[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": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.07,
  "step_count": 0,
  "active_threats": [
    "T-G0005-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0005",
  "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: 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": 0.93,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "WS-057"}

[User]
{
  "done": false,
  "reward": 0.05,
  "metadata": {},
  "episode_id": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-057",
      "result": "Host 'WS-057' not found",
      "reward": 0.05
    }
  ],
  "business_impact_score": 0.089,
  "step_count": 1,
  "active_threats": [
    "T-G0005-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0005",
  "total_reward": 0.05,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 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": 0.911,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "WS-089"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "WS-089",
    "malicious_processes": [
      "lazagne.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\lazagne.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\lazagne.exe"
    ],
    "memory_artifacts": [
      "memory_inject_1be3f041"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-057",
      "result": "Host 'WS-057' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-089",
      "result": "Forensics on WS-089: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.108,
  "step_count": 2,
  "active_threats": [
    "T-G0005-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0005",
  "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: 2 (1 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": 0.892,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "WS-002",
    "malicious_processes": [
      "lazagne.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\lazagne.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\lazagne.exe"
    ],
    "memory_artifacts": [
      "memory_inject_1be3f041"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-057",
      "result": "Host 'WS-057' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-089",
      "result": "Forensics on WS-089: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-002",
      "result": "Forensics on WS-002: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.127,
  "step_count": 3,
  "active_threats": [
    "T-G0005-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0005",
  "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: 2 (1 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": 0.873,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "kill_process", "hostname": "WS-057", "process_name": "lazagne.exe"}

[User]
{
  "done": false,
  "reward": -0.05,
  "metadata": {},
  "episode_id": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-057",
      "result": "Host 'WS-057' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-089",
      "result": "Forensics on WS-089: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-002",
      "result": "Forensics on WS-002: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-057/lazagne.exe",
      "result": "Host 'WS-057' not found",
      "reward": -0.05
    }
  ],
  "business_impact_score": 0.146,
  "step_count": 4,
  "active_threats": [
    "T-G0005-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0005",
  "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: 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": 0.854,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "kill_process", "hostname": "WS-089", "process_name": "lazagne.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-057",
      "result": "Host 'WS-057' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-089",
      "result": "Forensics on WS-089: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-002",
      "result": "Forensics on WS-002: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-057/lazagne.exe",
      "result": "Host 'WS-057' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-089/lazagne.exe",
      "result": "Killed 'lazagne.exe' on WS-089. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.165,
  "step_count": 5,
  "active_threats": [
    "T-G0005-001"
  ],
  "max_steps": 13,
  "task_id": "gen_0005",
  "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: 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": 0.835,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1111
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-057",
      "result": "Host 'WS-057' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-089",
      "result": "Forensics on WS-089: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-002",
      "result": "Forensics on WS-002: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-057/lazagne.exe",
      "result": "Host 'WS-057' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-089/lazagne.exe",
      "result": "Killed 'lazagne.exe' on WS-089. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "WS-002/lazagne.exe",
      "result": "Killed 'lazagne.exe' on WS-002. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.165,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0005",
  "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: 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": 0.835,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "1be3f0414580fc6b78370a0458d91c74"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-057",
      "result": "Host 'WS-057' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-089",
      "result": "Forensics on WS-089: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-002",
      "result": "Forensics on WS-002: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-057/lazagne.exe",
      "result": "Host 'WS-057' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-089/lazagne.exe",
      "result": "Killed 'lazagne.exe' on WS-089. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "WS-002/lazagne.exe",
      "result": "Killed 'lazagne.exe' on WS-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:1be3f0414580fc6b78370a0458d91c74",
      "result": "Blocked IOC '1be3f0414580fc6b78370a0458d91c74' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.165,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0005",
  "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: 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": 0.835,
    "step_efficiency": 0.9423,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "cam.mirai-variant.net"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-057",
      "result": "Host 'WS-057' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-089",
      "result": "Forensics on WS-089: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-002",
      "result": "Forensics on WS-002: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-057/lazagne.exe",
      "result": "Host 'WS-057' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-089/lazagne.exe",
      "result": "Killed 'lazagne.exe' on WS-089. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "WS-002/lazagne.exe",
      "result": "Killed 'lazagne.exe' on WS-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:1be3f0414580fc6b78370a0458d91c74",
      "result": "Blocked IOC '1be3f0414580fc6b78370a0458d91c74' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:cam.mirai-variant.net",
      "result": "Blocked IOC 'cam.mirai-variant.net' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.165,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0005",
  "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: 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": 0.835,
    "step_efficiency": 0.8269,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1111
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0005-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via credential_theft", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.488,
  "metadata": {},
  "episode_id": "94886a93-3dc4-400e-b5f7-ccc9304677fe",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0005001",
      "timestamp": "2025-01-15T06:13:00Z",
      "source_host": "WS-002",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "Kerberos ticket request anomaly on WS-002. Process 'lazagne.exe' attempting ticket manipulation.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0005002",
      "timestamp": "2025-01-15T06:31:00Z",
      "source_host": "WS-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on WS-002. Credential harvesting tool 'lazagne.exe' identified.",
      "ioc_indicators": [
        "1be3f0414580fc6b78370a0458d91c74",
        "cam.mirai-variant.net"
      ],
      "subnet": "corporate",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "WS-057",
      "result": "Host 'WS-057' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "WS-089",
      "result": "Forensics on WS-089: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "WS-002",
      "result": "Forensics on WS-002: compromised=True, procs=['lazagne.exe']",
      "reward": 0.2
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "WS-057/lazagne.exe",
      "result": "Host 'WS-057' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "WS-089/lazagne.exe",
      "result": "Killed 'lazagne.exe' on WS-089. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "WS-002/lazagne.exe",
      "result": "Killed 'lazagne.exe' on WS-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:1be3f0414580fc6b78370a0458d91c74",
      "result": "Blocked IOC '1be3f0414580fc6b78370a0458d91c74' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:cam.mirai-variant.net",
      "result": "Blocked IOC 'cam.mirai-variant.net' (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": 0.165,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 13,
  "task_id": "gen_0005",
  "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: 2 (1 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": 0.835,
    "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": "3b06480d-2978-46ca-9058-08be61558ffb",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0006001",
      "timestamp": "2025-01-15T06:40:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-003. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "791237375b16ee7ce52d613aca936af2",
        "203.0.113.10"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0006002",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-001. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "aac710154701a83e77499512932b7970",
        "203.0.113.10"
      ],
      "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": 0.03,
  "step_count": 0,
  "active_threats": [
    "T-G0006-001"
  ],
  "max_steps": 17,
  "task_id": "gen_0006",
  "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": 0.97,
    "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": "3b06480d-2978-46ca-9058-08be61558ffb",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0006001",
      "timestamp": "2025-01-15T06:40:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-003. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "791237375b16ee7ce52d613aca936af2",
        "203.0.113.10"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0006002",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-001. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "aac710154701a83e77499512932b7970",
        "203.0.113.10"
      ],
      "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": [
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[Assistant] {"type": "run_forensics", "hostname": "DMZ-003"}

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

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

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "aac710154701a83e77499512932b7970"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "791237375b16ee7ce52d613aca936af2"}

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "198.51.100.10"}

[User]
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    {
      "alert_id": "ALERT-G0006002",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-001. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "aac710154701a83e77499512932b7970",
        "203.0.113.10"
      ],
      "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=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-003/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:aac710154701a83e77499512932b7970",
      "result": "Blocked IOC 'aac710154701a83e77499512932b7970' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:791237375b16ee7ce52d613aca936af2",
      "result": "Blocked IOC '791237375b16ee7ce52d613aca936af2' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.10",
      "result": "Blocked IOC '198.51.100.10' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.117,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0006",
  "total_reward": 1.1,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (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": 0.883,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "203.0.113.10"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "3b06480d-2978-46ca-9058-08be61558ffb",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0006001",
      "timestamp": "2025-01-15T06:40:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-003. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "791237375b16ee7ce52d613aca936af2",
        "203.0.113.10"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0006002",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-001. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "aac710154701a83e77499512932b7970",
        "203.0.113.10"
      ],
      "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=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-003/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:aac710154701a83e77499512932b7970",
      "result": "Blocked IOC 'aac710154701a83e77499512932b7970' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:791237375b16ee7ce52d613aca936af2",
      "result": "Blocked IOC '791237375b16ee7ce52d613aca936af2' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.10",
      "result": "Blocked IOC '198.51.100.10' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:203.0.113.10",
      "result": "Blocked IOC '203.0.113.10' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.117,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0006",
  "total_reward": 1.2,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 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": 0.883,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0006-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via cryptomining", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5487,
  "metadata": {},
  "episode_id": "3b06480d-2978-46ca-9058-08be61558ffb",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0006001",
      "timestamp": "2025-01-15T06:40:00Z",
      "source_host": "DMZ-003",
      "severity": "critical",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-003. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "791237375b16ee7ce52d613aca936af2",
        "203.0.113.10"
      ],
      "subnet": "dmz",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0006002",
      "timestamp": "2025-01-15T06:51:00Z",
      "source_host": "DMZ-001",
      "severity": "high",
      "threat_type": "cryptomining",
      "description": "High CPU usage (98%) on DMZ-001. Process 'ethminer.exe' identified as cryptocurrency miner.",
      "ioc_indicators": [
        "aac710154701a83e77499512932b7970",
        "203.0.113.10"
      ],
      "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=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DMZ-003",
      "result": "Forensics on DMZ-003: compromised=True, procs=['ethminer.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "DMZ-001/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-001. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DMZ-003/ethminer.exe",
      "result": "Killed 'ethminer.exe' on DMZ-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:aac710154701a83e77499512932b7970",
      "result": "Blocked IOC 'aac710154701a83e77499512932b7970' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:791237375b16ee7ce52d613aca936af2",
      "result": "Blocked IOC '791237375b16ee7ce52d613aca936af2' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:198.51.100.10",
      "result": "Blocked IOC '198.51.100.10' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "ip:203.0.113.10",
      "result": "Blocked IOC '203.0.113.10' (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": 0.117,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 17,
  "task_id": "gen_0006",
  "total_reward": 1.7487,
  "final_score": 0.5487,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.85,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.16666666666666666
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 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": 0.883,
    "step_efficiency": 0.9559,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}


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

[User]
{
  "done": false,
  "reward": 0.0,
  "metadata": {},
  "episode_id": "547c0e51-cf90-450c-9608-83c63f3e5e1c",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0007001",
      "timestamp": "2025-01-15T06:57:00Z",
      "source_host": "EXEC-003",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on EXEC-003. Credential harvesting tool 'sharphound.exe' identified.",
      "ioc_indicators": [
        "4e65119cd60736dacd1b783a7691aa04",
        "100.64.0.33"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.05,
  "step_count": 0,
  "active_threats": [
    "T-G0007-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0007",
  "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 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.95,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "547c0e51-cf90-450c-9608-83c63f3e5e1c",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0007001",
      "timestamp": "2025-01-15T06:57:00Z",
      "source_host": "EXEC-003",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on EXEC-003. Credential harvesting tool 'sharphound.exe' identified.",
      "ioc_indicators": [
        "4e65119cd60736dacd1b783a7691aa04",
        "100.64.0.33"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "EXEC-003",
    "malicious_processes": [
      "sharphound.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\sharphound.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\sharphound.exe"
    ],
    "memory_artifacts": [
      "memory_inject_4e65119c"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['sharphound.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.069,
  "step_count": 1,
  "active_threats": [
    "T-G0007-001"
  ],
  "max_steps": 12,
  "task_id": "gen_0007",
  "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 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.931,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "547c0e51-cf90-450c-9608-83c63f3e5e1c",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0007001",
      "timestamp": "2025-01-15T06:57:00Z",
      "source_host": "EXEC-003",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on EXEC-003. Credential harvesting tool 'sharphound.exe' identified.",
      "ioc_indicators": [
        "4e65119cd60736dacd1b783a7691aa04",
        "100.64.0.33"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['sharphound.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "EXEC-003/sharphound.exe",
      "result": "Killed 'sharphound.exe' on EXEC-003. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.069,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0007",
  "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 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.931,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "4e65119cd60736dacd1b783a7691aa04"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "547c0e51-cf90-450c-9608-83c63f3e5e1c",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0007001",
      "timestamp": "2025-01-15T06:57:00Z",
      "source_host": "EXEC-003",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on EXEC-003. Credential harvesting tool 'sharphound.exe' identified.",
      "ioc_indicators": [
        "4e65119cd60736dacd1b783a7691aa04",
        "100.64.0.33"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['sharphound.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "EXEC-003/sharphound.exe",
      "result": "Killed 'sharphound.exe' on EXEC-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:4e65119cd60736dacd1b783a7691aa04",
      "result": "Blocked IOC '4e65119cd60736dacd1b783a7691aa04' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.069,
  "step_count": 3,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0007",
  "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 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.5,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.931,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "547c0e51-cf90-450c-9608-83c63f3e5e1c",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0007001",
      "timestamp": "2025-01-15T06:57:00Z",
      "source_host": "EXEC-003",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on EXEC-003. Credential harvesting tool 'sharphound.exe' identified.",
      "ioc_indicators": [
        "4e65119cd60736dacd1b783a7691aa04",
        "100.64.0.33"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['sharphound.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "EXEC-003/sharphound.exe",
      "result": "Killed 'sharphound.exe' on EXEC-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:4e65119cd60736dacd1b783a7691aa04",
      "result": "Blocked IOC '4e65119cd60736dacd1b783a7691aa04' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:100.64.0.33",
      "result": "Blocked IOC '100.64.0.33' (type=ip). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.069,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0007",
  "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 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.931,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0007-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via credential_theft", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5547,
  "metadata": {},
  "episode_id": "547c0e51-cf90-450c-9608-83c63f3e5e1c",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0007001",
      "timestamp": "2025-01-15T06:57:00Z",
      "source_host": "EXEC-003",
      "severity": "medium",
      "threat_type": "credential_theft",
      "description": "SAM database access detected on EXEC-003. Credential harvesting tool 'sharphound.exe' identified.",
      "ioc_indicators": [
        "4e65119cd60736dacd1b783a7691aa04",
        "100.64.0.33"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-003",
      "result": "Forensics on EXEC-003: compromised=True, procs=['sharphound.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "EXEC-003/sharphound.exe",
      "result": "Killed 'sharphound.exe' on EXEC-003. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:4e65119cd60736dacd1b783a7691aa04",
      "result": "Blocked IOC '4e65119cd60736dacd1b783a7691aa04' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "block_ioc",
      "target": "ip:100.64.0.33",
      "result": "Blocked IOC '100.64.0.33' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 5,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.555. Threats contained: 1/1. Business impact: 0.07",
      "reward": 0.5546666666666668
    }
  ],
  "business_impact_score": 0.069,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 12,
  "task_id": "gen_0007",
  "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 (0 critical) IOCs: 2 (0 blocked, 0 enriched) Vulns: 0 Edges: 1",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.931,
    "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": "6e1a2edc-41e2-4f1d-a57f-e8c0025b4954",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0008001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "FIN-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "LSASS memory access detected on FIN-002 \u2014 possible credential dumping via bloodhound_collect.exe.",
      "ioc_indicators": [
        "f988f63ef91f5b191e02f8729676efc7"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.05,
  "step_count": 0,
  "active_threats": [
    "T-G0008-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0008",
  "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: 1 (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": 0.95,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "6e1a2edc-41e2-4f1d-a57f-e8c0025b4954",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0008001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "FIN-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "LSASS memory access detected on FIN-002 \u2014 possible credential dumping via bloodhound_collect.exe.",
      "ioc_indicators": [
        "f988f63ef91f5b191e02f8729676efc7"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "FIN-002",
    "malicious_processes": [
      "bloodhound_collect.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\bloodhound_collect.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\bloodhound_collect.exe"
    ],
    "memory_artifacts": [
      "memory_inject_f988f63e"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-002",
      "result": "Forensics on FIN-002: compromised=True, procs=['bloodhound_collect.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.074,
  "step_count": 1,
  "active_threats": [
    "T-G0008-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0008",
  "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: 1 (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": 0.926,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "6e1a2edc-41e2-4f1d-a57f-e8c0025b4954",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0008001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "FIN-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "LSASS memory access detected on FIN-002 \u2014 possible credential dumping via bloodhound_collect.exe.",
      "ioc_indicators": [
        "f988f63ef91f5b191e02f8729676efc7"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-002",
      "result": "Forensics on FIN-002: compromised=True, procs=['bloodhound_collect.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "FIN-002/bloodhound_collect.exe",
      "result": "Killed 'bloodhound_collect.exe' on FIN-002. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.074,
  "step_count": 2,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0008",
  "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: 1 (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": 0.926,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "f988f63ef91f5b191e02f8729676efc7"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "6e1a2edc-41e2-4f1d-a57f-e8c0025b4954",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0008001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "FIN-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "LSASS memory access detected on FIN-002 \u2014 possible credential dumping via bloodhound_collect.exe.",
      "ioc_indicators": [
        "f988f63ef91f5b191e02f8729676efc7"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-002",
      "result": "Forensics on FIN-002: compromised=True, procs=['bloodhound_collect.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "FIN-002/bloodhound_collect.exe",
      "result": "Killed 'bloodhound_collect.exe' on FIN-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:f988f63ef91f5b191e02f8729676efc7",
      "result": "Blocked IOC 'f988f63ef91f5b191e02f8729676efc7' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.074,
  "step_count": 3,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0008",
  "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: 1 (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": 0.926,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0008-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via credential_theft", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5646,
  "metadata": {},
  "episode_id": "6e1a2edc-41e2-4f1d-a57f-e8c0025b4954",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0008001",
      "timestamp": "2025-01-15T06:07:00Z",
      "source_host": "FIN-002",
      "severity": "critical",
      "threat_type": "credential_theft",
      "description": "LSASS memory access detected on FIN-002 \u2014 possible credential dumping via bloodhound_collect.exe.",
      "ioc_indicators": [
        "f988f63ef91f5b191e02f8729676efc7"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-002",
      "result": "Forensics on FIN-002: compromised=True, procs=['bloodhound_collect.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "kill_process",
      "target": "FIN-002/bloodhound_collect.exe",
      "result": "Killed 'bloodhound_collect.exe' on FIN-002. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 3,
      "action_type": "block_ioc",
      "target": "hash:f988f63ef91f5b191e02f8729676efc7",
      "result": "Blocked IOC 'f988f63ef91f5b191e02f8729676efc7' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 4,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.565. Threats contained: 1/1. Business impact: 0.07",
      "reward": 0.5645555555555556
    }
  ],
  "business_impact_score": 0.074,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0008",
  "total_reward": 1.1146,
  "final_score": 0.5646,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.95,
    "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: 1 (1 compromised) Alerts: 1 (1 critical) IOCs: 1 (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": 0.926,
    "step_efficiency": 1.0,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}