[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": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.06,
  "step_count": 0,
  "active_threats": [
    "T-G0067-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.94,
    "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": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "DMZ-001",
    "malicious_processes": [
      "covenant_grunt.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\covenant_grunt.exe.dat"
    ],
    "network_connections": [
      "198.51.100.110:443"
    ],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\covenant_grunt.exe"
    ],
    "memory_artifacts": [
      "memory_inject_5af85ab6",
      "memory_inject_e4f24963"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.081,
  "step_count": 1,
  "active_threats": [
    "T-G0067-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.919,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "DMZ-002",
    "malicious_processes": [
      "covenant_grunt.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\covenant_grunt.exe.dat"
    ],
    "network_connections": [
      "198.51.100.110:443"
    ],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\covenant_grunt.exe"
    ],
    "memory_artifacts": [
      "memory_inject_5af85ab6",
      "memory_inject_e4f24963"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.102,
  "step_count": 2,
  "active_threats": [
    "T-G0067-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.898,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.123,
  "step_count": 3,
  "active_threats": [
    "T-G0067-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 0.55,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.877,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-002/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-002. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.123,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 0.8,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.877,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "5af85ab69678f8ebf23c1bb9db1b628b"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-002/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:5af85ab69678f8ebf23c1bb9db1b628b",
      "result": "Blocked IOC '5af85ab69678f8ebf23c1bb9db1b628b' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.123,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 0.9,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.25,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.877,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "e4f24963c79d3627bf8d3c21bd41c409"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-002/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:5af85ab69678f8ebf23c1bb9db1b628b",
      "result": "Blocked IOC '5af85ab69678f8ebf23c1bb9db1b628b' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:e4f24963c79d3627bf8d3c21bd41c409",
      "result": "Blocked IOC 'e4f24963c79d3627bf8d3c21bd41c409' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.123,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 1.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.5,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.877,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "198.51.100.110"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-002/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:5af85ab69678f8ebf23c1bb9db1b628b",
      "result": "Blocked IOC '5af85ab69678f8ebf23c1bb9db1b628b' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:e4f24963c79d3627bf8d3c21bd41c409",
      "result": "Blocked IOC 'e4f24963c79d3627bf8d3c21bd41c409' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.110",
      "result": "Blocked IOC '198.51.100.110' (type=ip). Relevant: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.123,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 1.15,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.75,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.877,
    "step_efficiency": 0.9423,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "203.0.113.54"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-002/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:5af85ab69678f8ebf23c1bb9db1b628b",
      "result": "Blocked IOC '5af85ab69678f8ebf23c1bb9db1b628b' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:e4f24963c79d3627bf8d3c21bd41c409",
      "result": "Blocked IOC 'e4f24963c79d3627bf8d3c21bd41c409' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.110",
      "result": "Blocked IOC '198.51.100.110' (type=ip). Relevant: True",
      "reward": 0.15
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:203.0.113.54",
      "result": "Blocked IOC '203.0.113.54' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.123,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 1.25,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.877,
    "step_efficiency": 0.8269,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0067-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via c2_communication", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5487,
  "metadata": {},
  "episode_id": "1765e351-43a1-450d-90ab-745395841b13",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0067001",
      "timestamp": "2025-01-15T06:58:00Z",
      "source_host": "DMZ-002",
      "severity": "critical",
      "threat_type": "c2_communication",
      "description": "DNS tunneling activity from DMZ-002. Suspicious queries to unknown.example.com with encoded payloads.",
      "ioc_indicators": [
        "5af85ab69678f8ebf23c1bb9db1b628b",
        "198.51.100.110"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0067002",
      "timestamp": "2025-01-15T07:33:00Z",
      "source_host": "DMZ-002",
      "severity": "high",
      "threat_type": "c2_communication",
      "description": "Cobalt Strike beacon profile detected on DMZ-002. Process 'covenant_grunt.exe' communicating with 198.51.100.110.",
      "ioc_indicators": [
        "e4f24963c79d3627bf8d3c21bd41c409",
        "203.0.113.54"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-001",
      "result": "Forensics on DMZ-001: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-002",
      "result": "Forensics on DMZ-002: compromised=True, procs=['covenant_grunt.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-002/covenant_grunt.exe",
      "result": "Killed 'covenant_grunt.exe' on DMZ-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:5af85ab69678f8ebf23c1bb9db1b628b",
      "result": "Blocked IOC '5af85ab69678f8ebf23c1bb9db1b628b' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:e4f24963c79d3627bf8d3c21bd41c409",
      "result": "Blocked IOC 'e4f24963c79d3627bf8d3c21bd41c409' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.110",
      "result": "Blocked IOC '198.51.100.110' (type=ip). Relevant: True",
      "reward": 0.15
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:203.0.113.54",
      "result": "Blocked IOC '203.0.113.54' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.549. Threats contained: 1/1. Business impact: 0.12",
      "reward": 0.5486666666666667
    }
  ],
  "business_impact_score": 0.123,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0067",
  "total_reward": 1.7987,
  "final_score": 0.5487,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.85,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.16666666666666666
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 4 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.877,
    "step_efficiency": 0.7115,
    "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": "b59601ee-fc05-4ba9-9f63-b90a3746a49e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0068001",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on DMZ-003. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "ae68dab13d8297d96eb0a5f539ff7950"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.02,
  "step_count": 0,
  "active_threats": [
    "T-G0068-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0068",
  "total_reward": 0.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (1 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.98,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "b59601ee-fc05-4ba9-9f63-b90a3746a49e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0068001",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on DMZ-003. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "ae68dab13d8297d96eb0a5f539ff7950"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "DMZ-003",
    "malicious_processes": [
      "exploit_kernel.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\exploit_kernel.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\exploit_kernel.exe"
    ],
    "memory_artifacts": [
      "memory_inject_7d7a3de5",
      "memory_inject_ae68dab1"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.045,
  "step_count": 1,
  "active_threats": [
    "T-G0068-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0068",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (1 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.955,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "b59601ee-fc05-4ba9-9f63-b90a3746a49e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0068001",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on DMZ-003. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "ae68dab13d8297d96eb0a5f539ff7950"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-003/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.045,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 15,
  "task_id": "gen_0068",
  "total_reward": 0.45,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (1 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.955,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "7d7a3de5110206b835c24fe1bd7b8dc1"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "b59601ee-fc05-4ba9-9f63-b90a3746a49e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0068001",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on DMZ-003. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "ae68dab13d8297d96eb0a5f539ff7950"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-003/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:7d7a3de5110206b835c24fe1bd7b8dc1",
      "result": "Blocked IOC '7d7a3de5110206b835c24fe1bd7b8dc1' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.045,
  "step_count": 3,
  "active_threats": [],
  "max_steps": 15,
  "task_id": "gen_0068",
  "total_reward": 0.55,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (1 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.5,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.955,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "ae68dab13d8297d96eb0a5f539ff7950"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "b59601ee-fc05-4ba9-9f63-b90a3746a49e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0068001",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on DMZ-003. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "ae68dab13d8297d96eb0a5f539ff7950"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-003/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:7d7a3de5110206b835c24fe1bd7b8dc1",
      "result": "Blocked IOC '7d7a3de5110206b835c24fe1bd7b8dc1' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "hash:ae68dab13d8297d96eb0a5f539ff7950",
      "result": "Blocked IOC 'ae68dab13d8297d96eb0a5f539ff7950' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.045,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 15,
  "task_id": "gen_0068",
  "total_reward": 0.65,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (1 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.955,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0068-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via privilege_escalation", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5547,
  "metadata": {},
  "episode_id": "b59601ee-fc05-4ba9-9f63-b90a3746a49e",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0068001",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "privilege_escalation",
      "description": "Token impersonation attack on DMZ-003. Process 'exploit_kernel.exe' obtained domain admin token.",
      "ioc_indicators": [
        "ae68dab13d8297d96eb0a5f539ff7950"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['exploit_kernel.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "DMZ-003/exploit_kernel.exe",
      "result": "Killed 'exploit_kernel.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:7d7a3de5110206b835c24fe1bd7b8dc1",
      "result": "Blocked IOC '7d7a3de5110206b835c24fe1bd7b8dc1' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "hash:ae68dab13d8297d96eb0a5f539ff7950",
      "result": "Blocked IOC 'ae68dab13d8297d96eb0a5f539ff7950' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 5,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.555. Threats contained: 1/1. Business impact: 0.04",
      "reward": 0.5546666666666668
    }
  ],
  "business_impact_score": 0.045,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 15,
  "task_id": "gen_0068",
  "total_reward": 1.2047,
  "final_score": 0.5547,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.9,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.16666666666666666
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 1 (1 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.955,
    "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": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.06,
  "step_count": 0,
  "active_threats": [
    "T-G0069-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0069",
  "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": "DEV-003"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "DEV-003",
    "malicious_processes": [
      "iso_mounter.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\iso_mounter.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\iso_mounter.exe"
    ],
    "memory_artifacts": [
      "memory_inject_5c088cf5"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.08,
  "step_count": 1,
  "active_threats": [
    "T-G0069-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0069",
  "total_reward": 0.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.92,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "run_forensics", "hostname": "DEV-012"}

[User]
{
  "done": false,
  "reward": 0.05,
  "metadata": {},
  "episode_id": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    }
  ],
  "business_impact_score": 0.1,
  "step_count": 2,
  "active_threats": [
    "T-G0069-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0069",
  "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: 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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.9,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "DEV-033",
    "malicious_processes": [
      "iso_mounter.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\iso_mounter.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\iso_mounter.exe"
    ],
    "memory_artifacts": [
      "memory_inject_5c088cf5"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.12,
  "step_count": 3,
  "active_threats": [
    "T-G0069-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0069",
  "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: 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": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.88,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

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

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-003/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-003. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.14,
  "step_count": 4,
  "active_threats": [
    "T-G0069-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0069",
  "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: 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": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.86,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "kill_process", "hostname": "DEV-012", "process_name": "iso_mounter.exe"}

[User]
{
  "done": false,
  "reward": -0.05,
  "metadata": {},
  "episode_id": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-003/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-012/iso_mounter.exe",
      "result": "Host 'DEV-012' not found",
      "reward": -0.05
    }
  ],
  "business_impact_score": 0.16,
  "step_count": 5,
  "active_threats": [
    "T-G0069-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0069",
  "total_reward": 0.55,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (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": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.84,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "kill_process", "hostname": "DEV-033", "process_name": "iso_mounter.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-003/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-012/iso_mounter.exe",
      "result": "Host 'DEV-012' not found",
      "reward": -0.05
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DEV-033/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-033. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.16,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0069",
  "total_reward": 0.8,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (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": 0.0,
    "forensic_investigation": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.84,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "5c088cf5c43625afe839dd4e4fe5c136"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-003/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-012/iso_mounter.exe",
      "result": "Host 'DEV-012' not found",
      "reward": -0.05
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DEV-033/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-033. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:5c088cf5c43625afe839dd4e4fe5c136",
      "result": "Blocked IOC '5c088cf5c43625afe839dd4e4fe5c136' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.16,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0069",
  "total_reward": 0.9,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (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": 0.5,
    "forensic_investigation": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.84,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "192.0.2.43"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-003/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-012/iso_mounter.exe",
      "result": "Host 'DEV-012' not found",
      "reward": -0.05
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DEV-033/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-033. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:5c088cf5c43625afe839dd4e4fe5c136",
      "result": "Blocked IOC '5c088cf5c43625afe839dd4e4fe5c136' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:192.0.2.43",
      "result": "Blocked IOC '192.0.2.43' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.16,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0069",
  "total_reward": 1.0,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (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": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.84,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0069-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via phishing", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.488,
  "metadata": {},
  "episode_id": "4d19bcdf-4a74-4480-8919-be2608b05fb3",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0069001",
      "timestamp": "2025-01-15T06:32:00Z",
      "source_host": "DEV-003",
      "severity": "high",
      "threat_type": "phishing",
      "description": "Macro-enabled document opened on DEV-003. Outbound connection to unknown.example.com detected.",
      "ioc_indicators": [
        "5c088cf5c43625afe839dd4e4fe5c136",
        "192.0.2.43"
      ],
      "subnet": "engineering",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-003",
      "result": "Forensics on DEV-003: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-033",
      "result": "Forensics on DEV-033: compromised=True, procs=['iso_mounter.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-003/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-003. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-012/iso_mounter.exe",
      "result": "Host 'DEV-012' not found",
      "reward": -0.05
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DEV-033/iso_mounter.exe",
      "result": "Killed 'iso_mounter.exe' on DEV-033. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:5c088cf5c43625afe839dd4e4fe5c136",
      "result": "Blocked IOC '5c088cf5c43625afe839dd4e4fe5c136' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:192.0.2.43",
      "result": "Blocked IOC '192.0.2.43' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.488. Threats contained: 1/1. Business impact: 0.16",
      "reward": 0.48800000000000004
    }
  ],
  "business_impact_score": 0.16,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0069",
  "total_reward": 1.488,
  "final_score": 0.488,
  "grade_breakdown": {
    "threat_containment": 0.6666666666666666,
    "ioc_blocking": 0.9,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.16666666666666666
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 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": 0.6667,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.84,
    "step_efficiency": 1.0,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}