[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": "88ed2d54-b66c-4dd8-8a5a-b2e853025ff3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0093001",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "WS-024",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on WS-024. Process 'mythic_agent.exe' communicating with 192.0.2.76.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0093002",
      "timestamp": "2025-01-15T07:12:00Z",
      "source_host": "WS-036",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from WS-036. Suspicious queries to cdn-update.malware-c2.net with encoded payloads.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "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-G0093-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0093",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 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": 0.97,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "WS-024"}

[User]
{
  "done": false,
  "reward": 0.05,
  "metadata": {},
  "episode_id": "88ed2d54-b66c-4dd8-8a5a-b2e853025ff3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0093001",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "WS-024",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on WS-024. Process 'mythic_agent.exe' communicating with 192.0.2.76.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0093002",
      "timestamp": "2025-01-15T07:12:00Z",
      "source_host": "WS-036",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from WS-036. Suspicious queries to cdn-update.malware-c2.net with encoded payloads.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "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": "WS-024",
      "result": "Host 'WS-024' not found",
      "reward": 0.05
    }
  ],
  "business_impact_score": 0.047,
  "step_count": 1,
  "active_threats": [
    "T-G0093-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0093",
  "total_reward": 0.05,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 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": 0.953,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "WS-036"}

[User]
{
  "done": false,
  "reward": 0.05,
  "metadata": {},
  "episode_id": "88ed2d54-b66c-4dd8-8a5a-b2e853025ff3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0093001",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "WS-024",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on WS-024. Process 'mythic_agent.exe' communicating with 192.0.2.76.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0093002",
      "timestamp": "2025-01-15T07:12:00Z",
      "source_host": "WS-036",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from WS-036. Suspicious queries to cdn-update.malware-c2.net with encoded payloads.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "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": "WS-024",
      "result": "Host 'WS-024' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-036",
      "result": "Host 'WS-036' not found",
      "reward": 0.05
    }
  ],
  "business_impact_score": 0.064,
  "step_count": 2,
  "active_threats": [
    "T-G0093-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0093",
  "total_reward": 0.1,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 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": 0.936,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "WS-020"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "88ed2d54-b66c-4dd8-8a5a-b2e853025ff3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0093001",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "WS-024",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on WS-024. Process 'mythic_agent.exe' communicating with 192.0.2.76.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0093002",
      "timestamp": "2025-01-15T07:12:00Z",
      "source_host": "WS-036",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from WS-036. Suspicious queries to cdn-update.malware-c2.net with encoded payloads.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "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": "WS-020",
    "malicious_processes": [
      "mythic_agent.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\mythic_agent.exe.dat"
    ],
    "network_connections": [
      "192.0.2.76:443"
    ],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\mythic_agent.exe"
    ],
    "memory_artifacts": [
      "memory_inject_48de4e13"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-024",
      "result": "Host 'WS-024' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-036",
      "result": "Host 'WS-036' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-020",
      "result": "Forensics on WS-020: compromised=True, procs=['mythic_agent.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.081,
  "step_count": 3,
  "active_threats": [
    "T-G0093-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0093",
  "total_reward": 0.3,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.919,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "kill_process", "hostname": "WS-024", "process_name": "mythic_agent.exe"}

[User]
{
  "done": false,
  "reward": -0.05,
  "metadata": {},
  "episode_id": "88ed2d54-b66c-4dd8-8a5a-b2e853025ff3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0093001",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "WS-024",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on WS-024. Process 'mythic_agent.exe' communicating with 192.0.2.76.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0093002",
      "timestamp": "2025-01-15T07:12:00Z",
      "source_host": "WS-036",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from WS-036. Suspicious queries to cdn-update.malware-c2.net with encoded payloads.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "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": "WS-024",
      "result": "Host 'WS-024' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-036",
      "result": "Host 'WS-036' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-020",
      "result": "Forensics on WS-020: compromised=True, procs=['mythic_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-024/mythic_agent.exe",
      "result": "Host 'WS-024' not found",
      "reward": -0.05
    }
  ],
  "business_impact_score": 0.098,
  "step_count": 4,
  "active_threats": [
    "T-G0093-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0093",
  "total_reward": 0.25,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.902,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "kill_process", "hostname": "WS-036", "process_name": "mythic_agent.exe"}

[User]
{
  "done": false,
  "reward": -0.05,
  "metadata": {},
  "episode_id": "88ed2d54-b66c-4dd8-8a5a-b2e853025ff3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0093001",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "WS-024",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on WS-024. Process 'mythic_agent.exe' communicating with 192.0.2.76.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0093002",
      "timestamp": "2025-01-15T07:12:00Z",
      "source_host": "WS-036",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from WS-036. Suspicious queries to cdn-update.malware-c2.net with encoded payloads.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
      ],
      "subnet": "corporate",
      "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": "WS-024",
      "result": "Host 'WS-024' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-036",
      "result": "Host 'WS-036' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-020",
      "result": "Forensics on WS-020: compromised=True, procs=['mythic_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-024/mythic_agent.exe",
      "result": "Host 'WS-024' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-036/mythic_agent.exe",
      "result": "Host 'WS-036' not found",
      "reward": -0.05
    }
  ],
  "business_impact_score": 0.115,
  "step_count": 5,
  "active_threats": [
    "T-G0093-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0093",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.885,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "kill_process", "hostname": "WS-020", "process_name": "mythic_agent.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "88ed2d54-b66c-4dd8-8a5a-b2e853025ff3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0093001",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "WS-024",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on WS-024. Process 'mythic_agent.exe' communicating with 192.0.2.76.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "48de4e13971ce1c635a73d89960d9870"}

[User]
{
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "192.0.2.76"}

[User]
{
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      "action_type": "run_forensics",
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      "reward": 0.05
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    {
      "step": 3,
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    },
    {
      "step": 4,
      "action_type": "kill_process",
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      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
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      "result": "Host 'WS-036' not found",
      "reward": -0.05
    },
    {
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      "reward": 0.25
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      "reward": 0.1
    },
    {
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      "reward": 0.15
    }
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "cdn-update.malware-c2.net"}

[User]
{
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  "reward": 0.1,
  "metadata": {},
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        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
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      "subnet": "corporate",
      "is_acknowledged": false
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    {
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      "source_host": "WS-036",
      "severity": "high",
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      "description": "DNS tunneling activity from WS-036. Suspicious queries to cdn-update.malware-c2.net with encoded payloads.",
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        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
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      "subnet": "corporate",
      "is_acknowledged": false
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  ],
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      "dmz": 3,
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    {
      "step": 1,
      "action_type": "run_forensics",
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      "result": "Host 'WS-024' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
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      "result": "Host 'WS-036' not found",
      "reward": 0.05
    },
    {
      "step": 3,
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      "target": "WS-020",
      "result": "Forensics on WS-020: compromised=True, procs=['mythic_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-024/mythic_agent.exe",
      "result": "Host 'WS-024' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-036/mythic_agent.exe",
      "result": "Host 'WS-036' not found",
      "reward": -0.05
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "WS-020/mythic_agent.exe",
      "result": "Killed 'mythic_agent.exe' on WS-020. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:48de4e13971ce1c635a73d89960d9870",
      "result": "Blocked IOC '48de4e13971ce1c635a73d89960d9870' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:192.0.2.76",
      "result": "Blocked IOC '192.0.2.76' (type=ip). Relevant: True",
      "reward": 0.15
    },
    {
      "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": 0.115,
  "step_count": 9,
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  "task_id": "gen_0093",
  "total_reward": 0.8,
  "final_score": null,
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    "lateral_movement_lockdown",
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0093-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via c2_communication", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
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  "metadata": {},
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  "alert_queue": [
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      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "WS-024",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on WS-024. Process 'mythic_agent.exe' communicating with 192.0.2.76.",
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        "192.0.2.76",
        "cdn-update.malware-c2.net"
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      "subnet": "corporate",
      "is_acknowledged": false
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    {
      "alert_id": "ALERT-G0093002",
      "timestamp": "2025-01-15T07:12:00Z",
      "source_host": "WS-036",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from WS-036. Suspicious queries to cdn-update.malware-c2.net with encoded payloads.",
      "ioc_indicators": [
        "48de4e13971ce1c635a73d89960d9870",
        "192.0.2.76",
        "cdn-update.malware-c2.net"
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      "subnet": "corporate",
      "is_acknowledged": false
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  ],
  "network_topology": {
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      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
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    "compromised_count": 1,
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    "online_count": 74
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  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-024",
      "result": "Host 'WS-024' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-036",
      "result": "Host 'WS-036' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-020",
      "result": "Forensics on WS-020: compromised=True, procs=['mythic_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-024/mythic_agent.exe",
      "result": "Host 'WS-024' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-036/mythic_agent.exe",
      "result": "Host 'WS-036' not found",
      "reward": -0.05
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "WS-020/mythic_agent.exe",
      "result": "Killed 'mythic_agent.exe' on WS-020. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:48de4e13971ce1c635a73d89960d9870",
      "result": "Blocked IOC '48de4e13971ce1c635a73d89960d9870' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:192.0.2.76",
      "result": "Blocked IOC '192.0.2.76' (type=ip). Relevant: True",
      "reward": 0.15
    },
    {
      "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: 0.409. Threats contained: 1/1. Business impact: 0.12",
      "reward": 0.4088518518518518
    }
  ],
  "business_impact_score": 0.115,
  "step_count": 10,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0093",
  "total_reward": 1.2089,
  "final_score": 0.4089,
  "grade_breakdown": {
    "threat_containment": 0.3333333333333333,
    "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": 0.07407407407407407
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (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": 1.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.885,
    "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": "32cecdd7-f91c-447f-8777-fea0df8ad266",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0094001",
      "timestamp": "2025-01-15T06:35:00Z",
      "source_host": "DEV-035",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DEV-035. Process 'usb_copy.exe' archiving trade secrets documents.",
      "ioc_indicators": [
        "8072d3fd348a640d8284dbd704d4a9ae",
        "198.51.100.66"
      ],
      "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": 0.04,
  "step_count": 0,
  "active_threats": [
    "T-G0094-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0094",
  "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": "DEV-035"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "32cecdd7-f91c-447f-8777-fea0df8ad266",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0094001",
      "timestamp": "2025-01-15T06:35:00Z",
      "source_host": "DEV-035",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DEV-035. Process 'usb_copy.exe' archiving trade secrets documents.",
      "ioc_indicators": [
        "8072d3fd348a640d8284dbd704d4a9ae",
        "198.51.100.66"
      ],
      "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-035",
    "malicious_processes": [
      "usb_copy.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\usb_copy.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\usb_copy.exe"
    ],
    "memory_artifacts": [
      "memory_inject_8072d3fd",
      "memory_inject_c7438025"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-035",
      "result": "Forensics on DEV-035: compromised=True, procs=['usb_copy.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.053,
  "step_count": 1,
  "active_threats": [
    "T-G0094-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0094",
  "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": 0.947,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "DEV-035", "process_name": "usb_copy.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "32cecdd7-f91c-447f-8777-fea0df8ad266",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0094001",
      "timestamp": "2025-01-15T06:35:00Z",
      "source_host": "DEV-035",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DEV-035. Process 'usb_copy.exe' archiving trade secrets documents.",
      "ioc_indicators": [
        "8072d3fd348a640d8284dbd704d4a9ae",
        "198.51.100.66"
      ],
      "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-035",
      "result": "Forensics on DEV-035: compromised=True, procs=['usb_copy.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DEV-035/usb_copy.exe",
      "result": "Killed 'usb_copy.exe' on DEV-035. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.053,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0094",
  "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": 0.947,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "8072d3fd348a640d8284dbd704d4a9ae"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "32cecdd7-f91c-447f-8777-fea0df8ad266",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0094001",
      "timestamp": "2025-01-15T06:35:00Z",
      "source_host": "DEV-035",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DEV-035. Process 'usb_copy.exe' archiving trade secrets documents.",
      "ioc_indicators": [
        "8072d3fd348a640d8284dbd704d4a9ae",
        "198.51.100.66"
      ],
      "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-035",
      "result": "Forensics on DEV-035: compromised=True, procs=['usb_copy.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DEV-035/usb_copy.exe",
      "result": "Killed 'usb_copy.exe' on DEV-035. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:8072d3fd348a640d8284dbd704d4a9ae",
      "result": "Blocked IOC '8072d3fd348a640d8284dbd704d4a9ae' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.053,
  "step_count": 3,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0094",
  "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": 0.947,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "c74380250820f8811569e2afa2ef443f"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "32cecdd7-f91c-447f-8777-fea0df8ad266",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0094001",
      "timestamp": "2025-01-15T06:35:00Z",
      "source_host": "DEV-035",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DEV-035. Process 'usb_copy.exe' archiving trade secrets documents.",
      "ioc_indicators": [
        "8072d3fd348a640d8284dbd704d4a9ae",
        "198.51.100.66"
      ],
      "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-035",
      "result": "Forensics on DEV-035: compromised=True, procs=['usb_copy.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DEV-035/usb_copy.exe",
      "result": "Killed 'usb_copy.exe' on DEV-035. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:8072d3fd348a640d8284dbd704d4a9ae",
      "result": "Blocked IOC '8072d3fd348a640d8284dbd704d4a9ae' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "hash:c74380250820f8811569e2afa2ef443f",
      "result": "Blocked IOC 'c74380250820f8811569e2afa2ef443f' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.053,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0094",
  "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: 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": 0.6667,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.947,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "198.51.100.66"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "32cecdd7-f91c-447f-8777-fea0df8ad266",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0094001",
      "timestamp": "2025-01-15T06:35:00Z",
      "source_host": "DEV-035",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DEV-035. Process 'usb_copy.exe' archiving trade secrets documents.",
      "ioc_indicators": [
        "8072d3fd348a640d8284dbd704d4a9ae",
        "198.51.100.66"
      ],
      "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-035",
      "result": "Forensics on DEV-035: compromised=True, procs=['usb_copy.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DEV-035/usb_copy.exe",
      "result": "Killed 'usb_copy.exe' on DEV-035. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:8072d3fd348a640d8284dbd704d4a9ae",
      "result": "Blocked IOC '8072d3fd348a640d8284dbd704d4a9ae' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "hash:c74380250820f8811569e2afa2ef443f",
      "result": "Blocked IOC 'c74380250820f8811569e2afa2ef443f' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.66",
      "result": "Blocked IOC '198.51.100.66' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.053,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0094",
  "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: 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": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.947,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0094-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via insider_threat", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5463,
  "metadata": {},
  "episode_id": "32cecdd7-f91c-447f-8777-fea0df8ad266",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0094001",
      "timestamp": "2025-01-15T06:35:00Z",
      "source_host": "DEV-035",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on DEV-035. Process 'usb_copy.exe' archiving trade secrets documents.",
      "ioc_indicators": [
        "8072d3fd348a640d8284dbd704d4a9ae",
        "198.51.100.66"
      ],
      "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-035",
      "result": "Forensics on DEV-035: compromised=True, procs=['usb_copy.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DEV-035/usb_copy.exe",
      "result": "Killed 'usb_copy.exe' on DEV-035. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:8072d3fd348a640d8284dbd704d4a9ae",
      "result": "Blocked IOC '8072d3fd348a640d8284dbd704d4a9ae' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "hash:c74380250820f8811569e2afa2ef443f",
      "result": "Blocked IOC 'c74380250820f8811569e2afa2ef443f' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.66",
      "result": "Blocked IOC '198.51.100.66' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.546. Threats contained: 1/1. Business impact: 0.05",
      "reward": 0.5463333333333333
    }
  ],
  "business_impact_score": 0.053,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0094",
  "total_reward": 1.2963,
  "final_score": 0.5463,
  "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": 0.13333333333333333
  },
  "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": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.947,
    "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": "78e73673-9952-48cc-8f82-fc2d1f246d71",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0095001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "DMZ-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "Ransomware signature detected in process 'darkside_enc.exe' on DMZ-001. Volume shadow copies being deleted.",
      "ioc_indicators": [
        "b46786e01e6a88df7f164f1bbd24d652",
        "mqtt.iot-exploit.io"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.02,
  "step_count": 0,
  "active_threats": [
    "T-G0095-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0095",
  "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 (1 critical) IOCs: 3 (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": 0.98,
    "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": "78e73673-9952-48cc-8f82-fc2d1f246d71",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0095001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "DMZ-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "Ransomware signature detected in process 'darkside_enc.exe' on DMZ-001. Volume shadow copies being deleted.",
      "ioc_indicators": [
        "b46786e01e6a88df7f164f1bbd24d652",
        "mqtt.iot-exploit.io"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "DMZ-001",
    "malicious_processes": [
      "darkside_enc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\darkside_enc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\darkside_enc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_b46786e0",
      "memory_inject_5f954ff0"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['darkside_enc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.048,
  "step_count": 1,
  "active_threats": [
    "T-G0095-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0095",
  "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 (1 critical) IOCs: 3 (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": 0.952,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "78e73673-9952-48cc-8f82-fc2d1f246d71",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0095001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "DMZ-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "Ransomware signature detected in process 'darkside_enc.exe' on DMZ-001. Volume shadow copies being deleted.",
      "ioc_indicators": [
        "b46786e01e6a88df7f164f1bbd24d652",
        "mqtt.iot-exploit.io"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "DMZ-002",
    "malicious_processes": [
      "darkside_enc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\darkside_enc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\darkside_enc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_b46786e0",
      "memory_inject_5f954ff0"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['darkside_enc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['darkside_enc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.076,
  "step_count": 2,
  "active_threats": [
    "T-G0095-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0095",
  "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 (1 critical) IOCs: 3 (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": 0.924,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "78e73673-9952-48cc-8f82-fc2d1f246d71",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0095001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "DMZ-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "Ransomware signature detected in process 'darkside_enc.exe' on DMZ-001. Volume shadow copies being deleted.",
      "ioc_indicators": [
        "b46786e01e6a88df7f164f1bbd24d652",
        "mqtt.iot-exploit.io"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['darkside_enc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['darkside_enc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/darkside_enc.exe",
      "result": "Killed 'darkside_enc.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.104,
  "step_count": 3,
  "active_threats": [
    "T-G0095-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0095",
  "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 (1 critical) IOCs: 3 (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": 0.896,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "78e73673-9952-48cc-8f82-fc2d1f246d71",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0095001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "DMZ-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "Ransomware signature detected in process 'darkside_enc.exe' on DMZ-001. Volume shadow copies being deleted.",
      "ioc_indicators": [
        "b46786e01e6a88df7f164f1bbd24d652",
        "mqtt.iot-exploit.io"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['darkside_enc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['darkside_enc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/darkside_enc.exe",
      "result": "Killed 'darkside_enc.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-002/darkside_enc.exe",
      "result": "Killed 'darkside_enc.exe' on DMZ-002. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.104,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0095",
  "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 (1 critical) IOCs: 3 (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": 0.896,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "b46786e01e6a88df7f164f1bbd24d652"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "78e73673-9952-48cc-8f82-fc2d1f246d71",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0095001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "DMZ-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "Ransomware signature detected in process 'darkside_enc.exe' on DMZ-001. Volume shadow copies being deleted.",
      "ioc_indicators": [
        "b46786e01e6a88df7f164f1bbd24d652",
        "mqtt.iot-exploit.io"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['darkside_enc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['darkside_enc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/darkside_enc.exe",
      "result": "Killed 'darkside_enc.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-002/darkside_enc.exe",
      "result": "Killed 'darkside_enc.exe' on DMZ-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:b46786e01e6a88df7f164f1bbd24d652",
      "result": "Blocked IOC 'b46786e01e6a88df7f164f1bbd24d652' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.104,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0095",
  "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 (1 critical) IOCs: 3 (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": 0.3333,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.896,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "5f954ff0997366cbd993bb8a84991786"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "78e73673-9952-48cc-8f82-fc2d1f246d71",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0095001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "DMZ-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "Ransomware signature detected in process 'darkside_enc.exe' on DMZ-001. Volume shadow copies being deleted.",
      "ioc_indicators": [
        "b46786e01e6a88df7f164f1bbd24d652",
        "mqtt.iot-exploit.io"
      ],
      "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": 2,
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "mqtt.iot-exploit.io"}

[User]
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0095-001", "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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