Blog 3 JSON
react_openai_gpt-5-mini_episodes1.json
baseline_blog_full/react_openai_gpt-5-mini_episodes1.json / 36.5 KB
{
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"summary": "database status is healthy."
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"summary": "Inspected metrics for database."
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{
"step": 2,
"action": "inspect_logs(database)",
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"summary": "Inspected logs for database."
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{
"step": 3,
"action": "inspect_config(database)",
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"summary": "Inspected config for database."
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{
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"action": "Thought: p95 ~3100ms and logs show cancellations at 1000",
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"summary": "Invalid action."
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{
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"action": "update_config(database, QUERY_TIMEOUT_MS, 5000)",
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"summary": "Updated database config QUERY_TIMEOUT_MS."
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{
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"action": "inspect_logs(database)",
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"summary": "Inspected logs for database."
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"action": "inspect_config(database, QUERY_TIMEOUT_MS)",
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"summary": "Inspected config for database."
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"summary": "Inspected metrics for load_balancer."
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{
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"summary": "Inspected metrics for message_queue."
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"summary": "Inspected logs for message_queue."
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"summary": "Updated message_queue config retry_limit."
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"action": "check_status(message_queue)",
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"summary": "message_queue status is healthy."
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{
"step": 7,
"action": "inspect_metrics(message_queue)",
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"summary": "Inspected metrics for message_queue."
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{
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{
"step": 1,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "message_queue_visibility_timeout_low",
"metrics": {
"total_steps": 0,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 0,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0,
"trajectory": [],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_timeout_misconfig",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.5,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "misleading_web_500_db_rootcause",
"metrics": {
"total_steps": 3,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(web_server)",
"reward": 0.1,
"summary": "Inspected logs for web_server."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_metrics(database)",
"reward": 0.1,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "web_cache_host_misconfig",
"metrics": {
"total_steps": 5,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(web_server, cache_host)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 2,
"action": "inspect_config(cache)",
"reward": 0,
"summary": "Inspected config for cache."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": 0,
"summary": "cache status is healthy."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "inspect_config(web_server)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cascading_db_latency",
"metrics": {
"total_steps": 4,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 2,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
},
{
"step": 2,
"action": "inspect_logs(database)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for database."
},
{
"step": 3,
"action": "inspect_config(database, replica_enabled)",
"reward": 0,
"summary": "Inspected config for database."
},
{
"step": 4,
"action": "inspect_config(database)",
"reward": 0,
"summary": "Inspected config for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "cache_disabled_config_regression",
"metrics": {
"total_steps": 7,
"invalid_actions": 0,
"repeated_actions": 2,
"evidence_actions": 2,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.6666666666666666,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(cache)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for cache."
},
{
"step": 2,
"action": "inspect_config(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected config for web_server."
},
{
"step": 3,
"action": "inspect_logs(web_server)",
"reward": 0,
"summary": "Inspected logs for web_server."
},
{
"step": 4,
"action": "update_config(web_server, USE_CACHE, True)",
"reward": 0.24999999999999997,
"summary": "Updated web_server config USE_CACHE."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": -0.04999999999999999,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "inspect_logs(web_server)",
"reward": -0.04999999999999999,
"summary": "Inspected logs for web_server."
},
{
"step": 7,
"action": "inspect_config(web_server, USE_CACHE)",
"reward": 0,
"summary": "Inspected config for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "misleading_queue_backlog_db_rootcause",
"metrics": {
"total_steps": 2,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_metrics(message_queue)",
"reward": 0,
"summary": "Inspected metrics for message_queue."
},
{
"step": 2,
"action": "inspect_metrics(database)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for database."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "misleading_lb_502_cache_rootcause",
"metrics": {
"total_steps": 6,
"invalid_actions": 0,
"repeated_actions": 0,
"evidence_actions": 3,
"remediation_actions": 1,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 1,
"trajectory": [
{
"step": 1,
"action": "inspect_logs(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for load_balancer."
},
{
"step": 2,
"action": "inspect_logs(web_server)",
"reward": 0.06666666666666667,
"summary": "Inspected logs for web_server."
},
{
"step": 3,
"action": "check_status(cache)",
"reward": 0.06666666666666668,
"summary": "cache status is crashed."
},
{
"step": 4,
"action": "inspect_logs(cache)",
"reward": 0,
"summary": "Inspected logs for cache."
},
{
"step": 5,
"action": "inspect_metrics(cache)",
"reward": 0,
"summary": "Inspected metrics for cache."
},
{
"step": 6,
"action": "restart_service(cache)",
"reward": 0.25,
"summary": "Restarted cache."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
},
{
"task_id": "load_balancer_bad_backend_weight",
"metrics": {
"total_steps": 4,
"invalid_actions": 1,
"repeated_actions": 0,
"evidence_actions": 1,
"remediation_actions": 0,
"wrong_remediations": 0,
"distractor_failures": 0,
"premature_resolutions": 0,
"success": false,
"final_reward": 0
},
"evidence_coverage": 0.3333333333333333,
"trajectory": [
{
"step": 1,
"action": "inspect_config(load_balancer, backend_weights)",
"reward": 0,
"summary": "Inspected config for load_balancer."
},
{
"step": 2,
"action": "inspect_metrics(load_balancer)",
"reward": 0.06666666666666667,
"summary": "Inspected metrics for load_balancer."
},
{
"step": 3,
"action": "Thought: Gather per-backend metrics from the web_server pool to identify which instance is receiving most traffic and its resource utilization.\nAction: inspect",
"reward": -0.05,
"summary": "Invalid action."
},
{
"step": 4,
"action": "inspect_metrics(web_server)",
"reward": 0,
"summary": "Inspected metrics for web_server."
}
],
"agent_error": "RuntimeError: Unexpected message content type: NoneType"
}
],
"baseline": "react",
"model": "openai/gpt-5-mini",
"run_kind": "llm",
"command_hint": "python eval/run_eval.py --agent react --model openai/gpt-5-mini --episodes 1 --output react_openai_gpt-5-mini_episodes1.json"
}