[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": "7be8a445-6d93-409d-b324-64daedc8191a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0070001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on SRV-007. Process 'dll_hijack.exe' obtained domain admin token.",
      "ioc_indicators": [
        "2d8bddb41061b79afab9e1e2afccd77b"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0070002",
      "timestamp": "2025-01-15T06:41:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on SRV-007. Process 'dll_hijack.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "a205ce33add1f1020191c223e64ffe20"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.07,
  "step_count": 0,
  "active_threats": [
    "T-G0070-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0070",
  "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: 2 (2 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": 0.93,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "SRV-007"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "7be8a445-6d93-409d-b324-64daedc8191a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0070001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on SRV-007. Process 'dll_hijack.exe' obtained domain admin token.",
      "ioc_indicators": [
        "2d8bddb41061b79afab9e1e2afccd77b"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0070002",
      "timestamp": "2025-01-15T06:41:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on SRV-007. Process 'dll_hijack.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "a205ce33add1f1020191c223e64ffe20"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "SRV-007",
    "malicious_processes": [
      "dll_hijack.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\dll_hijack.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\dll_hijack.exe"
    ],
    "memory_artifacts": [
      "memory_inject_2d8bddb4",
      "memory_inject_a205ce33"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.09,
  "step_count": 1,
  "active_threats": [
    "T-G0070-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0070",
  "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: 2 (2 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": 0.91,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "run_forensics", "hostname": "SRV-006"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "7be8a445-6d93-409d-b324-64daedc8191a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0070001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on SRV-007. Process 'dll_hijack.exe' obtained domain admin token.",
      "ioc_indicators": [
        "2d8bddb41061b79afab9e1e2afccd77b"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0070002",
      "timestamp": "2025-01-15T06:41:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on SRV-007. Process 'dll_hijack.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "a205ce33add1f1020191c223e64ffe20"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "SRV-006",
    "malicious_processes": [
      "dll_hijack.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\dll_hijack.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\dll_hijack.exe"
    ],
    "memory_artifacts": [
      "memory_inject_2d8bddb4",
      "memory_inject_a205ce33"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.11,
  "step_count": 2,
  "active_threats": [
    "T-G0070-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0070",
  "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: 2 (2 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": 0.89,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "SRV-007", "process_name": "dll_hijack.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "7be8a445-6d93-409d-b324-64daedc8191a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0070001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on SRV-007. Process 'dll_hijack.exe' obtained domain admin token.",
      "ioc_indicators": [
        "2d8bddb41061b79afab9e1e2afccd77b"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0070002",
      "timestamp": "2025-01-15T06:41:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on SRV-007. Process 'dll_hijack.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "a205ce33add1f1020191c223e64ffe20"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-007/dll_hijack.exe",
      "result": "Killed 'dll_hijack.exe' on SRV-007. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 3,
  "active_threats": [
    "T-G0070-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0070",
  "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: 2 (2 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": 0.87,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "SRV-006", "process_name": "dll_hijack.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "7be8a445-6d93-409d-b324-64daedc8191a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0070001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on SRV-007. Process 'dll_hijack.exe' obtained domain admin token.",
      "ioc_indicators": [
        "2d8bddb41061b79afab9e1e2afccd77b"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0070002",
      "timestamp": "2025-01-15T06:41:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on SRV-007. Process 'dll_hijack.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "a205ce33add1f1020191c223e64ffe20"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-007/dll_hijack.exe",
      "result": "Killed 'dll_hijack.exe' on SRV-007. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-006/dll_hijack.exe",
      "result": "Killed 'dll_hijack.exe' on SRV-006. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0070",
  "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: 2 (2 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": 0.87,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "2d8bddb41061b79afab9e1e2afccd77b"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "7be8a445-6d93-409d-b324-64daedc8191a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0070001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on SRV-007. Process 'dll_hijack.exe' obtained domain admin token.",
      "ioc_indicators": [
        "2d8bddb41061b79afab9e1e2afccd77b"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0070002",
      "timestamp": "2025-01-15T06:41:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on SRV-007. Process 'dll_hijack.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "a205ce33add1f1020191c223e64ffe20"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-007/dll_hijack.exe",
      "result": "Killed 'dll_hijack.exe' on SRV-007. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-006/dll_hijack.exe",
      "result": "Killed 'dll_hijack.exe' on SRV-006. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:2d8bddb41061b79afab9e1e2afccd77b",
      "result": "Blocked IOC '2d8bddb41061b79afab9e1e2afccd77b' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0070",
  "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: 2 (2 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": 0.87,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "a205ce33add1f1020191c223e64ffe20"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "7be8a445-6d93-409d-b324-64daedc8191a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0070001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on SRV-007. Process 'dll_hijack.exe' obtained domain admin token.",
      "ioc_indicators": [
        "2d8bddb41061b79afab9e1e2afccd77b"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0070002",
      "timestamp": "2025-01-15T06:41:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on SRV-007. Process 'dll_hijack.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "a205ce33add1f1020191c223e64ffe20"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-007/dll_hijack.exe",
      "result": "Killed 'dll_hijack.exe' on SRV-007. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-006/dll_hijack.exe",
      "result": "Killed 'dll_hijack.exe' on SRV-006. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:2d8bddb41061b79afab9e1e2afccd77b",
      "result": "Blocked IOC '2d8bddb41061b79afab9e1e2afccd77b' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:a205ce33add1f1020191c223e64ffe20",
      "result": "Blocked IOC 'a205ce33add1f1020191c223e64ffe20' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0070",
  "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: 2 (2 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": 0.87,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0070-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via privilege_escalation", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5586,
  "metadata": {},
  "episode_id": "7be8a445-6d93-409d-b324-64daedc8191a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0070001",
      "timestamp": "2025-01-15T06:25:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on SRV-007. Process 'dll_hijack.exe' obtained domain admin token.",
      "ioc_indicators": [
        "2d8bddb41061b79afab9e1e2afccd77b"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0070002",
      "timestamp": "2025-01-15T06:41:00Z",
      "source_host": "SRV-007",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on SRV-007. Process 'dll_hijack.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "a205ce33add1f1020191c223e64ffe20"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['dll_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-007/dll_hijack.exe",
      "result": "Killed 'dll_hijack.exe' on SRV-007. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-006/dll_hijack.exe",
      "result": "Killed 'dll_hijack.exe' on SRV-006. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:2d8bddb41061b79afab9e1e2afccd77b",
      "result": "Blocked IOC '2d8bddb41061b79afab9e1e2afccd77b' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:a205ce33add1f1020191c223e64ffe20",
      "result": "Blocked IOC 'a205ce33add1f1020191c223e64ffe20' (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: 0.13",
      "reward": 0.5585555555555556
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0070",
  "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: 2 (2 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": 0.87,
    "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": "7acd247d-1e06-4486-abeb-45f717283b9f",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0071001",
      "timestamp": "2025-01-15T06:53:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on FIN-009. Process 'procdump_lsass.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0071002",
      "timestamp": "2025-01-15T07:21:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on FIN-009. Credential harvesting tool 'procdump_lsass.exe' identified.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "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": 0.03,
  "step_count": 0,
  "active_threats": [
    "T-G0071-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0071",
  "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: 2 (2 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": 0.97,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "FIN-009"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "7acd247d-1e06-4486-abeb-45f717283b9f",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0071001",
      "timestamp": "2025-01-15T06:53:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on FIN-009. Process 'procdump_lsass.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0071002",
      "timestamp": "2025-01-15T07:21:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on FIN-009. Credential harvesting tool 'procdump_lsass.exe' identified.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "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": "FIN-009",
    "malicious_processes": [
      "procdump_lsass.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\procdump_lsass.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\procdump_lsass.exe"
    ],
    "memory_artifacts": [
      "memory_inject_3bf70554",
      "memory_inject_4011a5e1"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.048,
  "step_count": 1,
  "active_threats": [
    "T-G0071-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0071",
  "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: 2 (2 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": 0.952,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "run_forensics", "hostname": "FIN-012"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "7acd247d-1e06-4486-abeb-45f717283b9f",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0071001",
      "timestamp": "2025-01-15T06:53:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on FIN-009. Process 'procdump_lsass.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0071002",
      "timestamp": "2025-01-15T07:21:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on FIN-009. Credential harvesting tool 'procdump_lsass.exe' identified.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "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": "FIN-012",
    "malicious_processes": [
      "procdump_lsass.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\procdump_lsass.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\procdump_lsass.exe"
    ],
    "memory_artifacts": [
      "memory_inject_3bf70554",
      "memory_inject_4011a5e1"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-012",
      "result": "Forensics on FIN-012: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.066,
  "step_count": 2,
  "active_threats": [
    "T-G0071-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0071",
  "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: 2 (2 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": 0.934,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "FIN-009", "process_name": "procdump_lsass.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "7acd247d-1e06-4486-abeb-45f717283b9f",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0071001",
      "timestamp": "2025-01-15T06:53:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on FIN-009. Process 'procdump_lsass.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0071002",
      "timestamp": "2025-01-15T07:21:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on FIN-009. Credential harvesting tool 'procdump_lsass.exe' identified.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "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": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-012",
      "result": "Forensics on FIN-012: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-009/procdump_lsass.exe",
      "result": "Killed 'procdump_lsass.exe' on FIN-009. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 3,
  "active_threats": [
    "T-G0071-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0071",
  "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: 2 (2 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": 0.916,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "FIN-012", "process_name": "procdump_lsass.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "7acd247d-1e06-4486-abeb-45f717283b9f",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0071001",
      "timestamp": "2025-01-15T06:53:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on FIN-009. Process 'procdump_lsass.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0071002",
      "timestamp": "2025-01-15T07:21:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on FIN-009. Credential harvesting tool 'procdump_lsass.exe' identified.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "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": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-012",
      "result": "Forensics on FIN-012: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-009/procdump_lsass.exe",
      "result": "Killed 'procdump_lsass.exe' on FIN-009. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-012/procdump_lsass.exe",
      "result": "Killed 'procdump_lsass.exe' on FIN-012. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0071",
  "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: 2 (2 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": 0.916,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "3bf7055401e4d2604ad180d9db1f3555"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "7acd247d-1e06-4486-abeb-45f717283b9f",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0071001",
      "timestamp": "2025-01-15T06:53:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on FIN-009. Process 'procdump_lsass.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0071002",
      "timestamp": "2025-01-15T07:21:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on FIN-009. Credential harvesting tool 'procdump_lsass.exe' identified.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "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": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-012",
      "result": "Forensics on FIN-012: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-009/procdump_lsass.exe",
      "result": "Killed 'procdump_lsass.exe' on FIN-009. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-012/procdump_lsass.exe",
      "result": "Killed 'procdump_lsass.exe' on FIN-012. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:3bf7055401e4d2604ad180d9db1f3555",
      "result": "Blocked IOC '3bf7055401e4d2604ad180d9db1f3555' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0071",
  "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: 2 (2 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": 0.916,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "4011a5e1d7ac2d487cfac0c06e1efbf5"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "7acd247d-1e06-4486-abeb-45f717283b9f",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0071001",
      "timestamp": "2025-01-15T06:53:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on FIN-009. Process 'procdump_lsass.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0071002",
      "timestamp": "2025-01-15T07:21:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on FIN-009. Credential harvesting tool 'procdump_lsass.exe' identified.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "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": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-012",
      "result": "Forensics on FIN-012: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-009/procdump_lsass.exe",
      "result": "Killed 'procdump_lsass.exe' on FIN-009. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-012/procdump_lsass.exe",
      "result": "Killed 'procdump_lsass.exe' on FIN-012. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:3bf7055401e4d2604ad180d9db1f3555",
      "result": "Blocked IOC '3bf7055401e4d2604ad180d9db1f3555' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:4011a5e1d7ac2d487cfac0c06e1efbf5",
      "result": "Blocked IOC '4011a5e1d7ac2d487cfac0c06e1efbf5' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0071",
  "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: 2 (2 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": 0.916,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0071-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via credential_theft", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5586,
  "metadata": {},
  "episode_id": "7acd247d-1e06-4486-abeb-45f717283b9f",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0071001",
      "timestamp": "2025-01-15T06:53:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on FIN-009. Process 'procdump_lsass.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0071002",
      "timestamp": "2025-01-15T07:21:00Z",
      "source_host": "FIN-009",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on FIN-009. Credential harvesting tool 'procdump_lsass.exe' identified.",
      "ioc_indicators": [
        "4011a5e1d7ac2d487cfac0c06e1efbf5"
      ],
      "subnet": "finance",
      "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": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-012",
      "result": "Forensics on FIN-012: compromised=True, procs=['procdump_lsass.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-009/procdump_lsass.exe",
      "result": "Killed 'procdump_lsass.exe' on FIN-009. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-012/procdump_lsass.exe",
      "result": "Killed 'procdump_lsass.exe' on FIN-012. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:3bf7055401e4d2604ad180d9db1f3555",
      "result": "Blocked IOC '3bf7055401e4d2604ad180d9db1f3555' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:4011a5e1d7ac2d487cfac0c06e1efbf5",
      "result": "Blocked IOC '4011a5e1d7ac2d487cfac0c06e1efbf5' (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: 0.08",
      "reward": 0.5585555555555556
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0071",
  "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: 2 (2 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": 0.916,
    "step_efficiency": 0.9423,
    "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": "f13c3d7e-4fed-4ff0-ba42-f06f3b037744",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0072001",
      "timestamp": "2025-01-15T06:16:00Z",
      "source_host": "DMZ-002",
      "severity": "medium",
      "threat_type": "cryptomining",
      "description": "Mining pool connection from DMZ-002 to 0.0.0.0:3333. Process 'ethminer.exe' consuming all available cores.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0072002",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-002. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "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-G0072-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0072",
  "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: 2 (0 critical) IOCs: 1 (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-002"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "f13c3d7e-4fed-4ff0-ba42-f06f3b037744",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0072001",
      "timestamp": "2025-01-15T06:16:00Z",
      "source_host": "DMZ-002",
      "severity": "medium",
      "threat_type": "cryptomining",
      "description": "Mining pool connection from DMZ-002 to 0.0.0.0:3333. Process 'ethminer.exe' consuming all available cores.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0072002",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-002. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "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": [
      "ethminer.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\ethminer.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\ethminer.exe"
    ],
    "memory_artifacts": [
      "memory_inject_75055bcc"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.035,
  "step_count": 1,
  "active_threats": [
    "T-G0072-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0072",
  "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: 2 (0 critical) IOCs: 1 (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": 0.965,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "f13c3d7e-4fed-4ff0-ba42-f06f3b037744",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0072001",
      "timestamp": "2025-01-15T06:16:00Z",
      "source_host": "DMZ-002",
      "severity": "medium",
      "threat_type": "cryptomining",
      "description": "Mining pool connection from DMZ-002 to 0.0.0.0:3333. Process 'ethminer.exe' consuming all available cores.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0072002",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-002. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "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-003",
    "malicious_processes": [
      "ethminer.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\ethminer.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\ethminer.exe"
    ],
    "memory_artifacts": [
      "memory_inject_75055bcc"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.05,
  "step_count": 2,
  "active_threats": [
    "T-G0072-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0072",
  "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: 2 (0 critical) IOCs: 1 (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": 0.95,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "f13c3d7e-4fed-4ff0-ba42-f06f3b037744",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0072001",
      "timestamp": "2025-01-15T06:16:00Z",
      "source_host": "DMZ-002",
      "severity": "medium",
      "threat_type": "cryptomining",
      "description": "Mining pool connection from DMZ-002 to 0.0.0.0:3333. Process 'ethminer.exe' consuming all available cores.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0072002",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-002. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "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-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-002/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-002. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.065,
  "step_count": 3,
  "active_threats": [
    "T-G0072-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0072",
  "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: 2 (0 critical) IOCs: 1 (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": 0.935,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "f13c3d7e-4fed-4ff0-ba42-f06f3b037744",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0072001",
      "timestamp": "2025-01-15T06:16:00Z",
      "source_host": "DMZ-002",
      "severity": "medium",
      "threat_type": "cryptomining",
      "description": "Mining pool connection from DMZ-002 to 0.0.0.0:3333. Process 'ethminer.exe' consuming all available cores.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0072002",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-002. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "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-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-002/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-003/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.065,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 15,
  "task_id": "gen_0072",
  "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: 2 (0 critical) IOCs: 1 (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": 0.935,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "75055bcc16611456301f58df5ae8e7b0"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "f13c3d7e-4fed-4ff0-ba42-f06f3b037744",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0072001",
      "timestamp": "2025-01-15T06:16:00Z",
      "source_host": "DMZ-002",
      "severity": "medium",
      "threat_type": "cryptomining",
      "description": "Mining pool connection from DMZ-002 to 0.0.0.0:3333. Process 'ethminer.exe' consuming all available cores.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0072002",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-002. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "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-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-002/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-003/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:75055bcc16611456301f58df5ae8e7b0",
      "result": "Blocked IOC '75055bcc16611456301f58df5ae8e7b0' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.065,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 15,
  "task_id": "gen_0072",
  "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: 2 (0 critical) IOCs: 1 (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": 0.935,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0072-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via cryptomining", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5677,
  "metadata": {},
  "episode_id": "f13c3d7e-4fed-4ff0-ba42-f06f3b037744",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0072001",
      "timestamp": "2025-01-15T06:16:00Z",
      "source_host": "DMZ-002",
      "severity": "medium",
      "threat_type": "cryptomining",
      "description": "Mining pool connection from DMZ-002 to 0.0.0.0:3333. Process 'ethminer.exe' consuming all available cores.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0072002",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-002. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "75055bcc16611456301f58df5ae8e7b0"
      ],
      "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-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-002/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-003/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:75055bcc16611456301f58df5ae8e7b0",
      "result": "Blocked IOC '75055bcc16611456301f58df5ae8e7b0' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.568. Threats contained: 1/1. Business impact: 0.07",
      "reward": 0.5676666666666668
    }
  ],
  "business_impact_score": 0.065,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 15,
  "task_id": "gen_0072",
  "total_reward": 1.4677,
  "final_score": 0.5677,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.95,
    "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": 0.26666666666666666
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (0 critical) IOCs: 1 (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": 0.935,
    "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": "597ddc2b-26cd-414f-a700-6a71166e5f78",
  "alert_queue": [
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[Assistant] {"type": "run_forensics", "hostname": "EXEC-004"}

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

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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "a04a667626b17d489d42a9c09859b8b0"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "100.64.0.10"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "img.cdn-malware.com"}

[User]
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0073-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via data_exfiltration", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
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  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (1 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": 0.943,
    "step_efficiency": 1.0,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}