[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": "da558409-1256-411a-abfc-a50ff122d51d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0080001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "SRV-008",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0080002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-008",
      "severity": "medium",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.06,
  "step_count": 0,
  "active_threats": [
    "T-G0080-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0080",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (0 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.94,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "SRV-008"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "da558409-1256-411a-abfc-a50ff122d51d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0080001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "SRV-008",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0080002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-008",
      "severity": "medium",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "SRV-008",
    "malicious_processes": [
      "word_dropper.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\word_dropper.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\word_dropper.exe"
    ],
    "memory_artifacts": [
      "memory_inject_796869a8",
      "memory_inject_e963b56e"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-008",
      "result": "Forensics on SRV-008: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.072,
  "step_count": 1,
  "active_threats": [
    "T-G0080-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0080",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (0 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.928,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "run_forensics", "hostname": "SRV-015"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "da558409-1256-411a-abfc-a50ff122d51d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0080001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "SRV-008",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0080002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-008",
      "severity": "medium",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "SRV-015",
    "malicious_processes": [
      "word_dropper.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\word_dropper.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\word_dropper.exe"
    ],
    "memory_artifacts": [
      "memory_inject_796869a8",
      "memory_inject_e963b56e"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-008",
      "result": "Forensics on SRV-008: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-015",
      "result": "Forensics on SRV-015: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.084,
  "step_count": 2,
  "active_threats": [
    "T-G0080-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0080",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (0 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.916,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "SRV-008", "process_name": "word_dropper.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "da558409-1256-411a-abfc-a50ff122d51d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0080001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "SRV-008",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0080002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-008",
      "severity": "medium",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-008",
      "result": "Forensics on SRV-008: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-015",
      "result": "Forensics on SRV-015: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-008/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-008. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.096,
  "step_count": 3,
  "active_threats": [
    "T-G0080-001"
  ],
  "max_steps": 16,
  "task_id": "gen_0080",
  "total_reward": 0.55,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (0 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.904,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "SRV-015", "process_name": "word_dropper.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "da558409-1256-411a-abfc-a50ff122d51d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0080001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "SRV-008",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0080002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-008",
      "severity": "medium",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-008",
      "result": "Forensics on SRV-008: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-015",
      "result": "Forensics on SRV-015: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-008/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-008. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-015/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-015. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.096,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 16,
  "task_id": "gen_0080",
  "total_reward": 0.8,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (0 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.904,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "796869a8f4453ec488351e0eeb9e8087"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "da558409-1256-411a-abfc-a50ff122d51d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0080001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "SRV-008",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0080002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-008",
      "severity": "medium",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-008",
      "result": "Forensics on SRV-008: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-015",
      "result": "Forensics on SRV-015: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-008/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-008. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-015/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-015. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:796869a8f4453ec488351e0eeb9e8087",
      "result": "Blocked IOC '796869a8f4453ec488351e0eeb9e8087' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.096,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 16,
  "task_id": "gen_0080",
  "total_reward": 0.9,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (0 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.3333,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.904,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "e963b56e649889554c6aaf86ec29fef8"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "da558409-1256-411a-abfc-a50ff122d51d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0080001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "SRV-008",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0080002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-008",
      "severity": "medium",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-008",
      "result": "Forensics on SRV-008: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-015",
      "result": "Forensics on SRV-015: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-008/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-008. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-015/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-015. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:796869a8f4453ec488351e0eeb9e8087",
      "result": "Blocked IOC '796869a8f4453ec488351e0eeb9e8087' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:e963b56e649889554c6aaf86ec29fef8",
      "result": "Blocked IOC 'e963b56e649889554c6aaf86ec29fef8' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.096,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 16,
  "task_id": "gen_0080",
  "total_reward": 1.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (0 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.6667,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.904,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "beacon.covert-ops.net"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "da558409-1256-411a-abfc-a50ff122d51d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0080001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "SRV-008",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0080002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-008",
      "severity": "medium",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-008",
      "result": "Forensics on SRV-008: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-015",
      "result": "Forensics on SRV-015: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-008/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-008. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-015/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-015. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:796869a8f4453ec488351e0eeb9e8087",
      "result": "Blocked IOC '796869a8f4453ec488351e0eeb9e8087' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:e963b56e649889554c6aaf86ec29fef8",
      "result": "Blocked IOC 'e963b56e649889554c6aaf86ec29fef8' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:beacon.covert-ops.net",
      "result": "Blocked IOC 'beacon.covert-ops.net' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.096,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 16,
  "task_id": "gen_0080",
  "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: 2 (0 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.904,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0080-001", "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": 0.5503,
  "metadata": {},
  "episode_id": "da558409-1256-411a-abfc-a50ff122d51d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0080001",
      "timestamp": "2025-01-15T06:15:00Z",
      "source_host": "SRV-008",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0080002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-008",
      "severity": "medium",
      "threat_type": "phishing",
      "description": "Suspicious email attachment executed on SRV-008. Process 'word_dropper.exe' spawned child processes.",
      "ioc_indicators": [
        "796869a8f4453ec488351e0eeb9e8087",
        "beacon.covert-ops.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-008",
      "result": "Forensics on SRV-008: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-015",
      "result": "Forensics on SRV-015: compromised=True, procs=['word_dropper.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "SRV-008/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-008. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-015/word_dropper.exe",
      "result": "Killed 'word_dropper.exe' on SRV-015. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:796869a8f4453ec488351e0eeb9e8087",
      "result": "Blocked IOC '796869a8f4453ec488351e0eeb9e8087' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:e963b56e649889554c6aaf86ec29fef8",
      "result": "Blocked IOC 'e963b56e649889554c6aaf86ec29fef8' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:beacon.covert-ops.net",
      "result": "Blocked IOC 'beacon.covert-ops.net' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.550. Threats contained: 1/1. Business impact: 0.10",
      "reward": 0.5503333333333333
    }
  ],
  "business_impact_score": 0.096,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 16,
  "task_id": "gen_0080",
  "total_reward": 1.6503,
  "final_score": 0.5503,
  "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": 0.19047619047619047
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (0 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.904,
    "step_efficiency": 1.0,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}


[System] You are an autonomous CyberSOC Agent. Analyze the environment and output JSON tool calls to contain the threat.

[User]
{
  "done": false,
  "reward": 0.0,
  "metadata": {},
  "episode_id": "cc0e44c8-68a1-4a08-80c4-74efd45bce7e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0081001",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-014",
      "severity": "critical",
      "threat_type": "botnet",
      "description": "DDoS toolkit loaded on SRV-014. Process 'qbot_agent.exe' ready to receive attack instructions from dl.ransomware-pay.onion.",
      "ioc_indicators": [
        "648d5eb059b07117c84d73876b89f725",
        "ws.encrypted-relay.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.08,
  "step_count": 0,
  "active_threats": [
    "T-G0081-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0081",
  "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": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "cc0e44c8-68a1-4a08-80c4-74efd45bce7e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0081001",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-014",
      "severity": "critical",
      "threat_type": "botnet",
      "description": "DDoS toolkit loaded on SRV-014. Process 'qbot_agent.exe' ready to receive attack instructions from dl.ransomware-pay.onion.",
      "ioc_indicators": [
        "648d5eb059b07117c84d73876b89f725",
        "ws.encrypted-relay.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "SRV-005",
    "malicious_processes": [
      "qbot_agent.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\qbot_agent.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\qbot_agent.exe"
    ],
    "memory_artifacts": [
      "memory_inject_b12917f5",
      "memory_inject_648d5eb0"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
      "result": "Forensics on SRV-005: compromised=True, procs=['qbot_agent.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.097,
  "step_count": 1,
  "active_threats": [
    "T-G0081-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0081",
  "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": 0.903,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "run_forensics", "hostname": "SRV-014"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "cc0e44c8-68a1-4a08-80c4-74efd45bce7e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0081001",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-014",
      "severity": "critical",
      "threat_type": "botnet",
      "description": "DDoS toolkit loaded on SRV-014. Process 'qbot_agent.exe' ready to receive attack instructions from dl.ransomware-pay.onion.",
      "ioc_indicators": [
        "648d5eb059b07117c84d73876b89f725",
        "ws.encrypted-relay.net"
      ],
      "subnet": "datacenter",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "SRV-014",
    "malicious_processes": [
      "qbot_agent.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\qbot_agent.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\qbot_agent.exe"
    ],
    "memory_artifacts": [
      "memory_inject_b12917f5",
      "memory_inject_648d5eb0"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
      "result": "Forensics on SRV-005: compromised=True, procs=['qbot_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "SRV-014",
      "result": "Forensics on SRV-014: compromised=True, procs=['qbot_agent.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.114,
  "step_count": 2,
  "active_threats": [
    "T-G0081-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0081",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "b12917f5c8c538ec71dfa88995c0be0d"}

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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "648d5eb059b07117c84d73876b89f725"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "ws.encrypted-relay.net"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "dl.ransomware-pay.onion"}

[User]
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      "result": "Blocked IOC 'dl.ransomware-pay.onion' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.131,
  "step_count": 8,
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  "max_steps": 15,
  "task_id": "gen_0081",
  "total_reward": 1.2,
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  "ioc_enrichment": null,
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  "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",
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0081-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via botnet", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
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  "metadata": {},
  "episode_id": "cc0e44c8-68a1-4a08-80c4-74efd45bce7e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0081001",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "SRV-014",
      "severity": "critical",
      "threat_type": "botnet",
      "description": "DDoS toolkit loaded on SRV-014. Process 'qbot_agent.exe' ready to receive attack instructions from dl.ransomware-pay.onion.",
      "ioc_indicators": [
        "648d5eb059b07117c84d73876b89f725",
        "ws.encrypted-relay.net"
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      "subnet": "datacenter",
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  "network_topology": {
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      "finance": 12,
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      "executive": 5
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      "step": 1,
      "action_type": "run_forensics",
      "target": "SRV-005",
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      "reward": 0.2
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    {
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    {
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      "action_type": "kill_process",
      "target": "SRV-005/qbot_agent.exe",
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      "reward": 0.15
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    {
      "step": 4,
      "action_type": "kill_process",
      "target": "SRV-014/qbot_agent.exe",
      "result": "Killed 'qbot_agent.exe' on SRV-014. Malicious: True",
      "reward": 0.25
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    {
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      "action_type": "block_ioc",
      "target": "hash:b12917f5c8c538ec71dfa88995c0be0d",
      "result": "Blocked IOC 'b12917f5c8c538ec71dfa88995c0be0d' (type=hash). Relevant: True",
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    {
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      "target": "hash:648d5eb059b07117c84d73876b89f725",
      "result": "Blocked IOC '648d5eb059b07117c84d73876b89f725' (type=hash). Relevant: True",
      "reward": 0.1
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    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:ws.encrypted-relay.net",
      "result": "Blocked IOC 'ws.encrypted-relay.net' (type=ip). Relevant: True",
      "reward": 0.1
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    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:dl.ransomware-pay.onion",
      "result": "Blocked IOC 'dl.ransomware-pay.onion' (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: 0.13",
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  "max_steps": 15,
  "task_id": "gen_0081",
  "total_reward": 1.7487,
  "final_score": 0.5487,
  "grade_breakdown": {
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    "plan_evidence_quality": 0.16666666666666666
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  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
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    "c2_disruption",
    "lateral_movement_lockdown",
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