[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": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0082001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'psexec_svc.exe' deployed on EXEC-003 via remote service creation.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0082002",
      "timestamp": "2025-01-15T07:05:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to EXEC-002 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.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": 0.08,
  "step_count": 0,
  "active_threats": [
    "T-G0082-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0082",
  "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 (2 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": 0.92,
    "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": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0082001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'psexec_svc.exe' deployed on EXEC-003 via remote service creation.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0082002",
      "timestamp": "2025-01-15T07:05:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to EXEC-002 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.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": {
    "hostname": "EXEC-003",
    "malicious_processes": [
      "psexec_svc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\psexec_svc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\psexec_svc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_61e6f1bd",
      "memory_inject_44eb071b"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.1,
  "step_count": 1,
  "active_threats": [
    "T-G0082-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0082",
  "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: 2 (2 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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.9,
    "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": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0082001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'psexec_svc.exe' deployed on EXEC-003 via remote service creation.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0082002",
      "timestamp": "2025-01-15T07:05:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to EXEC-002 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.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": {
    "hostname": "EXEC-002",
    "malicious_processes": [
      "psexec_svc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\psexec_svc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\psexec_svc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_61e6f1bd",
      "memory_inject_44eb071b"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.12,
  "step_count": 2,
  "active_threats": [
    "T-G0082-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0082",
  "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: 2 (2 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": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.88,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "run_forensics", "hostname": "EXEC-004"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0082001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'psexec_svc.exe' deployed on EXEC-003 via remote service creation.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0082002",
      "timestamp": "2025-01-15T07:05:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to EXEC-002 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.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": {
    "hostname": "EXEC-004",
    "malicious_processes": [
      "psexec_svc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\psexec_svc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\psexec_svc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_61e6f1bd",
      "memory_inject_44eb071b"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.14,
  "step_count": 3,
  "active_threats": [
    "T-G0082-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0082",
  "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: 2 (2 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": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.86,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0082001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'psexec_svc.exe' deployed on EXEC-003 via remote service creation.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0082002",
      "timestamp": "2025-01-15T07:05:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to EXEC-002 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.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=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.16,
  "step_count": 4,
  "active_threats": [
    "T-G0082-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0082",
  "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: 2 (2 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": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.84,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0082001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'psexec_svc.exe' deployed on EXEC-003 via remote service creation.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0082002",
      "timestamp": "2025-01-15T07:05:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to EXEC-002 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.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=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.18,
  "step_count": 5,
  "active_threats": [
    "T-G0082-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0082",
  "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: 2 (2 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,
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}

[Assistant] {"type": "kill_process", "hostname": "EXEC-004", "process_name": "psexec_svc.exe"}

[User]
{
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  "reward": 0.25,
  "metadata": {},
  "episode_id": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
  "alert_queue": [
    {
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      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
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      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'psexec_svc.exe' deployed on EXEC-003 via remote service creation.",
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        "cdn-update.malware-c2.net"
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    },
    {
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      "source_host": "EXEC-002",
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        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
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      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
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      "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=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-004/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    }
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  "task_id": "gen_0082",
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    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
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}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "61e6f1bd6a363b3d0848db391090efaf"}

[User]
{
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  "reward": 0.1,
  "metadata": {},
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    {
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      "source_host": "EXEC-003",
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        "cdn-update.malware-c2.net"
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      "is_acknowledged": false
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    {
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      "source_host": "EXEC-002",
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        "cdn-update.malware-c2.net"
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      "subnet": "executive",
      "is_acknowledged": false
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  ],
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      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
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  },
  "host_forensics": null,
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    {
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      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-004/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:61e6f1bd6a363b3d0848db391090efaf",
      "result": "Blocked IOC '61e6f1bd6a363b3d0848db391090efaf' (type=hash). Relevant: True",
      "reward": 0.1
    }
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  "business_impact_score": 0.18,
  "step_count": 7,
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  "task_id": "gen_0082",
  "total_reward": 1.25,
  "final_score": null,
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  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
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    "ioc_blocking": 0.3333,
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}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "44eb071b2dc578d87f0efd58a8bc33ab"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
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    {
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        "cdn-update.malware-c2.net"
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      "subnet": "executive",
      "is_acknowledged": false
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    {
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      "source_host": "EXEC-002",
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        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
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      "subnet": "executive",
      "is_acknowledged": false
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  ],
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      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
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    "compromised_count": 3,
    "isolated_count": 0,
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  },
  "host_forensics": null,
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    {
      "step": 1,
      "action_type": "run_forensics",
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      "result": "Forensics on EXEC-003: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-004/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:61e6f1bd6a363b3d0848db391090efaf",
      "result": "Blocked IOC '61e6f1bd6a363b3d0848db391090efaf' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:44eb071b2dc578d87f0efd58a8bc33ab",
      "result": "Blocked IOC '44eb071b2dc578d87f0efd58a8bc33ab' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.18,
  "step_count": 8,
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  "max_steps": 12,
  "task_id": "gen_0082",
  "total_reward": 1.35,
  "final_score": null,
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    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
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}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "cdn-update.malware-c2.net"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
  "alert_queue": [
    {
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      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'psexec_svc.exe' deployed on EXEC-003 via remote service creation.",
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        "cdn-update.malware-c2.net"
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      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0082002",
      "timestamp": "2025-01-15T07:05:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to EXEC-002 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
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      "subnet": "executive",
      "is_acknowledged": false
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  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
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  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
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      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-004/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:61e6f1bd6a363b3d0848db391090efaf",
      "result": "Blocked IOC '61e6f1bd6a363b3d0848db391090efaf' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:44eb071b2dc578d87f0efd58a8bc33ab",
      "result": "Blocked IOC '44eb071b2dc578d87f0efd58a8bc33ab' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "block_ioc",
      "target": "ip:cdn-update.malware-c2.net",
      "result": "Blocked IOC 'cdn-update.malware-c2.net' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.18,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0082",
  "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 (2 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"
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  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
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}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0082-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via lateral_movement", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5526,
  "metadata": {},
  "episode_id": "9b04b5be-6209-4c19-b3c4-6678a84207d5",
  "alert_queue": [
    {
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      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "critical",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'psexec_svc.exe' deployed on EXEC-003 via remote service creation.",
      "ioc_indicators": [
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        "cdn-update.malware-c2.net"
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      "is_acknowledged": false
    },
    {
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      "timestamp": "2025-01-15T07:05:00Z",
      "source_host": "EXEC-002",
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      "ioc_indicators": [
        "61e6f1bd6a363b3d0848db391090efaf",
        "cdn-update.malware-c2.net"
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      "subnet": "executive",
      "is_acknowledged": false
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  ],
  "network_topology": {
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    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
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    },
    "compromised_count": 3,
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  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-003/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "EXEC-004/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:61e6f1bd6a363b3d0848db391090efaf",
      "result": "Blocked IOC '61e6f1bd6a363b3d0848db391090efaf' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:44eb071b2dc578d87f0efd58a8bc33ab",
      "result": "Blocked IOC '44eb071b2dc578d87f0efd58a8bc33ab' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "block_ioc",
      "target": "ip:cdn-update.malware-c2.net",
      "result": "Blocked IOC 'cdn-update.malware-c2.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: 0.18",
      "reward": 0.5525555555555556
    }
  ],
  "business_impact_score": 0.18,
  "step_count": 10,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0082",
  "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 (2 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": 0.82,
    "step_efficiency": 0.5,
    "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": "c9e0a1a0-1c24-4abd-a3a2-0c96a9bfaefe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0083001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'pip_trojan.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "0423f1b70baf5748afd0f2be41d1f3c6"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.06,
  "step_count": 0,
  "active_threats": [
    "T-G0083-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0083",
  "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: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "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-002"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "c9e0a1a0-1c24-4abd-a3a2-0c96a9bfaefe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0083001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'pip_trojan.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "0423f1b70baf5748afd0f2be41d1f3c6"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "EXEC-002",
    "malicious_processes": [
      "pip_trojan.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\pip_trojan.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\pip_trojan.exe"
    ],
    "memory_artifacts": [
      "memory_inject_0423f1b7",
      "memory_inject_0bbd7391"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.075,
  "step_count": 1,
  "active_threats": [
    "T-G0083-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0083",
  "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: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "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": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.925,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "run_forensics", "hostname": "EXEC-004"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "c9e0a1a0-1c24-4abd-a3a2-0c96a9bfaefe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0083001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'pip_trojan.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "0423f1b70baf5748afd0f2be41d1f3c6"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "EXEC-004",
    "malicious_processes": [
      "pip_trojan.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\pip_trojan.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\pip_trojan.exe"
    ],
    "memory_artifacts": [
      "memory_inject_0423f1b7",
      "memory_inject_0bbd7391"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.09,
  "step_count": 2,
  "active_threats": [
    "T-G0083-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0083",
  "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: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "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": 0.91,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "c9e0a1a0-1c24-4abd-a3a2-0c96a9bfaefe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0083001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'pip_trojan.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "0423f1b70baf5748afd0f2be41d1f3c6"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "EXEC-002/pip_trojan.exe",
      "result": "Killed 'pip_trojan.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.105,
  "step_count": 3,
  "active_threats": [
    "T-G0083-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0083",
  "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: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "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": 0.895,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "EXEC-004", "process_name": "pip_trojan.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "c9e0a1a0-1c24-4abd-a3a2-0c96a9bfaefe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0083001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'pip_trojan.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "0423f1b70baf5748afd0f2be41d1f3c6"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "EXEC-002/pip_trojan.exe",
      "result": "Killed 'pip_trojan.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-004/pip_trojan.exe",
      "result": "Killed 'pip_trojan.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.105,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0083",
  "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: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "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": 0.895,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "0423f1b70baf5748afd0f2be41d1f3c6"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "c9e0a1a0-1c24-4abd-a3a2-0c96a9bfaefe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0083001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'pip_trojan.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "0423f1b70baf5748afd0f2be41d1f3c6"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "EXEC-002/pip_trojan.exe",
      "result": "Killed 'pip_trojan.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-004/pip_trojan.exe",
      "result": "Killed 'pip_trojan.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:0423f1b70baf5748afd0f2be41d1f3c6",
      "result": "Blocked IOC '0423f1b70baf5748afd0f2be41d1f3c6' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.105,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0083",
  "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: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "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": 0.895,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "0bbd7391d3da23b2d8c4b6dd6a483945"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "c9e0a1a0-1c24-4abd-a3a2-0c96a9bfaefe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0083001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'pip_trojan.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "0423f1b70baf5748afd0f2be41d1f3c6"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "EXEC-002/pip_trojan.exe",
      "result": "Killed 'pip_trojan.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-004/pip_trojan.exe",
      "result": "Killed 'pip_trojan.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:0423f1b70baf5748afd0f2be41d1f3c6",
      "result": "Blocked IOC '0423f1b70baf5748afd0f2be41d1f3c6' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:0bbd7391d3da23b2d8c4b6dd6a483945",
      "result": "Blocked IOC '0bbd7391d3da23b2d8c4b6dd6a483945' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.105,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0083",
  "total_reward": 1.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "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": 0.895,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0083-001", "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": 0.5586,
  "metadata": {},
  "episode_id": "c9e0a1a0-1c24-4abd-a3a2-0c96a9bfaefe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0083001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "EXEC-002",
      "severity": "medium",
      "threat_type": "supply_chain",
      "description": "Malicious dependency loaded on EXEC-002. Process 'pip_trojan.exe' establishing covert communication channels.",
      "ioc_indicators": [
        "0423f1b70baf5748afd0f2be41d1f3c6"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['pip_trojan.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "EXEC-002/pip_trojan.exe",
      "result": "Killed 'pip_trojan.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-004/pip_trojan.exe",
      "result": "Killed 'pip_trojan.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:0423f1b70baf5748afd0f2be41d1f3c6",
      "result": "Blocked IOC '0423f1b70baf5748afd0f2be41d1f3c6' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:0bbd7391d3da23b2d8c4b6dd6a483945",
      "result": "Blocked IOC '0bbd7391d3da23b2d8c4b6dd6a483945' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.559. Threats contained: 1/1. Business impact: 0.10",
      "reward": 0.5585555555555556
    }
  ],
  "business_impact_score": 0.105,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0083",
  "total_reward": 1.5586,
  "final_score": 0.5586,
  "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": 0.2222222222222222
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "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": 0.895,
    "step_efficiency": 0.875,
    "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": "2fae79d8-952c-4cb0-95ab-abccf39bd368",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0084001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DMZ-001. Outbound connection to sftp.data-steal.com detected.",
      "ioc_indicators": [
        "d37c51a6cfb8b4d84cd1eb960aa04c1a",
        "sftp.data-steal.com"
      ],
      "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": 0.04,
  "step_count": 0,
  "active_threats": [
    "T-G0084-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0084",
  "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: 3 (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": 0.96,
    "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": "2fae79d8-952c-4cb0-95ab-abccf39bd368",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0084001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DMZ-001. Outbound connection to sftp.data-steal.com detected.",
      "ioc_indicators": [
        "d37c51a6cfb8b4d84cd1eb960aa04c1a",
        "sftp.data-steal.com"
      ],
      "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": [
      "vba_agent.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\vba_agent.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\vba_agent.exe"
    ],
    "memory_artifacts": [
      "memory_inject_b1364790",
      "memory_inject_d37c51a6"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['vba_agent.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.051,
  "step_count": 1,
  "active_threats": [
    "T-G0084-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0084",
  "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: 3 (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": 0.949,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "2fae79d8-952c-4cb0-95ab-abccf39bd368",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0084001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DMZ-001. Outbound connection to sftp.data-steal.com detected.",
      "ioc_indicators": [
        "d37c51a6cfb8b4d84cd1eb960aa04c1a",
        "sftp.data-steal.com"
      ],
      "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=['vba_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-001/vba_agent.exe",
      "result": "Killed 'vba_agent.exe' on DMZ-001. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.051,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0084",
  "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: 3 (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": 0.949,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "b1364790b6ad3027a268fa5ab178a536"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "2fae79d8-952c-4cb0-95ab-abccf39bd368",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0084001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DMZ-001. Outbound connection to sftp.data-steal.com detected.",
      "ioc_indicators": [
        "d37c51a6cfb8b4d84cd1eb960aa04c1a",
        "sftp.data-steal.com"
      ],
      "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=['vba_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-001/vba_agent.exe",
      "result": "Killed 'vba_agent.exe' on DMZ-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:b1364790b6ad3027a268fa5ab178a536",
      "result": "Blocked IOC 'b1364790b6ad3027a268fa5ab178a536' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.051,
  "step_count": 3,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0084",
  "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: 3 (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": 0.3333,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.949,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "d37c51a6cfb8b4d84cd1eb960aa04c1a"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "2fae79d8-952c-4cb0-95ab-abccf39bd368",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0084001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DMZ-001. Outbound connection to sftp.data-steal.com detected.",
      "ioc_indicators": [
        "d37c51a6cfb8b4d84cd1eb960aa04c1a",
        "sftp.data-steal.com"
      ],
      "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=['vba_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-001/vba_agent.exe",
      "result": "Killed 'vba_agent.exe' on DMZ-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:b1364790b6ad3027a268fa5ab178a536",
      "result": "Blocked IOC 'b1364790b6ad3027a268fa5ab178a536' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "sftp.data-steal.com"}

[User]
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0084-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via phishing", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
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