[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": "c7043549-1124-4ace-9a63-36571589553b",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0038001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "DEV-003",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on DEV-003. Process 'docker_implant.exe' executing post-install scripts.",
      "ioc_indicators": [
        "32900e0de5cecea1f6a9281e15450228"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.03,
  "step_count": 0,
  "active_threats": [
    "T-G0038-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0038",
  "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: 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": 0.97,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "DEV-003"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "c7043549-1124-4ace-9a63-36571589553b",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0038001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "DEV-003",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on DEV-003. Process 'docker_implant.exe' executing post-install scripts.",
      "ioc_indicators": [
        "32900e0de5cecea1f6a9281e15450228"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "DEV-003",
    "malicious_processes": [
      "docker_implant.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\docker_implant.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\docker_implant.exe"
    ],
    "memory_artifacts": [
      "memory_inject_4bfae2ce",
      "memory_inject_32900e0d"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['docker_implant.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.046,
  "step_count": 1,
  "active_threats": [
    "T-G0038-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0038",
  "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: 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": 0.954,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "DEV-003", "process_name": "docker_implant.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "c7043549-1124-4ace-9a63-36571589553b",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0038001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "DEV-003",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on DEV-003. Process 'docker_implant.exe' executing post-install scripts.",
      "ioc_indicators": [
        "32900e0de5cecea1f6a9281e15450228"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['docker_implant.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DEV-003/docker_implant.exe",
      "result": "Killed 'docker_implant.exe' on DEV-003. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.046,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0038",
  "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: 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": 0.954,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "4bfae2ce1535cb9bc5c95cdc8c80060f"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "c7043549-1124-4ace-9a63-36571589553b",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0038001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "DEV-003",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on DEV-003. Process 'docker_implant.exe' executing post-install scripts.",
      "ioc_indicators": [
        "32900e0de5cecea1f6a9281e15450228"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['docker_implant.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DEV-003/docker_implant.exe",
      "result": "Killed 'docker_implant.exe' on DEV-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:4bfae2ce1535cb9bc5c95cdc8c80060f",
      "result": "Blocked IOC '4bfae2ce1535cb9bc5c95cdc8c80060f' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.046,
  "step_count": 3,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0038",
  "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: 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": 0.954,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "32900e0de5cecea1f6a9281e15450228"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "c7043549-1124-4ace-9a63-36571589553b",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0038001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "DEV-003",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on DEV-003. Process 'docker_implant.exe' executing post-install scripts.",
      "ioc_indicators": [
        "32900e0de5cecea1f6a9281e15450228"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['docker_implant.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DEV-003/docker_implant.exe",
      "result": "Killed 'docker_implant.exe' on DEV-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:4bfae2ce1535cb9bc5c95cdc8c80060f",
      "result": "Blocked IOC '4bfae2ce1535cb9bc5c95cdc8c80060f' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "hash:32900e0de5cecea1f6a9281e15450228",
      "result": "Blocked IOC '32900e0de5cecea1f6a9281e15450228' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.046,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0038",
  "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: 1 (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": 0.954,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0038-001", "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": 0.5547,
  "metadata": {},
  "episode_id": "c7043549-1124-4ace-9a63-36571589553b",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0038001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "DEV-003",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on DEV-003. Process 'docker_implant.exe' executing post-install scripts.",
      "ioc_indicators": [
        "32900e0de5cecea1f6a9281e15450228"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['docker_implant.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DEV-003/docker_implant.exe",
      "result": "Killed 'docker_implant.exe' on DEV-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:4bfae2ce1535cb9bc5c95cdc8c80060f",
      "result": "Blocked IOC '4bfae2ce1535cb9bc5c95cdc8c80060f' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "hash:32900e0de5cecea1f6a9281e15450228",
      "result": "Blocked IOC '32900e0de5cecea1f6a9281e15450228' (type=hash). 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: 0.05",
      "reward": 0.5546666666666668
    }
  ],
  "business_impact_score": 0.046,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0038",
  "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: 1 (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": 0.954,
    "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": "0cebf364-9a0f-4319-b2ce-95a23e8fe3cf",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0039001",
      "timestamp": "2025-01-15T06:21:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Kernel exploit attempt on EXEC-001. Process 'exploit_kernel.exe' gained SYSTEM privileges.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0039002",
      "timestamp": "2025-01-15T06:47:00Z",
      "source_host": "EXEC-002",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on EXEC-002. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "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": 0.07,
  "step_count": 0,
  "active_threats": [
    "T-G0039-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0039",
  "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: 2 (0 critical) IOCs: 3 (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": 0.93,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "EXEC-003"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "0cebf364-9a0f-4319-b2ce-95a23e8fe3cf",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0039001",
      "timestamp": "2025-01-15T06:21:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Kernel exploit attempt on EXEC-001. Process 'exploit_kernel.exe' gained SYSTEM privileges.",
      "ioc_indicators": [
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[Assistant] {"type": "kill_process", "hostname": "EXEC-001", "process_name": "exploit_kernel.exe"}

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  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (0 critical) IOCs: 3 (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": 0.8,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "1cad87fce32f057c18da0e632e0ff23a"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "0cebf364-9a0f-4319-b2ce-95a23e8fe3cf",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0039001",
      "timestamp": "2025-01-15T06:21:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Kernel exploit attempt on EXEC-001. Process 'exploit_kernel.exe' gained SYSTEM privileges.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0039002",
      "timestamp": "2025-01-15T06:47:00Z",
      "source_host": "EXEC-002",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on EXEC-002. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "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-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-001/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:1cad87fce32f057c18da0e632e0ff23a",
      "result": "Blocked IOC '1cad87fce32f057c18da0e632e0ff23a' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.2,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0039",
  "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: 2 (0 critical) IOCs: 3 (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": 0.3333,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.8,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "2e838334c087c047ee8dfcf9718d68e7"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "0cebf364-9a0f-4319-b2ce-95a23e8fe3cf",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0039001",
      "timestamp": "2025-01-15T06:21:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Kernel exploit attempt on EXEC-001. Process 'exploit_kernel.exe' gained SYSTEM privileges.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0039002",
      "timestamp": "2025-01-15T06:47:00Z",
      "source_host": "EXEC-002",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on EXEC-002. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "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-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-001/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:1cad87fce32f057c18da0e632e0ff23a",
      "result": "Blocked IOC '1cad87fce32f057c18da0e632e0ff23a' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:2e838334c087c047ee8dfcf9718d68e7",
      "result": "Blocked IOC '2e838334c087c047ee8dfcf9718d68e7' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.2,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0039",
  "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: 2 (0 critical) IOCs: 3 (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": 0.6667,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.8,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "auth.phish-server.net"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "0cebf364-9a0f-4319-b2ce-95a23e8fe3cf",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0039001",
      "timestamp": "2025-01-15T06:21:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Kernel exploit attempt on EXEC-001. Process 'exploit_kernel.exe' gained SYSTEM privileges.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0039002",
      "timestamp": "2025-01-15T06:47:00Z",
      "source_host": "EXEC-002",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on EXEC-002. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "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-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-001/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:1cad87fce32f057c18da0e632e0ff23a",
      "result": "Blocked IOC '1cad87fce32f057c18da0e632e0ff23a' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:2e838334c087c047ee8dfcf9718d68e7",
      "result": "Blocked IOC '2e838334c087c047ee8dfcf9718d68e7' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "block_ioc",
      "target": "ip:auth.phish-server.net",
      "result": "Blocked IOC 'auth.phish-server.net' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.2,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0039",
  "total_reward": 1.45,
  "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: 2 (0 critical) IOCs: 3 (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": 0.8,
    "step_efficiency": 0.9559,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0039-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via privilege_escalation", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5526,
  "metadata": {},
  "episode_id": "0cebf364-9a0f-4319-b2ce-95a23e8fe3cf",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0039001",
      "timestamp": "2025-01-15T06:21:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Kernel exploit attempt on EXEC-001. Process 'exploit_kernel.exe' gained SYSTEM privileges.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0039002",
      "timestamp": "2025-01-15T06:47:00Z",
      "source_host": "EXEC-002",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on EXEC-002. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "1cad87fce32f057c18da0e632e0ff23a",
        "auth.phish-server.net"
      ],
      "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-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-001/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on EXEC-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:1cad87fce32f057c18da0e632e0ff23a",
      "result": "Blocked IOC '1cad87fce32f057c18da0e632e0ff23a' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:2e838334c087c047ee8dfcf9718d68e7",
      "result": "Blocked IOC '2e838334c087c047ee8dfcf9718d68e7' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "block_ioc",
      "target": "ip:auth.phish-server.net",
      "result": "Blocked IOC 'auth.phish-server.net' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 10,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.553. Threats contained: 1/1. Business impact: 0.20",
      "reward": 0.5525555555555556
    }
  ],
  "business_impact_score": 0.2,
  "step_count": 10,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0039",
  "total_reward": 2.0026,
  "final_score": 0.5526,
  "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": 0.2222222222222222
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (0 critical) IOCs: 3 (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": 0.8,
    "step_efficiency": 0.8676,
    "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": "36dd8a5b-a760-4582-8325-72b465840732",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0040001",
      "timestamp": "2025-01-15T06:04:00Z",
      "source_host": "WS-004",
      "severity": "high",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on WS-004. Process 'revil_encrypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "e042c4d28afb814e396fea8bf5523002"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
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[Assistant] {"type": "run_forensics", "hostname": "WS-004"}

[User]
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[Assistant] {"type": "kill_process", "hostname": "WS-004", "process_name": "revil_encrypt.exe"}

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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "9f3db9ca0bcc846f9e61624d20321bc2"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "e042c4d28afb814e396fea8bf5523002"}

[User]
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0040-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via ransomware", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
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