[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": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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": 0.04,
  "step_count": 0,
  "active_threats": [
    "T-G0085-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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": 0.96,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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-001",
    "malicious_processes": [
      "avaddon_crypt.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\avaddon_crypt.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\avaddon_crypt.exe"
    ],
    "memory_artifacts": [
      "memory_inject_8b0957e6",
      "memory_inject_58d06f26"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-001",
      "result": "Forensics on FIN-001: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.062,
  "step_count": 1,
  "active_threats": [
    "T-G0085-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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": 0.938,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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-005",
    "malicious_processes": [
      "avaddon_crypt.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\avaddon_crypt.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\avaddon_crypt.exe"
    ],
    "memory_artifacts": [
      "memory_inject_8b0957e6",
      "memory_inject_58d06f26"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-001",
      "result": "Forensics on FIN-001: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-005",
      "result": "Forensics on FIN-005: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 2,
  "active_threats": [
    "T-G0085-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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-001", "process_name": "avaddon_crypt.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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-001",
      "result": "Forensics on FIN-001: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-005",
      "result": "Forensics on FIN-005: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-001/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-001. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.106,
  "step_count": 3,
  "active_threats": [
    "T-G0085-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 0.55,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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": 0.894,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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-001",
      "result": "Forensics on FIN-001: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-005",
      "result": "Forensics on FIN-005: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-001/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-005/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-005. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.106,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 0.8,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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": 0.894,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "8b0957e6ccae0b1f1c35a11af9041475"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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-001",
      "result": "Forensics on FIN-001: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-005",
      "result": "Forensics on FIN-005: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-001/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-005/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:8b0957e6ccae0b1f1c35a11af9041475",
      "result": "Blocked IOC '8b0957e6ccae0b1f1c35a11af9041475' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.106,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 0.9,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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": 0.25,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.894,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "58d06f2633f3ef690561aae1144d9c19"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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-001",
      "result": "Forensics on FIN-001: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-005",
      "result": "Forensics on FIN-005: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-001/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-005/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:8b0957e6ccae0b1f1c35a11af9041475",
      "result": "Blocked IOC '8b0957e6ccae0b1f1c35a11af9041475' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:58d06f2633f3ef690561aae1144d9c19",
      "result": "Blocked IOC '58d06f2633f3ef690561aae1144d9c19' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.106,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 1.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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": 0.894,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "198.51.100.44"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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-001",
      "result": "Forensics on FIN-001: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-005",
      "result": "Forensics on FIN-005: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-001/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-005/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:8b0957e6ccae0b1f1c35a11af9041475",
      "result": "Blocked IOC '8b0957e6ccae0b1f1c35a11af9041475' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:58d06f2633f3ef690561aae1144d9c19",
      "result": "Blocked IOC '58d06f2633f3ef690561aae1144d9c19' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.44",
      "result": "Blocked IOC '198.51.100.44' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.106,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 1.1,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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": 0.75,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.894,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "wpad.evil-config.net"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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-001",
      "result": "Forensics on FIN-001: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-005",
      "result": "Forensics on FIN-005: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-001/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-005/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:8b0957e6ccae0b1f1c35a11af9041475",
      "result": "Blocked IOC '8b0957e6ccae0b1f1c35a11af9041475' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:58d06f2633f3ef690561aae1144d9c19",
      "result": "Blocked IOC '58d06f2633f3ef690561aae1144d9c19' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.44",
      "result": "Blocked IOC '198.51.100.44' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:wpad.evil-config.net",
      "result": "Blocked IOC 'wpad.evil-config.net' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.106,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 1.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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": 0.894,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0085-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via ransomware", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5487,
  "metadata": {},
  "episode_id": "156debab-ff34-4dc8-adb5-3394d4be03be",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0085001",
      "timestamp": "2025-01-15T06:46:00Z",
      "source_host": "FIN-001",
      "severity": "critical",
      "threat_type": "ransomware",
      "description": "EDR detected file encryption activity on FIN-001. Process 'avaddon_crypt.exe' is encrypting files in user directories.",
      "ioc_indicators": [
        "8b0957e6ccae0b1f1c35a11af9041475",
        "198.51.100.44",
        "wpad.evil-config.net"
      ],
      "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-001",
      "result": "Forensics on FIN-001: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-005",
      "result": "Forensics on FIN-005: compromised=True, procs=['avaddon_crypt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-001/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-005/avaddon_crypt.exe",
      "result": "Killed 'avaddon_crypt.exe' on FIN-005. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:8b0957e6ccae0b1f1c35a11af9041475",
      "result": "Blocked IOC '8b0957e6ccae0b1f1c35a11af9041475' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:58d06f2633f3ef690561aae1144d9c19",
      "result": "Blocked IOC '58d06f2633f3ef690561aae1144d9c19' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.44",
      "result": "Blocked IOC '198.51.100.44' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:wpad.evil-config.net",
      "result": "Blocked IOC 'wpad.evil-config.net' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.549. Threats contained: 1/1. Business impact: 0.11",
      "reward": 0.5486666666666667
    }
  ],
  "business_impact_score": 0.106,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0085",
  "total_reward": 1.7487,
  "final_score": 0.5487,
  "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": 0.16666666666666666
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (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": 0.894,
    "step_efficiency": 0.9559,
    "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": "65334f93-fa89-484f-96e7-bc55df7734b8",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0086001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "DMZ-003",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-003. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0086002",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-001. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.04,
  "step_count": 0,
  "active_threats": [
    "T-G0086-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0086",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (0 critical) IOCs: 2 (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": "DMZ-003"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "65334f93-fa89-484f-96e7-bc55df7734b8",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0086001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "DMZ-003",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-003. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0086002",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-001. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "DMZ-003",
    "malicious_processes": [
      "kerbrute.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\kerbrute.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\kerbrute.exe"
    ],
    "memory_artifacts": [
      "memory_inject_5e1d77cf",
      "memory_inject_8edf9feb"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['kerbrute.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.061,
  "step_count": 1,
  "active_threats": [
    "T-G0086-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0086",
  "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 (0 critical) IOCs: 2 (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": 0.939,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "65334f93-fa89-484f-96e7-bc55df7734b8",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0086001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "DMZ-003",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-003. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0086002",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-001. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
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[Assistant] {"type": "run_forensics", "hostname": "DMZ-001"}

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

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

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

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "5e1d77cff4772e3543b5315a8fd28020"}

[User]
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  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.5,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.855,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "8edf9feb8f7aba2cd41ebabf89fcbab0"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "65334f93-fa89-484f-96e7-bc55df7734b8",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0086001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "DMZ-003",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-003. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0086002",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-001. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['kerbrute.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['kerbrute.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['kerbrute.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-003/kerbrute.exe",
      "result": "Killed 'kerbrute.exe' on DMZ-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DMZ-002/kerbrute.exe",
      "result": "Killed 'kerbrute.exe' on DMZ-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DMZ-001/kerbrute.exe",
      "result": "Killed 'kerbrute.exe' on DMZ-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:5e1d77cff4772e3543b5315a8fd28020",
      "result": "Blocked IOC '5e1d77cff4772e3543b5315a8fd28020' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:8edf9feb8f7aba2cd41ebabf89fcbab0",
      "result": "Blocked IOC '8edf9feb8f7aba2cd41ebabf89fcbab0' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.145,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0086",
  "total_reward": 1.35,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (0 critical) IOCs: 2 (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": 0.855,
    "step_efficiency": 0.8929,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0086-001", "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": 0.5605,
  "metadata": {},
  "episode_id": "65334f93-fa89-484f-96e7-bc55df7734b8",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0086001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "DMZ-003",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-003. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0086002",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on DMZ-001. Process 'kerbrute.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "8edf9feb8f7aba2cd41ebabf89fcbab0"
      ],
      "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": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['kerbrute.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['kerbrute.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['kerbrute.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-003/kerbrute.exe",
      "result": "Killed 'kerbrute.exe' on DMZ-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DMZ-002/kerbrute.exe",
      "result": "Killed 'kerbrute.exe' on DMZ-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DMZ-001/kerbrute.exe",
      "result": "Killed 'kerbrute.exe' on DMZ-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:5e1d77cff4772e3543b5315a8fd28020",
      "result": "Blocked IOC '5e1d77cff4772e3543b5315a8fd28020' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:8edf9feb8f7aba2cd41ebabf89fcbab0",
      "result": "Blocked IOC '8edf9feb8f7aba2cd41ebabf89fcbab0' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.560. Threats contained: 1/1. Business impact: 0.15",
      "reward": 0.5605
    }
  ],
  "business_impact_score": 0.145,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0086",
  "total_reward": 1.9105,
  "final_score": 0.5605,
  "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": 0.25
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (0 critical) IOCs: 2 (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": 0.855,
    "step_efficiency": 0.7857,
    "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": "2d8f6b26-f85c-4b48-a1fe-353c80c94030",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0087001",
      "timestamp": "2025-01-15T06:06:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on EXEC-001. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0087002",
      "timestamp": "2025-01-15T06:30:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-001 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from unknown.example.com.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.06,
  "step_count": 0,
  "active_threats": [
    "T-G0087-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0087",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 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": "EXEC-001"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "2d8f6b26-f85c-4b48-a1fe-353c80c94030",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0087001",
      "timestamp": "2025-01-15T06:06:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on EXEC-001. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0087002",
      "timestamp": "2025-01-15T06:30:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-001 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from unknown.example.com.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "EXEC-001",
    "malicious_processes": [
      "pdf_exploit.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\pdf_exploit.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\pdf_exploit.exe"
    ],
    "memory_artifacts": [
      "memory_inject_57b6b0fd"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 1,
  "active_threats": [
    "T-G0087-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0087",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 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": 0.916,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "2d8f6b26-f85c-4b48-a1fe-353c80c94030",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0087001",
      "timestamp": "2025-01-15T06:06:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on EXEC-001. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0087002",
      "timestamp": "2025-01-15T06:30:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-001 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from unknown.example.com.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "EXEC-001/pdf_exploit.exe",
      "result": "Killed 'pdf_exploit.exe' on EXEC-001. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0087",
  "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: 2 (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": 0.916,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "57b6b0fdf2dce267590ed1dca83596f3"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "2d8f6b26-f85c-4b48-a1fe-353c80c94030",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0087001",
      "timestamp": "2025-01-15T06:06:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on EXEC-001. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0087002",
      "timestamp": "2025-01-15T06:30:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-001 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from unknown.example.com.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
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  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "EXEC-001/pdf_exploit.exe",
      "result": "Killed 'pdf_exploit.exe' on EXEC-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:57b6b0fdf2dce267590ed1dca83596f3",
      "result": "Blocked IOC '57b6b0fdf2dce267590ed1dca83596f3' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
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}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "198.51.100.55"}

[User]
{
  "done": false,
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  "metadata": {},
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  "alert_queue": [
    {
      "alert_id": "ALERT-G0087001",
      "timestamp": "2025-01-15T06:06:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on EXEC-001. Outbound connection to unknown.example.com detected.",
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        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
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      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0087002",
      "timestamp": "2025-01-15T06:30:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-001 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from unknown.example.com.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
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    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
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    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "EXEC-001/pdf_exploit.exe",
      "result": "Killed 'pdf_exploit.exe' on EXEC-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:57b6b0fdf2dce267590ed1dca83596f3",
      "result": "Blocked IOC '57b6b0fdf2dce267590ed1dca83596f3' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.55",
      "result": "Blocked IOC '198.51.100.55' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0087",
  "total_reward": 0.65,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
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  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (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"
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  "reward_dimensions": {
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    "siem_correlation": 0.0,
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    "step_efficiency": 1.0,
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    "plan_evidence_quality": 0.1667
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}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0087-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via phishing", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5547,
  "metadata": {},
  "episode_id": "2d8f6b26-f85c-4b48-a1fe-353c80c94030",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0087001",
      "timestamp": "2025-01-15T06:06:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on EXEC-001. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
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      "subnet": "executive",
      "is_acknowledged": false
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    {
      "alert_id": "ALERT-G0087002",
      "timestamp": "2025-01-15T06:30:00Z",
      "source_host": "EXEC-001",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-001 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from unknown.example.com.",
      "ioc_indicators": [
        "57b6b0fdf2dce267590ed1dca83596f3",
        "198.51.100.55"
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      "subnet": "executive",
      "is_acknowledged": false
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      "dmz": 3,
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  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-001",
      "result": "Forensics on EXEC-001: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "EXEC-001/pdf_exploit.exe",
      "result": "Killed 'pdf_exploit.exe' on EXEC-001. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:57b6b0fdf2dce267590ed1dca83596f3",
      "result": "Blocked IOC '57b6b0fdf2dce267590ed1dca83596f3' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.55",
      "result": "Blocked IOC '198.51.100.55' (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: 0.08",
      "reward": 0.5546666666666668
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  ],
  "business_impact_score": 0.084,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0087",
  "total_reward": 1.2047,
  "final_score": 0.5547,
  "grade_breakdown": {
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    "ioc_blocking": 0.9,
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    "plan_evidence_quality": 0.16666666666666666
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  "correlation_results": null,
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  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
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    "siem_correlation": 0.0,
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    "step_efficiency": 1.0,
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    "plan_evidence_quality": 0.95
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