leader_election(config-service)", "declare_resolved"], "consequence": "Election storm involving all 5 nodes including 2 minority. Leader election count spikes to 8+/hour. Stale reads worsen for 2 ticks. Must isolate minority first.", "score_penalty": 0.2}], "fault_service": "config-service"} |
| {"example_id": "a52ee553-38db-44c4-aea2-2d0daeb1b8a0", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 5, "budget": 105.0, "alerts": ["[WARNING] feature-pipeline SLO burn 8.0\u00d7/hr"], "service_metrics": {"feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.0, "freshness_lag_seconds": 610, "pipeline_throughput_ratio": 0.86, "logs": {"feature-pipeline": ["Feature pipeline bottleneck: memory pressure causing lag"]}}}, "logs": {"feature-pipeline": ["Feature pipeline bottleneck: memory pressure causing lag"]}}, "gold_action_sequence": [{"action": "inspect_pipeline_topology", "params": {"service": "feature-pipeline"}}, {"action": "get_metrics_detail", "params": {"service": "feature-pipeline"}}, {"action": "restart_pipeline_job", "params": {"service": "feature-pipeline"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_pipeline_job(feature-pipeline)", "declare_resolved"], "consequence": "Job restarts, memory leak clears. But without topology inspection, agent doesn't know if restart fixed the bottleneck stage.", "partial_credit": true, "score_penalty": 0.08}], "fault_service": "feature-pipeline"} |
| {"example_id": "7b747f5a-53fc-4e91-b8d8-803bfa1a49b9", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_liveness_probe_flap", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 4, "budget": 24.0, "alerts": ["[WARNING] payment-processor SLO burn 4.0\u00d7/hr"], "service_metrics": {"payment-processor": {"status": "critical", "http_server_error_rate": 0.72, "restart_count": 10, "startup_duration_s": 3.996562375103831, "liveness_probe_timeout_s": 2.62, "logs": {"payment-processor": ["Liveness probe failing \u2014 restart #10 in last hour"]}}}, "logs": {"payment-processor": ["Liveness probe failing \u2014 restart #10 in last hour"]}}, "gold_action_sequence": [{"action": "get_metrics_detail", "params": {"service": "payment-processor"}}, {"action": "fetch_logs", "params": {"service": "payment-processor"}}, {"action": "adjust_probe_timing", "params": {"service": "payment-processor"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["adjust_probe_timing(payment-processor)", "declare_resolved"], "consequence": "Action correct but no diagnostic evidence collected. Score capped.", "partial_credit": true, "score_penalty": 0.08}], "fault_service": "payment-processor"} |
| {"example_id": "03ca00e3-1b2a-4e73-8cc3-f8f0a7581c17", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_hard_pipeline_freshness", "tier": "hard", "fault_type": "memory_leak", "variation_strategy": "suboptimal_path,metric_value,adversarial_content", "observation": {"tick": 7, "budget": 99.0, "alerts": ["[WARNING] feature-pipeline SLO burn 6.0\u00d7/hr"], "service_metrics": {"feature-pipeline": {"status": "degraded", "http_server_error_rate": 0.0, "freshness_lag_seconds": 629, "pipeline_throughput_ratio": 0.86, "logs": {"feature-pipeline": ["Feature pipeline bottleneck: memory pressure causing lag"]}}}, "logs": {"feature-pipeline": ["Feature pipeline bottleneck: memory pressure causing lag"]}}, "gold_action_sequence": [{"action": "inspect_pipeline_topology", "params": {"service": "feature-pipeline"}}, {"action": "get_metrics_detail", "params": {"service": "feature-pipeline"}}, {"action": "restart_pipeline_job", "params": {"service": "feature-pipeline"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.3, "max": 0.8}, "suboptimal_paths": [{"wrong_action_sequence": ["restart_pipeline_job(feature-pipeline)", "declare_resolved"], "consequence": "Job restarts, memory leak clears. But without topology inspection, agent doesn't know if restart fixed the bottleneck stage.", "partial_credit": true, "score_penalty": 0.08}], "fault_service": "feature-pipeline"} |
| {"example_id": "a76bd0f8-4ece-4156-814f-7bf22fd67392", "source_script": "gen_17_mixed_action_ordering.py", "task_seed_id": "task_easy_slow_db_query", "tier": "easy", "fault_type": "bad_deploy", "variation_strategy": "suboptimal_path,metric_value", "observation": {"tick": 6, "budget": 21.0, "alerts": ["[WARNING] user-service SLO burn 5.1\u00d7/hr"], "service_metrics": {"user-service": {"status": "critical", "http_server_error_rate": 0.6152952502714488, "http_server_request_duration_p99": 6.4, "db_query_duration_ms": 5018, "logs": {"checkout-service": ["checkout-service timeout waiting on user-service DB query"]}}}, "logs": {"checkout-service": ["checkout-service timeout waiting on user-service DB query"]}}, "gold_action_sequence": [{"action": "trace_dependencies", "params": {"service": "checkout-service"}}, {"action": "get_metrics_detail", "params": {"service": "user-service"}}, {"action": "rollback_deploy", "params": {"service": "user-service"}}, {"action": "declare_resolved", "params": {}}], "gold_alternatives": [], "expected_score_range": {"min": 0.7, "max": 1.0}, "suboptimal_paths": [{"wrong_action_sequence": ["rollback_deploy(checkout-service)", "declare_resolved"], "consequence": "checkout-service reverted but user-service N+1 query persists. checkout errors continue from its timeout dependency on user-service. Zero improvement.", "score_penalty": 0.3}], "fault_service": "user-service"} |
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