[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": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.05,
  "step_count": 0,
  "active_threats": [
    "T-G0024-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0024",
  "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": "DEV-018"}

[User]
{
  "done": false,
  "reward": 0.05,
  "metadata": {},
  "episode_id": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-018",
      "result": "Host 'DEV-018' not found",
      "reward": 0.05
    }
  ],
  "business_impact_score": 0.07,
  "step_count": 1,
  "active_threats": [
    "T-G0024-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0024",
  "total_reward": 0.05,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 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": 0.93,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

[Assistant] {"type": "run_forensics", "hostname": "DEV-032"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": {
    "hostname": "DEV-032",
    "malicious_processes": [
      "juicy_potato.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\juicy_potato.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\juicy_potato.exe"
    ],
    "memory_artifacts": [
      "memory_inject_5e15c6b4",
      "memory_inject_f1ba90c1"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-018",
      "result": "Host 'DEV-018' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-032",
      "result": "Forensics on DEV-032: compromised=True, procs=['juicy_potato.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.09,
  "step_count": 2,
  "active_threats": [
    "T-G0024-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0024",
  "total_reward": 0.25,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.91,
    "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": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-018",
      "result": "Host 'DEV-018' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-032",
      "result": "Forensics on DEV-032: compromised=True, procs=['juicy_potato.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    }
  ],
  "business_impact_score": 0.11,
  "step_count": 3,
  "active_threats": [
    "T-G0024-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0024",
  "total_reward": 0.3,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.89,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "kill_process", "hostname": "DEV-018", "process_name": "juicy_potato.exe"}

[User]
{
  "done": false,
  "reward": -0.05,
  "metadata": {},
  "episode_id": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-018",
      "result": "Host 'DEV-018' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-032",
      "result": "Forensics on DEV-032: compromised=True, procs=['juicy_potato.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-018/juicy_potato.exe",
      "result": "Host 'DEV-018' not found",
      "reward": -0.05
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 4,
  "active_threats": [
    "T-G0024-001"
  ],
  "max_steps": 14,
  "task_id": "gen_0024",
  "total_reward": 0.25,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 1 (1 compromised) Alerts: 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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.87,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "kill_process", "hostname": "DEV-032", "process_name": "juicy_potato.exe"}

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-018",
      "result": "Host 'DEV-018' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-032",
      "result": "Forensics on DEV-032: compromised=True, procs=['juicy_potato.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-018/juicy_potato.exe",
      "result": "Host 'DEV-018' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-032/juicy_potato.exe",
      "result": "Killed 'juicy_potato.exe' on DEV-032. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0024",
  "total_reward": 0.5,
  "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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.87,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.0556
  }
}

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

[User]
{
  "done": false,
  "reward": -0.05,
  "metadata": {},
  "episode_id": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-018",
      "result": "Host 'DEV-018' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-032",
      "result": "Forensics on DEV-032: compromised=True, procs=['juicy_potato.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-018/juicy_potato.exe",
      "result": "Host 'DEV-018' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-032/juicy_potato.exe",
      "result": "Killed 'juicy_potato.exe' on DEV-032. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DEV-012/juicy_potato.exe",
      "result": "Host 'DEV-012' not found",
      "reward": -0.05
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0024",
  "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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.87,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "5e15c6b42dfc14026493a414a522feab"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-018",
      "result": "Host 'DEV-018' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-032",
      "result": "Forensics on DEV-032: compromised=True, procs=['juicy_potato.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-018/juicy_potato.exe",
      "result": "Host 'DEV-018' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-032/juicy_potato.exe",
      "result": "Killed 'juicy_potato.exe' on DEV-032. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DEV-012/juicy_potato.exe",
      "result": "Host 'DEV-012' not found",
      "reward": -0.05
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:5e15c6b42dfc14026493a414a522feab",
      "result": "Blocked IOC '5e15c6b42dfc14026493a414a522feab' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 7,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0024",
  "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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.87,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "f1ba90c18be3a2e985078bb2e33ce5b6"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-018",
      "result": "Host 'DEV-018' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-032",
      "result": "Forensics on DEV-032: compromised=True, procs=['juicy_potato.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-018/juicy_potato.exe",
      "result": "Host 'DEV-018' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-032/juicy_potato.exe",
      "result": "Killed 'juicy_potato.exe' on DEV-032. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DEV-012/juicy_potato.exe",
      "result": "Host 'DEV-012' not found",
      "reward": -0.05
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:5e15c6b42dfc14026493a414a522feab",
      "result": "Blocked IOC '5e15c6b42dfc14026493a414a522feab' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:f1ba90c18be3a2e985078bb2e33ce5b6",
      "result": "Blocked IOC 'f1ba90c18be3a2e985078bb2e33ce5b6' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0024",
  "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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.87,
    "step_efficiency": 0.8929,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.0556
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0024-001", "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": 0.4155,
  "metadata": {},
  "episode_id": "bc5a2b56-9a54-4f12-8ebc-35cfd07538a7",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0024001",
      "timestamp": "2025-01-15T06:19:00Z",
      "source_host": "DEV-032",
      "severity": "high",
      "threat_type": "privilege_escalation",
      "description": "UAC bypass detected on DEV-032. Process 'juicy_potato.exe' elevated to admin without user consent.",
      "ioc_indicators": [
        "5e15c6b42dfc14026493a414a522feab"
      ],
      "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": 1,
    "isolated_count": 0,
    "online_count": 74
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "DEV-018",
      "result": "Host 'DEV-018' not found",
      "reward": 0.05
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "DEV-032",
      "result": "Forensics on DEV-032: compromised=True, procs=['juicy_potato.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "run_forensics",
      "target": "DEV-012",
      "result": "Host 'DEV-012' not found",
      "reward": 0.05
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "DEV-018/juicy_potato.exe",
      "result": "Host 'DEV-018' not found",
      "reward": -0.05
    },
    {
      "step": 5,
      "action_type": "kill_process",
      "target": "DEV-032/juicy_potato.exe",
      "result": "Killed 'juicy_potato.exe' on DEV-032. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 6,
      "action_type": "kill_process",
      "target": "DEV-012/juicy_potato.exe",
      "result": "Host 'DEV-012' not found",
      "reward": -0.05
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "hash:5e15c6b42dfc14026493a414a522feab",
      "result": "Blocked IOC '5e15c6b42dfc14026493a414a522feab' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "block_ioc",
      "target": "hash:f1ba90c18be3a2e985078bb2e33ce5b6",
      "result": "Blocked IOC 'f1ba90c18be3a2e985078bb2e33ce5b6' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 9,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.415. Threats contained: 1/1. Business impact: 0.13",
      "reward": 0.4155
    }
  ],
  "business_impact_score": 0.13,
  "step_count": 9,
  "active_threats": [],
  "max_steps": 14,
  "task_id": "gen_0024",
  "total_reward": 1.0655,
  "final_score": 0.4155,
  "grade_breakdown": {
    "threat_containment": 0.3333333333333333,
    "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": 0.08333333333333333
  },
  "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": 0.3333,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.87,
    "step_efficiency": 0.7857,
    "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": "fd7073ba-c6cb-45af-8449-d3d216fed6a2",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0025001",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "FIN-009",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to FIN-009 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "23ca978ead926f7227f21145e0e7d755"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.03,
  "step_count": 0,
  "active_threats": [
    "T-G0025-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0025",
  "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: 1 (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": "FIN-010"}

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "fd7073ba-c6cb-45af-8449-d3d216fed6a2",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0025001",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "FIN-009",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to FIN-009 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "23ca978ead926f7227f21145e0e7d755"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "FIN-010",
    "malicious_processes": [
      "psexec_svc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\psexec_svc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\psexec_svc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_23ca978e"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-010",
      "result": "Forensics on FIN-010: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.042,
  "step_count": 1,
  "active_threats": [
    "T-G0025-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0025",
  "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: 1 (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": 0.958,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "fd7073ba-c6cb-45af-8449-d3d216fed6a2",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0025001",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "FIN-009",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to FIN-009 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "23ca978ead926f7227f21145e0e7d755"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "FIN-009",
    "malicious_processes": [
      "psexec_svc.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\psexec_svc.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\psexec_svc.exe"
    ],
    "memory_artifacts": [
      "memory_inject_23ca978e"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-010",
      "result": "Forensics on FIN-010: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.054,
  "step_count": 2,
  "active_threats": [
    "T-G0025-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0025",
  "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: 1 (0 critical) IOCs: 1 (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": 0.946,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "kill_process", "hostname": "FIN-010", "process_name": "psexec_svc.exe"}

[User]
{
  "done": false,
  "reward": 0.15,
  "metadata": {},
  "episode_id": "fd7073ba-c6cb-45af-8449-d3d216fed6a2",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0025001",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "FIN-009",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to FIN-009 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "23ca978ead926f7227f21145e0e7d755"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-010",
      "result": "Forensics on FIN-010: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-010/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on FIN-010. Malicious: True",
      "reward": 0.15
    }
  ],
  "business_impact_score": 0.066,
  "step_count": 3,
  "active_threats": [
    "T-G0025-001"
  ],
  "max_steps": 18,
  "task_id": "gen_0025",
  "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: 1 (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": 0.934,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.1667
  }
}

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

[User]
{
  "done": false,
  "reward": 0.25,
  "metadata": {},
  "episode_id": "fd7073ba-c6cb-45af-8449-d3d216fed6a2",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0025001",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "FIN-009",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to FIN-009 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "23ca978ead926f7227f21145e0e7d755"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-010",
      "result": "Forensics on FIN-010: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-010/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on FIN-010. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-009/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on FIN-009. Malicious: True",
      "reward": 0.25
    }
  ],
  "business_impact_score": 0.066,
  "step_count": 4,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0025",
  "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: 1 (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": 0.934,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "23ca978ead926f7227f21145e0e7d755"}

[User]
{
  "done": false,
  "reward": 0.1,
  "metadata": {},
  "episode_id": "fd7073ba-c6cb-45af-8449-d3d216fed6a2",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0025001",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "FIN-009",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to FIN-009 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "23ca978ead926f7227f21145e0e7d755"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-010",
      "result": "Forensics on FIN-010: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-010/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on FIN-010. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-009/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on FIN-009. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:23ca978ead926f7227f21145e0e7d755",
      "result": "Blocked IOC '23ca978ead926f7227f21145e0e7d755' (type=hash). Relevant: True",
      "reward": 0.1
    }
  ],
  "business_impact_score": 0.066,
  "step_count": 5,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0025",
  "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: 1 (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": 0.934,
    "step_efficiency": 1.0,
    "plan_coverage": 0.5,
    "plan_evidence_quality": 0.1667
  }
}

[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0025-001", "actions_taken": ["run_forensics", "kill_process", "block_ioc"], "root_cause": "Initial access via lateral_movement", "confidence": 0.95}], "executive_summary": "All threats contained. Malicious processes killed, IOCs blocked, forensics completed."}

[User]
{
  "done": true,
  "reward": 0.5677,
  "metadata": {},
  "episode_id": "fd7073ba-c6cb-45af-8449-d3d216fed6a2",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0025001",
      "timestamp": "2025-01-15T06:28:00Z",
      "source_host": "FIN-009",
      "severity": "high",
      "threat_type": "lateral_movement",
      "description": "Suspicious RDP login to FIN-009 from compromised source using admin credentials. Process 'psexec_svc.exe' spawned.",
      "ioc_indicators": [
        "23ca978ead926f7227f21145e0e7d755"
      ],
      "subnet": "finance",
      "is_acknowledged": false
    }
  ],
  "network_topology": {
    "total_hosts": 75,
    "subnets": {
      "corporate": 23,
      "engineering": 12,
      "finance": 12,
      "dmz": 3,
      "datacenter": 20,
      "executive": 5
    },
    "compromised_count": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "FIN-010",
      "result": "Forensics on FIN-010: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "FIN-009",
      "result": "Forensics on FIN-009: compromised=True, procs=['psexec_svc.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "FIN-010/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on FIN-010. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "FIN-009/psexec_svc.exe",
      "result": "Killed 'psexec_svc.exe' on FIN-009. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:23ca978ead926f7227f21145e0e7d755",
      "result": "Blocked IOC '23ca978ead926f7227f21145e0e7d755' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.568. Threats contained: 1/1. Business impact: 0.07",
      "reward": 0.5676666666666668
    }
  ],
  "business_impact_score": 0.066,
  "step_count": 6,
  "active_threats": [],
  "max_steps": 18,
  "task_id": "gen_0025",
  "total_reward": 1.4677,
  "final_score": 0.5677,
  "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": 0.26666666666666666
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 1 (0 critical) IOCs: 1 (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": 0.934,
    "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": "2b7e78bb-f84f-4212-b5e4-8c1da045619d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0026001",
      "timestamp": "2025-01-15T06:48:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "phishing",
      "description": "User on EXEC-002 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from tor.exit-node-c2.net.",
      "ioc_indicators": [
        "a8b21d53b8cadd565e6d92678acce468",
        "tor.exit-node-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0026002",
      "timestamp": "2025-01-15T07:09:00Z",
      "source_host": "EXEC-004",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-004 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from tor.exit-node-c2.net.",
      "ioc_indicators": [
        "770f9e0072d366f710113aa22a52e858",
        "tor.exit-node-c2.net"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [],
  "business_impact_score": 0.04,
  "step_count": 0,
  "active_threats": [
    "T-G0026-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0026",
  "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: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.96,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "2b7e78bb-f84f-4212-b5e4-8c1da045619d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0026001",
      "timestamp": "2025-01-15T06:48:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "phishing",
      "description": "User on EXEC-002 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from tor.exit-node-c2.net.",
      "ioc_indicators": [
        "a8b21d53b8cadd565e6d92678acce468",
        "tor.exit-node-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0026002",
      "timestamp": "2025-01-15T07:09:00Z",
      "source_host": "EXEC-004",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-004 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from tor.exit-node-c2.net.",
      "ioc_indicators": [
        "770f9e0072d366f710113aa22a52e858",
        "tor.exit-node-c2.net"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "EXEC-002",
    "malicious_processes": [
      "pdf_exploit.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\pdf_exploit.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\pdf_exploit.exe"
    ],
    "memory_artifacts": [
      "memory_inject_770f9e00",
      "memory_inject_a8b21d53"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.051,
  "step_count": 1,
  "active_threats": [
    "T-G0026-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0026",
  "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: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 0.0,
    "ioc_blocking": 0.0,
    "forensic_investigation": 0.5,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.949,
    "step_efficiency": 1.0,
    "plan_coverage": 0.0,
    "plan_evidence_quality": 0.0833
  }
}

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

[User]
{
  "done": false,
  "reward": 0.2,
  "metadata": {},
  "episode_id": "2b7e78bb-f84f-4212-b5e4-8c1da045619d",
  "alert_queue": [
    {
      "alert_id": "ALERT-G0026001",
      "timestamp": "2025-01-15T06:48:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "phishing",
      "description": "User on EXEC-002 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from tor.exit-node-c2.net.",
      "ioc_indicators": [
        "a8b21d53b8cadd565e6d92678acce468",
        "tor.exit-node-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0026002",
      "timestamp": "2025-01-15T07:09:00Z",
      "source_host": "EXEC-004",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-004 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from tor.exit-node-c2.net.",
      "ioc_indicators": [
        "770f9e0072d366f710113aa22a52e858",
        "tor.exit-node-c2.net"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": {
    "hostname": "EXEC-004",
    "malicious_processes": [
      "pdf_exploit.exe"
    ],
    "suspicious_files": [
      "C:\\Windows\\Temp\\pdf_exploit.exe.dat"
    ],
    "network_connections": [],
    "registry_modifications": [
      "HKLM\\Software\\Microsoft\\Windows\\CurrentVersion\\Run\\pdf_exploit.exe"
    ],
    "memory_artifacts": [
      "memory_inject_770f9e00",
      "memory_inject_a8b21d53"
    ],
    "is_compromised": true
  },
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    }
  ],
  "business_impact_score": 0.062,
  "step_count": 2,
  "active_threats": [
    "T-G0026-001"
  ],
  "max_steps": 15,
  "task_id": "gen_0026",
  "total_reward": 0.4,
  "final_score": null,
  "grade_breakdown": null,
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
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[Assistant] {"type": "kill_process", "hostname": "EXEC-002", "process_name": "pdf_exploit.exe"}

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

[User]
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "770f9e0072d366f710113aa22a52e858"}

[User]
{
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[Assistant] {"type": "block_ioc", "ioc_type": "hash", "ioc_value": "a8b21d53b8cadd565e6d92678acce468"}

[User]
{
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    {
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    },
    {
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      "action_type": "block_ioc",
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[Assistant] {"type": "block_ioc", "ioc_type": "ip", "ioc_value": "tor.exit-node-c2.net"}

[User]
{
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    {
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    },
    {
      "step": 2,
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    },
    {
      "step": 3,
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      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-004/pdf_exploit.exe",
      "result": "Killed 'pdf_exploit.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
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      "target": "hash:770f9e0072d366f710113aa22a52e858",
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    {
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      "reward": 0.1
    },
    {
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      "action_type": "block_ioc",
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    }
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[Assistant] {"type": "submit_containment_plan", "plan": [{"threat_id": "T-G0026-001", "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]
{
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      "alert_id": "ALERT-G0026001",
      "timestamp": "2025-01-15T06:48:00Z",
      "source_host": "EXEC-002",
      "severity": "critical",
      "threat_type": "phishing",
      "description": "User on EXEC-002 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from tor.exit-node-c2.net.",
      "ioc_indicators": [
        "a8b21d53b8cadd565e6d92678acce468",
        "tor.exit-node-c2.net"
      ],
      "subnet": "executive",
      "is_acknowledged": false
    },
    {
      "alert_id": "ALERT-G0026002",
      "timestamp": "2025-01-15T07:09:00Z",
      "source_host": "EXEC-004",
      "severity": "high",
      "threat_type": "phishing",
      "description": "User on EXEC-004 clicked suspicious link in email. pdf_exploit.exe execution detected downloading payload from tor.exit-node-c2.net.",
      "ioc_indicators": [
        "770f9e0072d366f710113aa22a52e858",
        "tor.exit-node-c2.net"
      ],
      "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": 2,
    "isolated_count": 0,
    "online_count": 73
  },
  "host_forensics": null,
  "timeline": [
    {
      "step": 1,
      "action_type": "run_forensics",
      "target": "EXEC-002",
      "result": "Forensics on EXEC-002: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    },
    {
      "step": 2,
      "action_type": "run_forensics",
      "target": "EXEC-004",
      "result": "Forensics on EXEC-004: compromised=True, procs=['pdf_exploit.exe']",
      "reward": 0.2
    },
    {
      "step": 3,
      "action_type": "kill_process",
      "target": "EXEC-002/pdf_exploit.exe",
      "result": "Killed 'pdf_exploit.exe' on EXEC-002. Malicious: True",
      "reward": 0.15
    },
    {
      "step": 4,
      "action_type": "kill_process",
      "target": "EXEC-004/pdf_exploit.exe",
      "result": "Killed 'pdf_exploit.exe' on EXEC-004. Malicious: True",
      "reward": 0.25
    },
    {
      "step": 5,
      "action_type": "block_ioc",
      "target": "hash:770f9e0072d366f710113aa22a52e858",
      "result": "Blocked IOC '770f9e0072d366f710113aa22a52e858' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 6,
      "action_type": "block_ioc",
      "target": "hash:a8b21d53b8cadd565e6d92678acce468",
      "result": "Blocked IOC 'a8b21d53b8cadd565e6d92678acce468' (type=hash). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 7,
      "action_type": "block_ioc",
      "target": "ip:tor.exit-node-c2.net",
      "result": "Blocked IOC 'tor.exit-node-c2.net' (type=ip). Relevant: True",
      "reward": 0.1
    },
    {
      "step": 8,
      "action_type": "submit_containment_plan",
      "target": "1 entries",
      "result": "Containment plan submitted. Grade: 0.550. Threats contained: 1/1. Business impact: 0.07",
      "reward": 0.5503333333333333
    }
  ],
  "business_impact_score": 0.073,
  "step_count": 8,
  "active_threats": [],
  "max_steps": 15,
  "task_id": "gen_0026",
  "total_reward": 1.6503,
  "final_score": 0.5503,
  "grade_breakdown": {
    "threat_containment": 1.0,
    "ioc_blocking": 0.85,
    "forensic_investigation": 0.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 1.0,
    "step_efficiency": 0.5,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.19047619047619047
  },
  "correlation_results": null,
  "ioc_enrichment": null,
  "vulnerability_results": null,
  "playbook_result": null,
  "threat_graph_summary": "Hosts: 2 (2 compromised) Alerts: 2 (1 critical) IOCs: 3 (0 blocked, 0 enriched) Vulns: 0 Edges: 2",
  "available_playbooks": [
    "ransomware_containment",
    "c2_disruption",
    "lateral_movement_lockdown",
    "phishing_response",
    "data_exfil_stop"
  ],
  "reward_dimensions": {
    "threat_containment": 1.0,
    "ioc_blocking": 1.0,
    "forensic_investigation": 1.0,
    "siem_correlation": 0.0,
    "threat_intel_usage": 0.0,
    "vuln_root_cause": 0.0,
    "business_impact": 0.927,
    "step_efficiency": 0.95,
    "plan_coverage": 1.0,
    "plan_evidence_quality": 0.95
  }
}