[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": "813f379d-9412-43ae-82bc-0da77a8b83a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0027001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "WS-009",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-009. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "100.64.0.33",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0027002",
      "timestamp": "2025-01-15T07:32:00Z",
      "source_host": "WS-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-003. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "198.51.100.22",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.07,
  "step_count": 0,
  "active_threats": [
    "T-G0027-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0027",
  "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 (2 critical) IOCs: 4 (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": 0.93,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.05,
  "metadata": {},
  "episode_id": "813f379d-9412-43ae-82bc-0da77a8b83a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0027001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "WS-009",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-009. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "100.64.0.33",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0027002",
      "timestamp": "2025-01-15T07:32:00Z",
      "source_host": "WS-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-003. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "198.51.100.22",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-009",
      "result": "Host 'WS-009' not found",
      "reward": 0.05
    }
  ],
  "business_impact_score": 0.083,
  "step_count": 1,
  "active_threats": [
    "T-G0027-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0027",
  "total_reward": 0.05,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 4 (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": 0.917,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "WS-025"}

[User]
{
  "done": false,
  "reward": 0.05,
  "metadata": {},
  "episode_id": "813f379d-9412-43ae-82bc-0da77a8b83a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0027001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "WS-009",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-009. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "100.64.0.33",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0027002",
      "timestamp": "2025-01-15T07:32:00Z",
      "source_host": "WS-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-003. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "198.51.100.22",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-009",
      "result": "Host 'WS-009' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-025",
      "result": "Host 'WS-025' not found",
      "reward": 0.05
    }
  ],
  "business_impact_score": 0.096,
  "step_count": 2,
  "active_threats": [
    "T-G0027-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0027",
  "total_reward": 0.1,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 4 (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": 0.904,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "813f379d-9412-43ae-82bc-0da77a8b83a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0027001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "WS-009",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-009. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "100.64.0.33",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0027002",
      "timestamp": "2025-01-15T07:32:00Z",
      "source_host": "WS-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-003. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "198.51.100.22",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "WS-003",
    "malicious_processes": [
      "ftp_exfil.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\ftp_exfil.exe.dat"
    ],
    "network_connections": [
      "100.64.0.33:443"
    ],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\ftp_exfil.exe"
    ],
    "memory_artifacts": [
      "memory_inject_1873d85e"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-009",
      "result": "Host 'WS-009' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-025",
      "result": "Host 'WS-025' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-003",
      "result": "Forensics on WS-003: compromised=True, procs=['ftp_exfil.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.109,
  "step_count": 3,
  "active_threats": [
    "T-G0027-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0027",
  "total_reward": 0.3,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.891,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": -0.05,
  "metadata": {},
  "episode_id": "813f379d-9412-43ae-82bc-0da77a8b83a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0027001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "WS-009",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-009. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "100.64.0.33",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0027002",
      "timestamp": "2025-01-15T07:32:00Z",
      "source_host": "WS-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-003. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "198.51.100.22",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-009",
      "result": "Host 'WS-009' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-025",
      "result": "Host 'WS-025' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-003",
      "result": "Forensics on WS-003: compromised=True, procs=['ftp_exfil.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-009/ftp_exfil.exe",
      "result": "Host 'WS-009' not found",
      "reward": -0.05
    }
  ],
  "business_impact_score": 0.122,
  "step_count": 4,
  "active_threats": [
    "T-G0027-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0027",
  "total_reward": 0.25,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.878,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "kill_process", "hostname": "WS-025", "process_name": "ftp_exfil.exe"}

[User]
{
  "done": false,
  "reward": -0.05,
  "metadata": {},
  "episode_id": "813f379d-9412-43ae-82bc-0da77a8b83a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0027001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "WS-009",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-009. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "100.64.0.33",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0027002",
      "timestamp": "2025-01-15T07:32:00Z",
      "source_host": "WS-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-003. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "198.51.100.22",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-009",
      "result": "Host 'WS-009' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-025",
      "result": "Host 'WS-025' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-003",
      "result": "Forensics on WS-003: compromised=True, procs=['ftp_exfil.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-009/ftp_exfil.exe",
      "result": "Host 'WS-009' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-025/ftp_exfil.exe",
      "result": "Host 'WS-025' not found",
      "reward": -0.05
    }
  ],
  "business_impact_score": 0.135,
  "step_count": 5,
  "active_threats": [
    "T-G0027-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0027",
  "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 (2 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.865,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "813f379d-9412-43ae-82bc-0da77a8b83a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0027001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "WS-009",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-009. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "100.64.0.33",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0027002",
      "timestamp": "2025-01-15T07:32:00Z",
      "source_host": "WS-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-003. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "1873d85ec6bb889cf5f9eece4c2888f1"}

[User]
{
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "100.64.0.33"}

[User]
{
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "198.51.100.22"}

[User]
{
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    {
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    {
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    {
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      "target": "ip:198.51.100.22",
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    }
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "img.cdn-malware.com"}

[User]
{
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    {
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  ],
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    {
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    {
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      "target": "hash:1873d85ec6bb889cf5f9eece4c2888f1",
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      "reward": 0.1
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    {
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      "target": "ip:100.64.0.33",
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    },
    {
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      "action_type": "block_ioc",
      "target": "ip:198.51.100.22",
      "result": "Blocked IOC '198.51.100.22' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 10,
      "action_type": "block_ioc",
      "target": "ip:img.cdn-malware.com",
      "result": "Blocked IOC 'img.cdn-malware.com' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
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    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.865,
    "step_efficiency": 0.9167,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0027-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via data_exfiltration", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.4083,
  "metadata": {},
  "episode_id": "813f379d-9412-43ae-82bc-0da77a8b83a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0027001",
      "timestamp": "2025-01-15T06:59:00Z",
      "source_host": "WS-009",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-009. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "100.64.0.33",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0027002",
      "timestamp": "2025-01-15T07:32:00Z",
      "source_host": "WS-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Staging activity detected on WS-003. Process 'ftp_exfil.exe' archiving sensitive directories for extraction.",
      "ioc_indicators": [
        "1873d85ec6bb889cf5f9eece4c2888f1",
        "198.51.100.22",
        "img.cdn-malware.com"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-009",
      "result": "Host 'WS-009' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-025",
      "result": "Host 'WS-025' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-003",
      "result": "Forensics on WS-003: compromised=True, procs=['ftp_exfil.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-009/ftp_exfil.exe",
      "result": "Host 'WS-009' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-025/ftp_exfil.exe",
      "result": "Host 'WS-025' not found",
      "reward": -0.05
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "WS-003/ftp_exfil.exe",
      "result": "Killed 'ftp_exfil.exe' on WS-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:1873d85ec6bb889cf5f9eece4c2888f1",
      "result": "Blocked IOC '1873d85ec6bb889cf5f9eece4c2888f1' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:100.64.0.33",
      "result": "Blocked IOC '100.64.0.33' (type=ip). Relevant: True",
      "reward": 0.15
    },
    {
      "step": 9,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.22",
      "result": "Blocked IOC '198.51.100.22' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 10,
      "action_type": "block_ioc",
      "target": "ip:img.cdn-malware.com",
      "result": "Blocked IOC 'img.cdn-malware.com' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 11,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.408. Threats contained: 1/1. Business impact: 0.14",
      "reward": 0.40833333333333327
    }
  ],
  "business_impact_score": 0.135,
  "step_count": 11,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0027",
  "total_reward": 1.3083,
  "final_score": 0.4083,
  "grade_breakdown": {
    "threat_containment": 0.3333333333333333,
    "ioc_blocking": 0.85,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.06666666666666667
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.865,
    "step_efficiency": 0.8333,
    "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": "e06c14bf-bf19-4bb8-80dc-d3d2436ada9e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0028001",
      "timestamp": "2025-01-15T06:33:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "bd8272d09a45c9fc016cff5954ccca92",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0028002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "57fb1830bc9eb7ad46199f6d84db8f5a",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.07,
  "step_count": 0,
  "active_threats": [
    "T-G0028-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0028",
  "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 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.93,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "WS-069"}

[User]
{
  "done": false,
  "reward": 0.05,
  "metadata": {},
  "episode_id": "e06c14bf-bf19-4bb8-80dc-d3d2436ada9e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0028001",
      "timestamp": "2025-01-15T06:33:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "bd8272d09a45c9fc016cff5954ccca92",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0028002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "57fb1830bc9eb7ad46199f6d84db8f5a",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-069",
      "result": "Host 'WS-069' not found",
      "reward": 0.05
    }
  ],
  "business_impact_score": 0.087,
  "step_count": 1,
  "active_threats": [
    "T-G0028-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0028",
  "total_reward": 0.05,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.913,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "WS-040"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "e06c14bf-bf19-4bb8-80dc-d3d2436ada9e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0028001",
      "timestamp": "2025-01-15T06:33:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "bd8272d09a45c9fc016cff5954ccca92",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0028002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "57fb1830bc9eb7ad46199f6d84db8f5a",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "WS-040",
    "malicious_processes": [
      "npm_backdoor.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\npm_backdoor.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\npm_backdoor.exe"
    ],
    "memory_artifacts": [
      "memory_inject_bd8272d0",
      "memory_inject_57fb1830"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-069",
      "result": "Host 'WS-069' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-040",
      "result": "Forensics on WS-040: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.104,
  "step_count": 2,
  "active_threats": [
    "T-G0028-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0028",
  "total_reward": 0.25,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.896,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "kill_process", "hostname": "WS-069", "process_name": "npm_backdoor.exe"}

[User]
{
  "done": false,
  "reward": -0.05,
  "metadata": {},
  "episode_id": "e06c14bf-bf19-4bb8-80dc-d3d2436ada9e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0028001",
      "timestamp": "2025-01-15T06:33:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "bd8272d09a45c9fc016cff5954ccca92",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0028002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "57fb1830bc9eb7ad46199f6d84db8f5a",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-069",
      "result": "Host 'WS-069' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-040",
      "result": "Forensics on WS-040: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "WS-069/npm_backdoor.exe",
      "result": "Host 'WS-069' not found",
      "reward": -0.05
    }
  ],
  "business_impact_score": 0.121,
  "step_count": 3,
  "active_threats": [
    "T-G0028-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0028",
  "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 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.879,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "kill_process", "hostname": "WS-040", "process_name": "npm_backdoor.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "e06c14bf-bf19-4bb8-80dc-d3d2436ada9e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0028001",
      "timestamp": "2025-01-15T06:33:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "bd8272d09a45c9fc016cff5954ccca92",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0028002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "57fb1830bc9eb7ad46199f6d84db8f5a",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-069",
      "result": "Host 'WS-069' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-040",
      "result": "Forensics on WS-040: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "WS-069/npm_backdoor.exe",
      "result": "Host 'WS-069' not found",
      "reward": -0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-040/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on WS-040. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.121,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0028",
  "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 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.879,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "bd8272d09a45c9fc016cff5954ccca92"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "e06c14bf-bf19-4bb8-80dc-d3d2436ada9e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0028001",
      "timestamp": "2025-01-15T06:33:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "bd8272d09a45c9fc016cff5954ccca92",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0028002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "57fb1830bc9eb7ad46199f6d84db8f5a",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-069",
      "result": "Host 'WS-069' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-040",
      "result": "Forensics on WS-040: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "WS-069/npm_backdoor.exe",
      "result": "Host 'WS-069' not found",
      "reward": -0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-040/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on WS-040. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:bd8272d09a45c9fc016cff5954ccca92",
      "result": "Blocked IOC 'bd8272d09a45c9fc016cff5954ccca92' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.121,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0028",
  "total_reward": 0.55,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.3333,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.879,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "57fb1830bc9eb7ad46199f6d84db8f5a"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "e06c14bf-bf19-4bb8-80dc-d3d2436ada9e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0028001",
      "timestamp": "2025-01-15T06:33:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "bd8272d09a45c9fc016cff5954ccca92",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0028002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "57fb1830bc9eb7ad46199f6d84db8f5a",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-069",
      "result": "Host 'WS-069' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-040",
      "result": "Forensics on WS-040: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "WS-069/npm_backdoor.exe",
      "result": "Host 'WS-069' not found",
      "reward": -0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-040/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on WS-040. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:bd8272d09a45c9fc016cff5954ccca92",
      "result": "Blocked IOC 'bd8272d09a45c9fc016cff5954ccca92' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:57fb1830bc9eb7ad46199f6d84db8f5a",
      "result": "Blocked IOC '57fb1830bc9eb7ad46199f6d84db8f5a' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.121,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0028",
  "total_reward": 0.65,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.6667,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.879,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "198.51.100.22"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "e06c14bf-bf19-4bb8-80dc-d3d2436ada9e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0028001",
      "timestamp": "2025-01-15T06:33:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "bd8272d09a45c9fc016cff5954ccca92",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0028002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "57fb1830bc9eb7ad46199f6d84db8f5a",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-069",
      "result": "Host 'WS-069' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-040",
      "result": "Forensics on WS-040: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "WS-069/npm_backdoor.exe",
      "result": "Host 'WS-069' not found",
      "reward": -0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-040/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on WS-040. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:bd8272d09a45c9fc016cff5954ccca92",
      "result": "Blocked IOC 'bd8272d09a45c9fc016cff5954ccca92' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:57fb1830bc9eb7ad46199f6d84db8f5a",
      "result": "Blocked IOC '57fb1830bc9eb7ad46199f6d84db8f5a' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.22",
      "result": "Blocked IOC '198.51.100.22' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.121,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0028",
  "total_reward": 0.75,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.879,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.0833
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0028-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via supply_chain", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.4437,
  "metadata": {},
  "episode_id": "e06c14bf-bf19-4bb8-80dc-d3d2436ada9e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0028001",
      "timestamp": "2025-01-15T06:33:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "bd8272d09a45c9fc016cff5954ccca92",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0028002",
      "timestamp": "2025-01-15T07:00:00Z",
      "source_host": "WS-040",
      "severity": "critical",
      "threat_type": "supply_chain",
      "description": "Compromised package detected in CI/CD pipeline on WS-040. Process 'npm_backdoor.exe' executing post-install scripts.",
      "ioc_indicators": [
        "57fb1830bc9eb7ad46199f6d84db8f5a",
        "198.51.100.22"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-069",
      "result": "Host 'WS-069' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-040",
      "result": "Forensics on WS-040: compromised=True, procs=['npm_backdoor.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "WS-069/npm_backdoor.exe",
      "result": "Host 'WS-069' not found",
      "reward": -0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-040/npm_backdoor.exe",
      "result": "Killed 'npm_backdoor.exe' on WS-040. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:bd8272d09a45c9fc016cff5954ccca92",
      "result": "Blocked IOC 'bd8272d09a45c9fc016cff5954ccca92' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:57fb1830bc9eb7ad46199f6d84db8f5a",
      "result": "Blocked IOC '57fb1830bc9eb7ad46199f6d84db8f5a' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.22",
      "result": "Blocked IOC '198.51.100.22' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.444. Threats contained: 1/1. Business impact: 0.12",
      "reward": 0.4436666666666667
    }
  ],
  "business_impact_score": 0.121,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0028",
  "total_reward": 1.1937,
  "final_score": 0.4437,
  "grade_breakdown": {
    "threat_containment": 0.5,
    "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": 0.09523809523809523
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.879,
    "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": "751e0d72-c505-49ae-8293-f77fd17d4671",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0029001",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "FIN-004",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "After-hours bulk file download on FIN-004. Process 'keylogger_svc.exe' archiving encryption keys documents.",
      "ioc_indicators": [
        "0e9ac7a2373bc1fdfe092bd61fdab220",
        "sftp.data-steal.com"
      ],
      "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": 0.06,
  "step_count": 0,
  "active_threats": [
    "T-G0029-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0029",
  "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 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.94,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "FIN-004"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "751e0d72-c505-49ae-8293-f77fd17d4671",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0029001",
      "timestamp": "2025-01-15T06:34:00Z",
      "source_host": "FIN-004",
      "severity": "high",
      "threat_type": "insider_threat",
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[Assistant] {"type": "run_forensics", "hostname": "FIN-001"}

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

[User]
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[Assistant] {"type": "kill_process", "hostname": "FIN-001", "process_name": "keylogger_svc.exe"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "0e9ac7a2373bc1fdfe092bd61fdab220"}

[User]
{
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "sftp.data-steal.com"}

[User]
{
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    {
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    }
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0029-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via insider_threat", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
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    {
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    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:0e9ac7a2373bc1fdfe092bd61fdab220",
      "result": "Blocked IOC '0e9ac7a2373bc1fdfe092bd61fdab220' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "ip:sftp.data-steal.com",
      "result": "Blocked IOC 'sftp.data-steal.com' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.559. Threats contained: 1/1. Business impact: 0.12",
      "reward": 0.5585555555555556
    }
  ],
  "business_impact_score": 0.12,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0029",
  "total_reward": 1.5586,
  "final_score": 0.5586,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.9,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.2222222222222222
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.88,
    "step_efficiency": 1.0,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}