[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": "c05b4af6-8180-4a9d-a237-ee419039ff9a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0030001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "SRV-001",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'rdp_hijack.exe' deployed on SRV-001 via remote service creation.",
      "ioc_indicators": [
        "7c763e037931c585c87aa33c3622eb9d",
        "198.51.100.33",
        "api.shadownet.io"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.04,
  "step_count": 0,
  "active_threats": [
    "T-G0030-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0030",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.96,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "SRV-016"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "c05b4af6-8180-4a9d-a237-ee419039ff9a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0030001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "SRV-001",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'rdp_hijack.exe' deployed on SRV-001 via remote service creation.",
      "ioc_indicators": [
        "7c763e037931c585c87aa33c3622eb9d",
        "198.51.100.33",
        "api.shadownet.io"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "SRV-016",
    "malicious_processes": [
      "rdp_hijack.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\rdp_hijack.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\rdp_hijack.exe"
    ],
    "memory_artifacts": [
      "memory_inject_1e3e825f",
      "memory_inject_7c763e03"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-016",
      "result": "Forensics on SRV-016: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.07,
  "step_count": 1,
  "active_threats": [
    "T-G0030-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0030",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.93,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "c05b4af6-8180-4a9d-a237-ee419039ff9a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0030001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "SRV-001",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'rdp_hijack.exe' deployed on SRV-001 via remote service creation.",
      "ioc_indicators": [
        "7c763e037931c585c87aa33c3622eb9d",
        "198.51.100.33",
        "api.shadownet.io"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "SRV-001",
    "malicious_processes": [
      "rdp_hijack.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\rdp_hijack.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\rdp_hijack.exe"
    ],
    "memory_artifacts": [
      "memory_inject_1e3e825f",
      "memory_inject_7c763e03"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-016",
      "result": "Forensics on SRV-016: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-001",
      "result": "Forensics on SRV-001: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.1,
  "step_count": 2,
  "active_threats": [
    "T-G0030-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0030",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.9,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "c05b4af6-8180-4a9d-a237-ee419039ff9a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0030001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "SRV-001",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'rdp_hijack.exe' deployed on SRV-001 via remote service creation.",
      "ioc_indicators": [
        "7c763e037931c585c87aa33c3622eb9d",
        "198.51.100.33",
        "api.shadownet.io"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "SRV-006",
    "malicious_processes": [
      "rdp_hijack.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\rdp_hijack.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\rdp_hijack.exe"
    ],
    "memory_artifacts": [
      "memory_inject_1e3e825f",
      "memory_inject_7c763e03"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-016",
      "result": "Forensics on SRV-016: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-001",
      "result": "Forensics on SRV-001: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 3,
  "active_threats": [
    "T-G0030-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0030",
  "total_reward": 0.6,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.87,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "SRV-016", "process_name": "rdp_hijack.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "c05b4af6-8180-4a9d-a237-ee419039ff9a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0030001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "SRV-001",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'rdp_hijack.exe' deployed on SRV-001 via remote service creation.",
      "ioc_indicators": [
        "7c763e037931c585c87aa33c3622eb9d",
        "198.51.100.33",
        "api.shadownet.io"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-016",
      "result": "Forensics on SRV-016: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-001",
      "result": "Forensics on SRV-001: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-016/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-016. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.16,
  "step_count": 4,
  "active_threats": [
    "T-G0030-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0030",
  "total_reward": 0.75,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.84,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "c05b4af6-8180-4a9d-a237-ee419039ff9a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0030001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "SRV-001",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'rdp_hijack.exe' deployed on SRV-001 via remote service creation.",
      "ioc_indicators": [
        "7c763e037931c585c87aa33c3622eb9d",
        "198.51.100.33",
        "api.shadownet.io"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-016",
      "result": "Forensics on SRV-016: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-001",
      "result": "Forensics on SRV-001: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-016/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-016. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "SRV-001/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-001. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.19,
  "step_count": 5,
  "active_threats": [
    "T-G0030-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0030",
  "total_reward": 0.9,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.81,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "c05b4af6-8180-4a9d-a237-ee419039ff9a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0030001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "SRV-001",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "SMB lateral movement detected: 'rdp_hijack.exe' deployed on SRV-001 via remote service creation.",
      "ioc_indicators": [
        "7c763e037931c585c87aa33c3622eb9d",
        "198.51.100.33",
        "api.shadownet.io"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-016",
      "result": "Forensics on SRV-016: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-001",
      "result": "Forensics on SRV-001: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "SRV-006",
      "result": "Forensics on SRV-006: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-016/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-016. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "SRV-001/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "SRV-006/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-006. Malicious: True",
      "reward": 0.25
    }
  ],
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "1e3e825fa9c1311500109769a06e6c4a"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "7c763e037931c585c87aa33c3622eb9d"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "198.51.100.33"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "api.shadownet.io"}

[User]
{
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    }
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0030-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via lateral_movement", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
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    {
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      "action_type": "kill_process",
      "target": "SRV-006/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-006. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:1e3e825fa9c1311500109769a06e6c4a",
      "result": "Blocked IOC '1e3e825fa9c1311500109769a06e6c4a' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:7c763e037931c585c87aa33c3622eb9d",
      "result": "Blocked IOC '7c763e037931c585c87aa33c3622eb9d' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.33",
      "result": "Blocked IOC '198.51.100.33' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 10,
      "action_type": "block_ioc",
      "target": "ip:api.shadownet.io",
      "result": "Blocked IOC 'api.shadownet.io' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 11,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.551. Threats contained: 1/1. Business impact: 0.19",
      "reward": 0.551
    }
  ],
  "business_impact_score": 0.19,
  "step_count": 11,
  "active_threats": [],
  "max_steps": 15,
  "task_id": "gen_0030",
  "total_reward": 2.101,
  "final_score": 0.551,
  "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": 0.2
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.81,
    "step_efficiency": 0.65,
    "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": "2f3a7c65-38bc-4e86-9914-74ce157b0add",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0031001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "DEV-005",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DEV-005. Process 'coinhive_svc.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0031002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "DEV-033",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "Stratum protocol detected on DEV-033. Unauthorized mining process 'coinhive_svc.exe' active.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.02,
  "step_count": 0,
  "active_threats": [
    "T-G0031-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0031",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (1 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.98,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "DEV-030"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "2f3a7c65-38bc-4e86-9914-74ce157b0add",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0031001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "DEV-005",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DEV-005. Process 'coinhive_svc.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0031002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "DEV-033",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "Stratum protocol detected on DEV-033. Unauthorized mining process 'coinhive_svc.exe' active.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "DEV-030",
    "malicious_processes": [
      "coinhive_svc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\coinhive_svc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\coinhive_svc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_05ebb90f"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-030",
      "result": "Forensics on DEV-030: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.037,
  "step_count": 1,
  "active_threats": [
    "T-G0031-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0031",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (1 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.963,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "2f3a7c65-38bc-4e86-9914-74ce157b0add",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0031001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "DEV-005",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DEV-005. Process 'coinhive_svc.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0031002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "DEV-033",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "Stratum protocol detected on DEV-033. Unauthorized mining process 'coinhive_svc.exe' active.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "DEV-005",
    "malicious_processes": [
      "coinhive_svc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\coinhive_svc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\coinhive_svc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_05ebb90f"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-030",
      "result": "Forensics on DEV-030: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-005",
      "result": "Forensics on DEV-005: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.054,
  "step_count": 2,
  "active_threats": [
    "T-G0031-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0031",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (1 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.946,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "run_forensics", "hostname": "DEV-033"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "2f3a7c65-38bc-4e86-9914-74ce157b0add",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0031001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "DEV-005",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DEV-005. Process 'coinhive_svc.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0031002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "DEV-033",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "Stratum protocol detected on DEV-033. Unauthorized mining process 'coinhive_svc.exe' active.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "DEV-033",
    "malicious_processes": [
      "coinhive_svc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\coinhive_svc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\coinhive_svc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_05ebb90f"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-030",
      "result": "Forensics on DEV-030: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-005",
      "result": "Forensics on DEV-005: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.071,
  "step_count": 3,
  "active_threats": [
    "T-G0031-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0031",
  "total_reward": 0.6,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (1 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.929,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "DEV-030", "process_name": "coinhive_svc.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "2f3a7c65-38bc-4e86-9914-74ce157b0add",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0031001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "DEV-005",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DEV-005. Process 'coinhive_svc.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0031002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "DEV-033",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "Stratum protocol detected on DEV-033. Unauthorized mining process 'coinhive_svc.exe' active.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-030",
      "result": "Forensics on DEV-030: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-005",
      "result": "Forensics on DEV-005: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-030/coinhive_svc.exe",
      "result": "Killed 'coinhive_svc.exe' on DEV-030. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.088,
  "step_count": 4,
  "active_threats": [
    "T-G0031-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0031",
  "total_reward": 0.75,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (1 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.912,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "2f3a7c65-38bc-4e86-9914-74ce157b0add",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0031001",
      "timestamp": "2025-01-15T06:09:00Z",
      "source_host": "DEV-005",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DEV-005. Process 'coinhive_svc.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0031002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "DEV-033",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "Stratum protocol detected on DEV-033. Unauthorized mining process 'coinhive_svc.exe' active.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
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[Assistant] {"type": "kill_process", "hostname": "DEV-033", "process_name": "coinhive_svc.exe"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "05ebb90fa00ecafa066973499743c1ef"}

[User]
{
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "192.0.2.65"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "203.0.113.21"}

[User]
{
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    },
    {
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    {
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    }
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0031-001", "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]
{
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        "203.0.113.21"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0031002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "DEV-033",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "Stratum protocol detected on DEV-033. Unauthorized mining process 'coinhive_svc.exe' active.",
      "ioc_indicators": [
        "05ebb90fa00ecafa066973499743c1ef",
        "203.0.113.21"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-030",
      "result": "Forensics on DEV-030: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-005",
      "result": "Forensics on DEV-005: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['coinhive_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-030/coinhive_svc.exe",
      "result": "Killed 'coinhive_svc.exe' on DEV-030. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-005/coinhive_svc.exe",
      "result": "Killed 'coinhive_svc.exe' on DEV-005. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DEV-033/coinhive_svc.exe",
      "result": "Killed 'coinhive_svc.exe' on DEV-033. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:05ebb90fa00ecafa066973499743c1ef",
      "result": "Blocked IOC '05ebb90fa00ecafa066973499743c1ef' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:192.0.2.65",
      "result": "Blocked IOC '192.0.2.65' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "block_ioc",
      "target": "ip:203.0.113.21",
      "result": "Blocked IOC '203.0.113.21' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 10,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.553. Threats contained: 1/1. Business impact: 0.11",
      "reward": 0.5525555555555556
    }
  ],
  "business_impact_score": 0.105,
  "step_count": 10,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0031",
  "total_reward": 2.0026,
  "final_score": 0.5526,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.85,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.2222222222222222
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (1 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.895,
    "step_efficiency": 0.5962,
    "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": "81bf1328-e74b-4537-9b9d-fbbc93c572fc",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0032001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "SRV-007",
      "severity": "medium",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to SRV-007 from compromised source using admin credentials. Process 'rdp_hijack.exe' spawned.",
      "ioc_indicators": [
        "a5d1d62c612ab48d9f1195ab6ee315e5",
        "198.51.100.77"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.06,
  "step_count": 0,
  "active_threats": [
    "T-G0032-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0032",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.94,
    "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": "81bf1328-e74b-4537-9b9d-fbbc93c572fc",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0032001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "SRV-007",
      "severity": "medium",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to SRV-007 from compromised source using admin credentials. Process 'rdp_hijack.exe' spawned.",
      "ioc_indicators": [
        "a5d1d62c612ab48d9f1195ab6ee315e5",
        "198.51.100.77"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "SRV-007",
    "malicious_processes": [
      "rdp_hijack.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\rdp_hijack.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\rdp_hijack.exe"
    ],
    "memory_artifacts": [
      "memory_inject_a5d1d62c"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.072,
  "step_count": 1,
  "active_threats": [
    "T-G0032-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0032",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.928,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "81bf1328-e74b-4537-9b9d-fbbc93c572fc",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0032001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "SRV-007",
      "severity": "medium",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to SRV-007 from compromised source using admin credentials. Process 'rdp_hijack.exe' spawned.",
      "ioc_indicators": [
        "a5d1d62c612ab48d9f1195ab6ee315e5",
        "198.51.100.77"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-007/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-007. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.072,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0032",
  "total_reward": 0.45,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.928,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "a5d1d62c612ab48d9f1195ab6ee315e5"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "81bf1328-e74b-4537-9b9d-fbbc93c572fc",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0032001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "SRV-007",
      "severity": "medium",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to SRV-007 from compromised source using admin credentials. Process 'rdp_hijack.exe' spawned.",
      "ioc_indicators": [
        "a5d1d62c612ab48d9f1195ab6ee315e5",
        "198.51.100.77"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-007/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-007. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:a5d1d62c612ab48d9f1195ab6ee315e5",
      "result": "Blocked IOC 'a5d1d62c612ab48d9f1195ab6ee315e5' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.072,
  "step_count": 3,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0032",
  "total_reward": 0.55,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.5,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.928,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "198.51.100.77"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "81bf1328-e74b-4537-9b9d-fbbc93c572fc",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0032001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "SRV-007",
      "severity": "medium",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to SRV-007 from compromised source using admin credentials. Process 'rdp_hijack.exe' spawned.",
      "ioc_indicators": [
        "a5d1d62c612ab48d9f1195ab6ee315e5",
        "198.51.100.77"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-007/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-007. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:a5d1d62c612ab48d9f1195ab6ee315e5",
      "result": "Blocked IOC 'a5d1d62c612ab48d9f1195ab6ee315e5' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.77",
      "result": "Blocked IOC '198.51.100.77' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.072,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0032",
  "total_reward": 0.65,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.928,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0032-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via lateral_movement", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5547,
  "metadata": {},
  "episode_id": "81bf1328-e74b-4537-9b9d-fbbc93c572fc",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0032001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "SRV-007",
      "severity": "medium",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to SRV-007 from compromised source using admin credentials. Process 'rdp_hijack.exe' spawned.",
      "ioc_indicators": [
        "a5d1d62c612ab48d9f1195ab6ee315e5",
        "198.51.100.77"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-007",
      "result": "Forensics on SRV-007: compromised=True, procs=['rdp_hijack.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "SRV-007/rdp_hijack.exe",
      "result": "Killed 'rdp_hijack.exe' on SRV-007. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:a5d1d62c612ab48d9f1195ab6ee315e5",
      "result": "Blocked IOC 'a5d1d62c612ab48d9f1195ab6ee315e5' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.77",
      "result": "Blocked IOC '198.51.100.77' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 5,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.555. Threats contained: 1/1. Business impact: 0.07",
      "reward": 0.5546666666666668
    }
  ],
  "business_impact_score": 0.072,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0032",
  "total_reward": 1.2047,
  "final_score": 0.5547,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.9,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.16666666666666666
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.928,
    "step_efficiency": 1.0,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}