[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": "f8759f18-55eb-481b-9069-409b233300ab",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0033001",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Large data transfer (14.7 GB) to external IP 203.0.113.120 from DMZ-003. Possible exfiltration of trade secrets.",
      "ioc_indicators": [
        "4e44fb31fdeb31ec81cbb23c8196745f",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0033002",
      "timestamp": "2025-01-15T07:01:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Cloud storage upload from DMZ-003 to unauthorized account. Process 'stealer_agent.exe' transferring customer PII.",
      "ioc_indicators": [
        "47c08556612e3b489a37ef02d5e3d613",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.04,
  "step_count": 0,
  "active_threats": [
    "T-G0033-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0033",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.96,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "f8759f18-55eb-481b-9069-409b233300ab",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0033001",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Large data transfer (14.7 GB) to external IP 203.0.113.120 from DMZ-003. Possible exfiltration of trade secrets.",
      "ioc_indicators": [
        "4e44fb31fdeb31ec81cbb23c8196745f",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0033002",
      "timestamp": "2025-01-15T07:01:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Cloud storage upload from DMZ-003 to unauthorized account. Process 'stealer_agent.exe' transferring customer PII.",
      "ioc_indicators": [
        "47c08556612e3b489a37ef02d5e3d613",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "DMZ-001",
    "malicious_processes": [
      "stealer_agent.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\stealer_agent.exe.dat"
    ],
    "network_connections": [
      "203.0.113.120:443"
    ],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\stealer_agent.exe"
    ],
    "memory_artifacts": [
      "memory_inject_47c08556",
      "memory_inject_4e44fb31"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.057,
  "step_count": 1,
  "active_threats": [
    "T-G0033-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0033",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.943,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "f8759f18-55eb-481b-9069-409b233300ab",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0033001",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Large data transfer (14.7 GB) to external IP 203.0.113.120 from DMZ-003. Possible exfiltration of trade secrets.",
      "ioc_indicators": [
        "4e44fb31fdeb31ec81cbb23c8196745f",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0033002",
      "timestamp": "2025-01-15T07:01:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Cloud storage upload from DMZ-003 to unauthorized account. Process 'stealer_agent.exe' transferring customer PII.",
      "ioc_indicators": [
        "47c08556612e3b489a37ef02d5e3d613",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "DMZ-003",
    "malicious_processes": [
      "stealer_agent.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\stealer_agent.exe.dat"
    ],
    "network_connections": [
      "203.0.113.120:443"
    ],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\stealer_agent.exe"
    ],
    "memory_artifacts": [
      "memory_inject_47c08556",
      "memory_inject_4e44fb31"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.074,
  "step_count": 2,
  "active_threats": [
    "T-G0033-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0033",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.926,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "f8759f18-55eb-481b-9069-409b233300ab",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0033001",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Large data transfer (14.7 GB) to external IP 203.0.113.120 from DMZ-003. Possible exfiltration of trade secrets.",
      "ioc_indicators": [
        "4e44fb31fdeb31ec81cbb23c8196745f",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0033002",
      "timestamp": "2025-01-15T07:01:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Cloud storage upload from DMZ-003 to unauthorized account. Process 'stealer_agent.exe' transferring customer PII.",
      "ioc_indicators": [
        "47c08556612e3b489a37ef02d5e3d613",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "DMZ-002",
    "malicious_processes": [
      "stealer_agent.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\stealer_agent.exe.dat"
    ],
    "network_connections": [
      "203.0.113.120:443"
    ],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\stealer_agent.exe"
    ],
    "memory_artifacts": [
      "memory_inject_47c08556",
      "memory_inject_4e44fb31"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.091,
  "step_count": 3,
  "active_threats": [
    "T-G0033-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0033",
  "total_reward": 0.6,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.909,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "f8759f18-55eb-481b-9069-409b233300ab",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0033001",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Large data transfer (14.7 GB) to external IP 203.0.113.120 from DMZ-003. Possible exfiltration of trade secrets.",
      "ioc_indicators": [
        "4e44fb31fdeb31ec81cbb23c8196745f",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0033002",
      "timestamp": "2025-01-15T07:01:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Cloud storage upload from DMZ-003 to unauthorized account. Process 'stealer_agent.exe' transferring customer PII.",
      "ioc_indicators": [
        "47c08556612e3b489a37ef02d5e3d613",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-001/stealer_agent.exe",
      "result": "Killed 'stealer_agent.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.108,
  "step_count": 4,
  "active_threats": [
    "T-G0033-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0033",
  "total_reward": 0.75,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.892,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "f8759f18-55eb-481b-9069-409b233300ab",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0033001",
      "timestamp": "2025-01-15T06:52:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Large data transfer (14.7 GB) to external IP 203.0.113.120 from DMZ-003. Possible exfiltration of trade secrets.",
      "ioc_indicators": [
        "4e44fb31fdeb31ec81cbb23c8196745f",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0033002",
      "timestamp": "2025-01-15T07:01:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "data_exfiltration",
      "description": "Cloud storage upload from DMZ-003 to unauthorized account. Process 'stealer_agent.exe' transferring customer PII.",
      "ioc_indicators": [
        "47c08556612e3b489a37ef02d5e3d613",
        "203.0.113.120"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['stealer_agent.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-001/stealer_agent.exe",
      "result": "Killed 'stealer_agent.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DMZ-003/stealer_agent.exe",
      "result": "Killed 'stealer_agent.exe' on DMZ-003. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.125,
  "step_count": 5,
  "active_threats": [
    "T-G0033-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0033",
  "total_reward": 0.9,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
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[Assistant] {"type": "kill_process", "hostname": "DMZ-002", "process_name": "stealer_agent.exe"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "47c08556612e3b489a37ef02d5e3d613"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "4e44fb31fdeb31ec81cbb23c8196745f"}

[User]
{
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "203.0.113.120"}

[User]
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      "reward": 0.15
    },
    {
      "step": 6,
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    {
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      "reward": 0.1
    },
    {
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      "reward": 0.15
    }
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0033-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via data_exfiltration", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
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    {
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    },
    {
      "step": 3,
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    {
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    },
    {
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      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DMZ-002/stealer_agent.exe",
      "result": "Killed 'stealer_agent.exe' on DMZ-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:47c08556612e3b489a37ef02d5e3d613",
      "result": "Blocked IOC '47c08556612e3b489a37ef02d5e3d613' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:4e44fb31fdeb31ec81cbb23c8196745f",
      "result": "Blocked IOC '4e44fb31fdeb31ec81cbb23c8196745f' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "block_ioc",
      "target": "ip:203.0.113.120",
      "result": "Blocked IOC '203.0.113.120' (type=ip). Relevant: True",
      "reward": 0.15
    },
    {
      "step": 10,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.553. Threats contained: 1/1. Business impact: 0.12",
      "reward": 0.5525555555555556
    }
  ],
  "business_impact_score": 0.125,
  "step_count": 10,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0033",
  "total_reward": 2.0526,
  "final_score": 0.5526,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.85,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.2222222222222222
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 2 (2 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.875,
    "step_efficiency": 0.9167,
    "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": "8bf1c524-89a6-4c00-aa90-bacdf848f47a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0034001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on EXEC-003. Process 'cloud_upload.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "d1c037e1df3d952eb1efed53a84ef4d5",
        "203.0.113.131"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.03,
  "step_count": 0,
  "active_threats": [
    "T-G0034-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0034",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.97,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "8bf1c524-89a6-4c00-aa90-bacdf848f47a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0034001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on EXEC-003. Process 'cloud_upload.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "d1c037e1df3d952eb1efed53a84ef4d5",
        "203.0.113.131"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "EXEC-005",
    "malicious_processes": [
      "cloud_upload.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\cloud_upload.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\cloud_upload.exe"
    ],
    "memory_artifacts": [
      "memory_inject_d1c037e1"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.046,
  "step_count": 1,
  "active_threats": [
    "T-G0034-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0034",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.954,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "8bf1c524-89a6-4c00-aa90-bacdf848f47a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0034001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on EXEC-003. Process 'cloud_upload.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "d1c037e1df3d952eb1efed53a84ef4d5",
        "203.0.113.131"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "EXEC-002",
    "malicious_processes": [
      "cloud_upload.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\cloud_upload.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\cloud_upload.exe"
    ],
    "memory_artifacts": [
      "memory_inject_d1c037e1"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.062,
  "step_count": 2,
  "active_threats": [
    "T-G0034-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0034",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.938,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "8bf1c524-89a6-4c00-aa90-bacdf848f47a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0034001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on EXEC-003. Process 'cloud_upload.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "d1c037e1df3d952eb1efed53a84ef4d5",
        "203.0.113.131"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": {
    "hostname": "EXEC-003",
    "malicious_processes": [
      "cloud_upload.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\cloud_upload.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\cloud_upload.exe"
    ],
    "memory_artifacts": [
      "memory_inject_d1c037e1"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.078,
  "step_count": 3,
  "active_threats": [
    "T-G0034-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0034",
  "total_reward": 0.6,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.922,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "8bf1c524-89a6-4c00-aa90-bacdf848f47a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0034001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on EXEC-003. Process 'cloud_upload.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "d1c037e1df3d952eb1efed53a84ef4d5",
        "203.0.113.131"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-005/cloud_upload.exe",
      "result": "Killed 'cloud_upload.exe' on EXEC-005. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.094,
  "step_count": 4,
  "active_threats": [
    "T-G0034-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0034",
  "total_reward": 0.75,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.906,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "8bf1c524-89a6-4c00-aa90-bacdf848f47a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0034001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "high",
      "threat_type": "insider_threat",
      "description": "USB mass storage device connected on EXEC-003. Process 'cloud_upload.exe' copying sensitive files to removable media.",
      "ioc_indicators": [
        "d1c037e1df3d952eb1efed53a84ef4d5",
        "203.0.113.131"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 3,
    "isolated_count": 0,
    "online_count": 72
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-005",
      "result": "Forensics on EXEC-005: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['cloud_upload.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-005/cloud_upload.exe",
      "result": "Killed 'cloud_upload.exe' on EXEC-005. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "EXEC-002/cloud_upload.exe",
      "result": "Killed 'cloud_upload.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.11,
  "step_count": 5,
  "active_threats": [
    "T-G0034-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0034",
  "total_reward": 0.9,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 3 (3 compromised) Alerts: 1 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 3",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.89,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "8bf1c524-89a6-4c00-aa90-bacdf848f47a",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0034001",
      "timestamp": "2025-01-15T06:44:00Z",
      "source_host": "EXEC-003",
      "severity": "high",
      "threat_type": "insider_threat",
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "d1c037e1df3d952eb1efed53a84ef4d5"}

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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "203.0.113.131"}

[User]
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0034-001", "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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