[System] You are an autonomous CyberSOC Agent. Analyze the environment and output JSON tool calls to contain the threat.

[User]
{
  "done": false,
  "reward": 0.0,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.06,
  "step_count": 0,
  "active_threats": [
    "T-G0057-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.94,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "EXEC-001"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "EXEC-001",
    "malicious_processes": [
      "npm_backdoor.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\npm_backdoor.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\npm_backdoor.exe"
    ],
    "memory_artifacts": [
      "memory_inject_b470a4d4"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.083,
  "step_count": 1,
  "active_threats": [
    "T-G0057-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.917,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "run_forensics", "hostname": "EXEC-002"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "EXEC-002",
    "malicious_processes": [
      "npm_backdoor.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\npm_backdoor.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\npm_backdoor.exe"
    ],
    "memory_artifacts": [
      "memory_inject_b470a4d4"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.106,
  "step_count": 2,
  "active_threats": [
    "T-G0057-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.894,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "run_forensics", "hostname": "EXEC-005"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "EXEC-005",
    "malicious_processes": [
      "npm_backdoor.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\npm_backdoor.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\npm_backdoor.exe"
    ],
    "memory_artifacts": [
      "memory_inject_b470a4d4"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.129,
  "step_count": 3,
  "active_threats": [
    "T-G0057-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 0.6,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.871,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "EXEC-001", "process_name": "npm_backdoor.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-001/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-001. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.152,
  "step_count": 4,
  "active_threats": [
    "T-G0057-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 0.75,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.848,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "EXEC-002", "process_name": "npm_backdoor.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-001/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.175,
  "step_count": 5,
  "active_threats": [
    "T-G0057-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 0.9,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.825,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "EXEC-005", "process_name": "npm_backdoor.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-001/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-005/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-005. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.175,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 1.15,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.825,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "b470a4d43a650225fd1d23f79fbccd1c"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-001/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-005/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:b470a4d43a650225fd1d23f79fbccd1c",
      "result": "Blocked IOC 'b470a4d43a650225fd1d23f79fbccd1c' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.175,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 1.25,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.5,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.825,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "mail.spoof-relay.org"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-001/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-005/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:b470a4d43a650225fd1d23f79fbccd1c",
      "result": "Blocked IOC 'b470a4d43a650225fd1d23f79fbccd1c' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:mail.spoof-relay.org",
      "result": "Blocked IOC 'mail.spoof-relay.org' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.175,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 1.35,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.825,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0057-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via supply_chain", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5605,
  "metadata": {},
  "episode_id": "7384dfce-75e7-4c25-a176-07c8c9c2db93",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0057001",
      "timestamp": "2025-01-15T06:55:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'npm_backdoor.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "b470a4d43a650225fd1d23f79fbccd1c",
        "mail.spoof-relay.org"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-001/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-005/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on EXEC-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:b470a4d43a650225fd1d23f79fbccd1c",
      "result": "Blocked IOC 'b470a4d43a650225fd1d23f79fbccd1c' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:mail.spoof-relay.org",
      "result": "Blocked IOC 'mail.spoof-relay.org' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.560. Threats contained: 1/1. Business impact: 0.17",
      "reward": 0.5605
    }
  ],
  "business_impact_score": 0.175,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 16,
  "task_id": "gen_0057",
  "total_reward": 1.9105,
  "final_score": 0.5605,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.9,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.25
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.825,
    "step_efficiency": 0.9062,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}


[System] You are an autonomous CyberSOC Agent. Analyze the environment and output JSON tool calls to contain the threat.

[User]
{
  "done": false,
  "reward": 0.0,
  "metadata": {},
  "episode_id": "b52d4fe9-07fb-46ba-a27a-55585411ce8e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0058001",
      "timestamp": "2025-01-15T06:38:00Z",
      "source_host": "SRV-005",
      "severity": "medium",
      "threat_type": "botnet",
      "description": "Worm propagation from SRV-005. Process 'mirai_bot.exe' scanning network for vulnerable hosts.",
      "ioc_indicators": [
        "f391a3715939cdf232172c81e844ed41",
        "192.0.2.87",
        "iot.botnet-c2.xyz"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.07,
  "step_count": 0,
  "active_threats": [
    "T-G0058-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0058",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.93,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "SRV-005"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "b52d4fe9-07fb-46ba-a27a-55585411ce8e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0058001",
      "timestamp": "2025-01-15T06:38:00Z",
      "source_host": "SRV-005",
      "severity": "medium",
      "threat_type": "botnet",
      "description": "Worm propagation from SRV-005. Process 'mirai_bot.exe' scanning network for vulnerable hosts.",
      "ioc_indicators": [
        "f391a3715939cdf232172c81e844ed41",
        "192.0.2.87",
        "iot.botnet-c2.xyz"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "SRV-005",
    "malicious_processes": [
      "mirai_bot.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\mirai_bot.exe.dat"
    ],
    "network_connections": [
      "192.0.2.87:443"
    ],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\mirai_bot.exe"
    ],
    "memory_artifacts": [
      "memory_inject_f391a371"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
      "result": "Forensics on SRV-005: compromised=True, procs=['mirai_bot.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.08,
  "step_count": 1,
  "active_threats": [
    "T-G0058-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0058",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "SRV-005", "process_name": "mirai_bot.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "b52d4fe9-07fb-46ba-a27a-55585411ce8e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0058001",
      "timestamp": "2025-01-15T06:38:00Z",
      "source_host": "SRV-005",
      "severity": "medium",
      "threat_type": "botnet",
      "description": "Worm propagation from SRV-005. Process 'mirai_bot.exe' scanning network for vulnerable hosts.",
      "ioc_indicators": [
        "f391a3715939cdf232172c81e844ed41",
        "192.0.2.87",
        "iot.botnet-c2.xyz"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
      "result": "Forensics on SRV-005: compromised=True, procs=['mirai_bot.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-005/mirai_bot.exe",
      "result": "Killed 'mirai_bot.exe' on SRV-005. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.08,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0058",
  "total_reward": 0.45,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "f391a3715939cdf232172c81e844ed41"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "b52d4fe9-07fb-46ba-a27a-55585411ce8e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0058001",
      "timestamp": "2025-01-15T06:38:00Z",
      "source_host": "SRV-005",
      "severity": "medium",
      "threat_type": "botnet",
      "description": "Worm propagation from SRV-005. Process 'mirai_bot.exe' scanning network for vulnerable hosts.",
      "ioc_indicators": [
        "f391a3715939cdf232172c81e844ed41",
        "192.0.2.87",
        "iot.botnet-c2.xyz"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
      "result": "Forensics on SRV-005: compromised=True, procs=['mirai_bot.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-005/mirai_bot.exe",
      "result": "Killed 'mirai_bot.exe' on SRV-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:f391a3715939cdf232172c81e844ed41",
      "result": "Blocked IOC 'f391a3715939cdf232172c81e844ed41' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.08,
  "step_count": 3,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0058",
  "total_reward": 0.55,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.25,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "192.0.2.87"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "b52d4fe9-07fb-46ba-a27a-55585411ce8e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0058001",
      "timestamp": "2025-01-15T06:38:00Z",
      "source_host": "SRV-005",
      "severity": "medium",
      "threat_type": "botnet",
      "description": "Worm propagation from SRV-005. Process 'mirai_bot.exe' scanning network for vulnerable hosts.",
      "ioc_indicators": [
        "f391a3715939cdf232172c81e844ed41",
        "192.0.2.87",
        "iot.botnet-c2.xyz"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
      "result": "Forensics on SRV-005: compromised=True, procs=['mirai_bot.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-005/mirai_bot.exe",
      "result": "Killed 'mirai_bot.exe' on SRV-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:f391a3715939cdf232172c81e844ed41",
      "result": "Blocked IOC 'f391a3715939cdf232172c81e844ed41' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:192.0.2.87",
      "result": "Blocked IOC '192.0.2.87' (type=ip). Relevant: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.08,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0058",
  "total_reward": 0.7,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.5,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "iot.botnet-c2.xyz"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "b52d4fe9-07fb-46ba-a27a-55585411ce8e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0058001",
      "timestamp": "2025-01-15T06:38:00Z",
      "source_host": "SRV-005",
      "severity": "medium",
      "threat_type": "botnet",
      "description": "Worm propagation from SRV-005. Process 'mirai_bot.exe' scanning network for vulnerable hosts.",
      "ioc_indicators": [
        "f391a3715939cdf232172c81e844ed41",
        "192.0.2.87",
        "iot.botnet-c2.xyz"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
      "result": "Forensics on SRV-005: compromised=True, procs=['mirai_bot.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-005/mirai_bot.exe",
      "result": "Killed 'mirai_bot.exe' on SRV-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:f391a3715939cdf232172c81e844ed41",
      "result": "Blocked IOC 'f391a3715939cdf232172c81e844ed41' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:192.0.2.87",
      "result": "Blocked IOC '192.0.2.87' (type=ip). Relevant: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "ip:iot.botnet-c2.xyz",
      "result": "Blocked IOC 'iot.botnet-c2.xyz' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.08,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0058",
  "total_reward": 0.8,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.75,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "cam.mirai-variant.net"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "b52d4fe9-07fb-46ba-a27a-55585411ce8e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0058001",
      "timestamp": "2025-01-15T06:38:00Z",
      "source_host": "SRV-005",
      "severity": "medium",
      "threat_type": "botnet",
      "description": "Worm propagation from SRV-005. Process 'mirai_bot.exe' scanning network for vulnerable hosts.",
      "ioc_indicators": [
        "f391a3715939cdf232172c81e844ed41",
        "192.0.2.87",
        "iot.botnet-c2.xyz"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
      "result": "Forensics on SRV-005: compromised=True, procs=['mirai_bot.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-005/mirai_bot.exe",
      "result": "Killed 'mirai_bot.exe' on SRV-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:f391a3715939cdf232172c81e844ed41",
      "result": "Blocked IOC 'f391a3715939cdf232172c81e844ed41' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:192.0.2.87",
      "result": "Blocked IOC '192.0.2.87' (type=ip). Relevant: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "ip:iot.botnet-c2.xyz",
      "result": "Blocked IOC 'iot.botnet-c2.xyz' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "ip:cam.mirai-variant.net",
      "result": "Blocked IOC 'cam.mirai-variant.net' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.08,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0058",
  "total_reward": 0.9,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0058-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via botnet", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5448,
  "metadata": {},
  "episode_id": "b52d4fe9-07fb-46ba-a27a-55585411ce8e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0058001",
      "timestamp": "2025-01-15T06:38:00Z",
      "source_host": "SRV-005",
      "severity": "medium",
      "threat_type": "botnet",
      "description": "Worm propagation from SRV-005. Process 'mirai_bot.exe' scanning network for vulnerable hosts.",
      "ioc_indicators": [
        "f391a3715939cdf232172c81e844ed41",
        "192.0.2.87",
        "iot.botnet-c2.xyz"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
      "result": "Forensics on SRV-005: compromised=True, procs=['mirai_bot.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-005/mirai_bot.exe",
      "result": "Killed 'mirai_bot.exe' on SRV-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:f391a3715939cdf232172c81e844ed41",
      "result": "Blocked IOC 'f391a3715939cdf232172c81e844ed41' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:192.0.2.87",
      "result": "Blocked IOC '192.0.2.87' (type=ip). Relevant: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "ip:iot.botnet-c2.xyz",
      "result": "Blocked IOC 'iot.botnet-c2.xyz' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "ip:cam.mirai-variant.net",
      "result": "Blocked IOC 'cam.mirai-variant.net' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.545. Threats contained: 1/1. Business impact: 0.08",
      "reward": 0.5447777777777778
    }
  ],
  "business_impact_score": 0.08,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0058",
  "total_reward": 1.4448,
  "final_score": 0.5448,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.85,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.1111111111111111
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}


[System] You are an autonomous CyberSOC Agent. Analyze the environment and output JSON tool calls to contain the threat.

[User]
{
  "done": false,
  "reward": 0.0,
  "metadata": {},
  "episode_id": "8adaf303-1885-4c9a-baa8-17669e795cbe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0059001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "DMZ-001",
      "severity": "medium",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on DMZ-001. Process 'keylogger_svc.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0059002",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DMZ-001. Process 'keylogger_svc.exe' archiving customer PII documents.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.05,
  "step_count": 0,
  "active_threats": [
    "T-G0059-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0059",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.95,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "DMZ-001"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "8adaf303-1885-4c9a-baa8-17669e795cbe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0059001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "DMZ-001",
      "severity": "medium",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on DMZ-001. Process 'keylogger_svc.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0059002",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DMZ-001. Process 'keylogger_svc.exe' archiving customer PII documents.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "DMZ-001",
    "malicious_processes": [
      "keylogger_svc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\keylogger_svc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\keylogger_svc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_cd9caa5d"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['keylogger_svc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.076,
  "step_count": 1,
  "active_threats": [
    "T-G0059-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0059",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.924,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "DMZ-001", "process_name": "keylogger_svc.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "8adaf303-1885-4c9a-baa8-17669e795cbe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0059001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "DMZ-001",
      "severity": "medium",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on DMZ-001. Process 'keylogger_svc.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0059002",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DMZ-001. Process 'keylogger_svc.exe' archiving customer PII documents.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['keylogger_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-001/keylogger_svc.exe",
      "result": "Killed 'keylogger_svc.exe' on DMZ-001. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.076,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0059",
  "total_reward": 0.45,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.924,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "cd9caa5db15a07ef9c162b2223ccb19a"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "8adaf303-1885-4c9a-baa8-17669e795cbe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0059001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "DMZ-001",
      "severity": "medium",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on DMZ-001. Process 'keylogger_svc.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0059002",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DMZ-001. Process 'keylogger_svc.exe' archiving customer PII documents.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['keylogger_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-001/keylogger_svc.exe",
      "result": "Killed 'keylogger_svc.exe' on DMZ-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:cd9caa5db15a07ef9c162b2223ccb19a",
      "result": "Blocked IOC 'cd9caa5db15a07ef9c162b2223ccb19a' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.076,
  "step_count": 3,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0059",
  "total_reward": 0.55,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.5,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.924,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "static.evil-cdn.net"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "8adaf303-1885-4c9a-baa8-17669e795cbe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0059001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "DMZ-001",
      "severity": "medium",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on DMZ-001. Process 'keylogger_svc.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0059002",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DMZ-001. Process 'keylogger_svc.exe' archiving customer PII documents.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['keylogger_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-001/keylogger_svc.exe",
      "result": "Killed 'keylogger_svc.exe' on DMZ-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:cd9caa5db15a07ef9c162b2223ccb19a",
      "result": "Blocked IOC 'cd9caa5db15a07ef9c162b2223ccb19a' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:static.evil-cdn.net",
      "result": "Blocked IOC 'static.evil-cdn.net' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.076,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0059",
  "total_reward": 0.65,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.924,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0059-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via insider_threat", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5547,
  "metadata": {},
  "episode_id": "8adaf303-1885-4c9a-baa8-17669e795cbe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0059001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "DMZ-001",
      "severity": "medium",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on DMZ-001. Process 'keylogger_svc.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0059002",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DMZ-001. Process 'keylogger_svc.exe' archiving customer PII documents.",
      "ioc_indicators": [
        "cd9caa5db15a07ef9c162b2223ccb19a",
        "static.evil-cdn.net"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['keylogger_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-001/keylogger_svc.exe",
      "result": "Killed 'keylogger_svc.exe' on DMZ-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:cd9caa5db15a07ef9c162b2223ccb19a",
      "result": "Blocked IOC 'cd9caa5db15a07ef9c162b2223ccb19a' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:static.evil-cdn.net",
      "result": "Blocked IOC 'static.evil-cdn.net' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 5,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.555. Threats contained: 1/1. Business impact: 0.08",
      "reward": 0.5546666666666668
    }
  ],
  "business_impact_score": 0.076,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0059",
  "total_reward": 1.2047,
  "final_score": 0.5547,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.9,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.16666666666666666
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.924,
    "step_efficiency": 1.0,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}


[System] You are an autonomous CyberSOC Agent. Analyze the environment and output JSON tool calls to contain the threat.

[User]
{
  "done": false,
  "reward": 0.0,
  "metadata": {},
  "episode_id": "23739574-ea91-439a-a539-272c1cf597de",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0060001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "DEV-029",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on DEV-029. Process 'named_pipe_exploit.exe' obtained domain admin token.",
      "ioc_indicators": [
        "2306ac4455ace5570b00a0eede9afb07"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0060002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "DEV-029",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-029. Process 'named_pipe_exploit.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "2306ac4455ace5570b00a0eede9afb07"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 0,
    "isolated_count": 0,
    "online_count": 75
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.08,
  "step_count": 0,
  "active_threats": [
    "T-G0060-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0060",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 0 (0 compromised) Alerts: 2 (1 critical) IOCs: 1 (0 blocked, 0 enriched) Vulns: 0 Edges: 0",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "DEV-029"}

[User]
{
  "done": false,
  "reward": 0.05,
  "metadata": {},
  "episode_id": "23739574-ea91-439a-a539-272c1cf597de",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0060001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "DEV-029",
      "severity": "critical",
      "threat_type": "privilege_escalation",
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "2306ac4455ace5570b00a0eede9afb07"}

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[User]
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