Instruction: Answer question

Input: How does escalation procedures work?

Output:
{
  "critical_finding": {
    "definition": "Immediate risk to organization",
    "examples": [
      "RCE on internet-facing system",
      "Domain admin compromise",
      "Data breach in progress",
      "Ransomware deployment capability"
    ],
    "action": "Immediate notification to client"
  },
  "high_impact": {
    "notification": "Within 4 hours",
    "examples": [
      "SQL injection in production",
      "Authentication bypass",
      "Sensitive data exposure"
    ]
  },
  "standard": {
    "notification": "Daily report",
    "documentation": "Full details in final report"
  }
}


Instruction: Answer question

Input: Describe escalation procedures

Output:
{
  "critical_finding": {
    "definition": "Immediate risk to organization",
    "examples": [
      "RCE on internet-facing system",
      "Domain admin compromise",
      "Data breach in progress",
      "Ransomware deployment capability"
    ],
    "action": "Immediate notification to client"
  },
  "high_impact": {
    "notification": "Within 4 hours",
    "examples": [
      "SQL injection in production",
      "Authentication bypass",
      "Sensitive data exposure"
    ]
  },
  "standard": {
    "notification": "Daily report",
    "documentation": "Full details in final report"
  }
}


Instruction: Answer question

Input: What is decision trees?

Output:
{
  "initial_compromise": {
    "start": "Identify target type",
    "branches": {
      "web_application": {
        "check": "Is authentication required?",
        "yes": {
          "actions": [
            "Test for default credentials",
            "Check for SQL injection",
            "Test for authentication bypass",
            "Attempt password spraying"
          ]
        },
        "no": {
          "actions": [
            "Enumerate all functionality",
            "Test for injection vulnerabilities",
            "Check for information disclosure",
            "Test access controls"
          ]
        }
      },
      "network_service": {
        "check": "Is service version known?",
        "yes": {
          "actions": [
            "Search for known exploits",
            "Test exploits in order of reliability",
            "Fall back to credential attacks"
          ]
        },
        "no": {
          "actions": [
            "Fingerprint service",
            "Fuzz for vulnerabilities",
            "Test for default credentials"
          ]
        }
      }
    }
  },
  "post_exploitation": {
    "immediate_priorities": [
      {
        "action": "Establish persistence",
        "condition": "If long-term access needed"
      },
      {
        "action": "Escalate privileges",
        "condition": "If not already elevated"
      },
      {
        "action": "Enumerate network",
        "condition": "Always"
      },
      {
        "action": "Identify security controls",
        "condition": "Always"
      }
    ],
    "lateral_movement_decision": {
      "factors": [
        "Current privilege level",
        "Available credentials",
        "Network visibility",
        "Security monitoring level"
      ],
      "selection_algorithm": "Choose path with highest success probability and lowest detection risk"
    }
  },
  "objective_completion": {
    "data_theft": {
      "steps": [
        "Identify data locations",
        "Check access p


Instruction: Answer question

Input: Explain decision trees

Output:
{
  "initial_compromise": {
    "start": "Identify target type",
    "branches": {
      "web_application": {
        "check": "Is authentication required?",
        "yes": {
          "actions": [
            "Test for default credentials",
            "Check for SQL injection",
            "Test for authentication bypass",
            "Attempt password spraying"
          ]
        },
        "no": {
          "actions": [
            "Enumerate all functionality",
            "Test for injection vulnerabilities",
            "Check for information disclosure",
            "Test access controls"
          ]
        }
      },
      "network_service": {
        "check": "Is service version known?",
        "yes": {
          "actions": [
            "Search for known exploits",
            "Test exploits in order of reliability",
            "Fall back to credential attacks"
          ]
        },
        "no": {
          "actions": [
            "Fingerprint service",
            "Fuzz for vulnerabilities",
            "Test for default credentials"
          ]
        }
      }
    }
  },
  "post_exploitation": {
    "immediate_priorities": [
      {
        "action": "Establish persistence",
        "condition": "If long-term access needed"
      },
      {
        "action": "Escalate privileges",
        "condition": "If not already elevated"
      },
      {
        "action": "Enumerate network",
        "condition": "Always"
      },
      {
        "action": "Identify security controls",
        "condition": "Always"
      }
    ],
    "lateral_movement_decision": {
      "factors": [
        "Current privilege level",
        "Available credentials",
        "Network visibility",
        "Security monitoring level"
      ],
      "selection_algorithm": "Choose path with highest success probability and lowest detection risk"
    }
  },
  "objective_completion": {
    "data_theft": {
      "steps": [
        "Identify data locations",
        "Check access p


Instruction: Answer question

Input: Tell me about decision trees

Output:
{
  "initial_compromise": {
    "start": "Identify target type",
    "branches": {
      "web_application": {
        "check": "Is authentication required?",
        "yes": {
          "actions": [
            "Test for default credentials",
            "Check for SQL injection",
            "Test for authentication bypass",
            "Attempt password spraying"
          ]
        },
        "no": {
          "actions": [
            "Enumerate all functionality",
            "Test for injection vulnerabilities",
            "Check for information disclosure",
            "Test access controls"
          ]
        }
      },
      "network_service": {
        "check": "Is service version known?",
        "yes": {
          "actions": [
            "Search for known exploits",
            "Test exploits in order of reliability",
            "Fall back to credential attacks"
          ]
        },
        "no": {
          "actions": [
            "Fingerprint service",
            "Fuzz for vulnerabilities",
            "Test for default credentials"
          ]
        }
      }
    }
  },
  "post_exploitation": {
    "immediate_priorities": [
      {
        "action": "Establish persistence",
        "condition": "If long-term access needed"
      },
      {
        "action": "Escalate privileges",
        "condition": "If not already elevated"
      },
      {
        "action": "Enumerate network",
        "condition": "Always"
      },
      {
        "action": "Identify security controls",
        "condition": "Always"
      }
    ],
    "lateral_movement_decision": {
      "factors": [
        "Current privilege level",
        "Available credentials",
        "Network visibility",
        "Security monitoring level"
      ],
      "selection_algorithm": "Choose path with highest success probability and lowest detection risk"
    }
  },
  "objective_completion": {
    "data_theft": {
      "steps": [
        "Identify data locations",
        "Check access p


Instruction: Answer question

Input: How does decision trees work?

Output:
{
  "initial_compromise": {
    "start": "Identify target type",
    "branches": {
      "web_application": {
        "check": "Is authentication required?",
        "yes": {
          "actions": [
            "Test for default credentials",
            "Check for SQL injection",
            "Test for authentication bypass",
            "Attempt password spraying"
          ]
        },
        "no": {
          "actions": [
            "Enumerate all functionality",
            "Test for injection vulnerabilities",
            "Check for information disclosure",
            "Test access controls"
          ]
        }
      },
      "network_service": {
        "check": "Is service version known?",
        "yes": {
          "actions": [
            "Search for known exploits",
            "Test exploits in order of reliability",
            "Fall back to credential attacks"
          ]
        },
        "no": {
          "actions": [
            "Fingerprint service",
            "Fuzz for vulnerabilities",
            "Test for default credentials"
          ]
        }
      }
    }
  },
  "post_exploitation": {
    "immediate_priorities": [
      {
        "action": "Establish persistence",
        "condition": "If long-term access needed"
      },
      {
        "action": "Escalate privileges",
        "condition": "If not already elevated"
      },
      {
        "action": "Enumerate network",
        "condition": "Always"
      },
      {
        "action": "Identify security controls",
        "condition": "Always"
      }
    ],
    "lateral_movement_decision": {
      "factors": [
        "Current privilege level",
        "Available credentials",
        "Network visibility",
        "Security monitoring level"
      ],
      "selection_algorithm": "Choose path with highest success probability and lowest detection risk"
    }
  },
  "objective_completion": {
    "data_theft": {
      "steps": [
        "Identify data locations",
        "Check access p


Instruction: Answer question

Input: Describe decision trees

Output:
{
  "initial_compromise": {
    "start": "Identify target type",
    "branches": {
      "web_application": {
        "check": "Is authentication required?",
        "yes": {
          "actions": [
            "Test for default credentials",
            "Check for SQL injection",
            "Test for authentication bypass",
            "Attempt password spraying"
          ]
        },
        "no": {
          "actions": [
            "Enumerate all functionality",
            "Test for injection vulnerabilities",
            "Check for information disclosure",
            "Test access controls"
          ]
        }
      },
      "network_service": {
        "check": "Is service version known?",
        "yes": {
          "actions": [
            "Search for known exploits",
            "Test exploits in order of reliability",
            "Fall back to credential attacks"
          ]
        },
        "no": {
          "actions": [
            "Fingerprint service",
            "Fuzz for vulnerabilities",
            "Test for default credentials"
          ]
        }
      }
    }
  },
  "post_exploitation": {
    "immediate_priorities": [
      {
        "action": "Establish persistence",
        "condition": "If long-term access needed"
      },
      {
        "action": "Escalate privileges",
        "condition": "If not already elevated"
      },
      {
        "action": "Enumerate network",
        "condition": "Always"
      },
      {
        "action": "Identify security controls",
        "condition": "Always"
      }
    ],
    "lateral_movement_decision": {
      "factors": [
        "Current privilege level",
        "Available credentials",
        "Network visibility",
        "Security monitoring level"
      ],
      "selection_algorithm": "Choose path with highest success probability and lowest detection risk"
    }
  },
  "objective_completion": {
    "data_theft": {
      "steps": [
        "Identify data locations",
        "Check access p


Instruction: Answer question

Input: What is autonomous operations?

Output:
{
  "enabled_capabilities": [
    "Automated reconnaissance",
    "Vulnerability scanning",
    "Exploit selection",
    "Lateral movement",
    "Data discovery"
  ],
  "requires_human_approval": [
    "Destructive actions",
    "Data exfiltration",
    "Privilege escalation to Domain Admin",
    "Targeting executive accounts",
    "Physical security testing"
  ],
  "safety_checks": {
    "before_exploitation": [
      "Verify target is in scope",
      "Check time restrictions",
      "Assess potential impact",
      "Verify backout plan"
    ],
    "continuous_monitoring": [
      "Check for defensive responses",
      "Monitor system stability",
      "Track all changes made",
      "Maintain command history"
    ]
  }
}


Instruction: Answer question

Input: Explain autonomous operations

Output:
{
  "enabled_capabilities": [
    "Automated reconnaissance",
    "Vulnerability scanning",
    "Exploit selection",
    "Lateral movement",
    "Data discovery"
  ],
  "requires_human_approval": [
    "Destructive actions",
    "Data exfiltration",
    "Privilege escalation to Domain Admin",
    "Targeting executive accounts",
    "Physical security testing"
  ],
  "safety_checks": {
    "before_exploitation": [
      "Verify target is in scope",
      "Check time restrictions",
      "Assess potential impact",
      "Verify backout plan"
    ],
    "continuous_monitoring": [
      "Check for defensive responses",
      "Monitor system stability",
      "Track all changes made",
      "Maintain command history"
    ]
  }
}


Instruction: Answer question

Input: Tell me about autonomous operations

Output:
{
  "enabled_capabilities": [
    "Automated reconnaissance",
    "Vulnerability scanning",
    "Exploit selection",
    "Lateral movement",
    "Data discovery"
  ],
  "requires_human_approval": [
    "Destructive actions",
    "Data exfiltration",
    "Privilege escalation to Domain Admin",
    "Targeting executive accounts",
    "Physical security testing"
  ],
  "safety_checks": {
    "before_exploitation": [
      "Verify target is in scope",
      "Check time restrictions",
      "Assess potential impact",
      "Verify backout plan"
    ],
    "continuous_monitoring": [
      "Check for defensive responses",
      "Monitor system stability",
      "Track all changes made",
      "Maintain command history"
    ]
  }
}


Instruction: Answer question

Input: How does autonomous operations work?

Output:
{
  "enabled_capabilities": [
    "Automated reconnaissance",
    "Vulnerability scanning",
    "Exploit selection",
    "Lateral movement",
    "Data discovery"
  ],
  "requires_human_approval": [
    "Destructive actions",
    "Data exfiltration",
    "Privilege escalation to Domain Admin",
    "Targeting executive accounts",
    "Physical security testing"
  ],
  "safety_checks": {
    "before_exploitation": [
      "Verify target is in scope",
      "Check time restrictions",
      "Assess potential impact",
      "Verify backout plan"
    ],
    "continuous_monitoring": [
      "Check for defensive responses",
      "Monitor system stability",
      "Track all changes made",
      "Maintain command history"
    ]
  }
}


Instruction: Answer question

Input: Describe autonomous operations

Output:
{
  "enabled_capabilities": [
    "Automated reconnaissance",
    "Vulnerability scanning",
    "Exploit selection",
    "Lateral movement",
    "Data discovery"
  ],
  "requires_human_approval": [
    "Destructive actions",
    "Data exfiltration",
    "Privilege escalation to Domain Admin",
    "Targeting executive accounts",
    "Physical security testing"
  ],
  "safety_checks": {
    "before_exploitation": [
      "Verify target is in scope",
      "Check time restrictions",
      "Assess potential impact",
      "Verify backout plan"
    ],
    "continuous_monitoring": [
      "Check for defensive responses",
      "Monitor system stability",
      "Track all changes made",
      "Maintain command history"
    ]
  }
}


Instruction: Answer question

Input: What is adaptive behavior?

Output:
{
  "detection_response": {
    "low_detection": "Continue with current approach",
    "medium_detection": {
      "actions": [
        "Slow down operations",
        "Switch to stealthier techniques",
        "Increase time between actions"
      ]
    },
    "high_detection": {
      "actions": [
        "Pause operations",
        "Assess detection source",
        "Switch tactics completely",
        "Consider laying low"
      ]
    },
    "compromise_detected": {
      "actions": [
        "Document detection method",
        "Preserve evidence",
        "Notify operator",
        "Execute cleanup if authorized"
      ]
    }
  },
  "technique_selection": {
    "factors": [
      "Target environment",
      "Security controls present",
      "Time constraints",
      "Required stealth level",
      "Available tools"
    ],
    "optimization": "Select techniques that maximize success while minimizing detection"
  }
}


Instruction: Answer question

Input: Explain adaptive behavior

Output:
{
  "detection_response": {
    "low_detection": "Continue with current approach",
    "medium_detection": {
      "actions": [
        "Slow down operations",
        "Switch to stealthier techniques",
        "Increase time between actions"
      ]
    },
    "high_detection": {
      "actions": [
        "Pause operations",
        "Assess detection source",
        "Switch tactics completely",
        "Consider laying low"
      ]
    },
    "compromise_detected": {
      "actions": [
        "Document detection method",
        "Preserve evidence",
        "Notify operator",
        "Execute cleanup if authorized"
      ]
    }
  },
  "technique_selection": {
    "factors": [
      "Target environment",
      "Security controls present",
      "Time constraints",
      "Required stealth level",
      "Available tools"
    ],
    "optimization": "Select techniques that maximize success while minimizing detection"
  }
}


Instruction: Answer question

Input: Tell me about adaptive behavior

Output:
{
  "detection_response": {
    "low_detection": "Continue with current approach",
    "medium_detection": {
      "actions": [
        "Slow down operations",
        "Switch to stealthier techniques",
        "Increase time between actions"
      ]
    },
    "high_detection": {
      "actions": [
        "Pause operations",
        "Assess detection source",
        "Switch tactics completely",
        "Consider laying low"
      ]
    },
    "compromise_detected": {
      "actions": [
        "Document detection method",
        "Preserve evidence",
        "Notify operator",
        "Execute cleanup if authorized"
      ]
    }
  },
  "technique_selection": {
    "factors": [
      "Target environment",
      "Security controls present",
      "Time constraints",
      "Required stealth level",
      "Available tools"
    ],
    "optimization": "Select techniques that maximize success while minimizing detection"
  }
}


Instruction: Answer question

Input: How does adaptive behavior work?

Output:
{
  "detection_response": {
    "low_detection": "Continue with current approach",
    "medium_detection": {
      "actions": [
        "Slow down operations",
        "Switch to stealthier techniques",
        "Increase time between actions"
      ]
    },
    "high_detection": {
      "actions": [
        "Pause operations",
        "Assess detection source",
        "Switch tactics completely",
        "Consider laying low"
      ]
    },
    "compromise_detected": {
      "actions": [
        "Document detection method",
        "Preserve evidence",
        "Notify operator",
        "Execute cleanup if authorized"
      ]
    }
  },
  "technique_selection": {
    "factors": [
      "Target environment",
      "Security controls present",
      "Time constraints",
      "Required stealth level",
      "Available tools"
    ],
    "optimization": "Select techniques that maximize success while minimizing detection"
  }
}


Instruction: Answer question

Input: Describe adaptive behavior

Output:
{
  "detection_response": {
    "low_detection": "Continue with current approach",
    "medium_detection": {
      "actions": [
        "Slow down operations",
        "Switch to stealthier techniques",
        "Increase time between actions"
      ]
    },
    "high_detection": {
      "actions": [
        "Pause operations",
        "Assess detection source",
        "Switch tactics completely",
        "Consider laying low"
      ]
    },
    "compromise_detected": {
      "actions": [
        "Document detection method",
        "Preserve evidence",
        "Notify operator",
        "Execute cleanup if authorized"
      ]
    }
  },
  "technique_selection": {
    "factors": [
      "Target environment",
      "Security controls present",
      "Time constraints",
      "Required stealth level",
      "Available tools"
    ],
    "optimization": "Select techniques that maximize success while minimizing detection"
  }
}


Instruction: Answer question

Input: What is finding template?

Output:
{
  "title": "Descriptive vulnerability title",
  "severity": [
    "Critical",
    "High",
    "Medium",
    "Low",
    "Informational"
  ],
  "cvss_score": "Base score calculation",
  "description": "Detailed description of the vulnerability",
  "impact": "Business impact if exploited",
  "affected_systems": [
    "List of affected systems"
  ],
  "proof_of_concept": {
    "steps": "Step-by-step exploitation",
    "evidence": "Screenshots, logs, code"
  },
  "remediation": {
    "short_term": "Immediate mitigation steps",
    "long_term": "Permanent fix recommendations"
  },
  "references": [
    "CVE",
    "CWE",
    "OWASP"
  ]
}


Instruction: Answer question

Input: Explain finding template

Output:
{
  "title": "Descriptive vulnerability title",
  "severity": [
    "Critical",
    "High",
    "Medium",
    "Low",
    "Informational"
  ],
  "cvss_score": "Base score calculation",
  "description": "Detailed description of the vulnerability",
  "impact": "Business impact if exploited",
  "affected_systems": [
    "List of affected systems"
  ],
  "proof_of_concept": {
    "steps": "Step-by-step exploitation",
    "evidence": "Screenshots, logs, code"
  },
  "remediation": {
    "short_term": "Immediate mitigation steps",
    "long_term": "Permanent fix recommendations"
  },
  "references": [
    "CVE",
    "CWE",
    "OWASP"
  ]
}


Instruction: Answer question

Input: Tell me about finding template

Output:
{
  "title": "Descriptive vulnerability title",
  "severity": [
    "Critical",
    "High",
    "Medium",
    "Low",
    "Informational"
  ],
  "cvss_score": "Base score calculation",
  "description": "Detailed description of the vulnerability",
  "impact": "Business impact if exploited",
  "affected_systems": [
    "List of affected systems"
  ],
  "proof_of_concept": {
    "steps": "Step-by-step exploitation",
    "evidence": "Screenshots, logs, code"
  },
  "remediation": {
    "short_term": "Immediate mitigation steps",
    "long_term": "Permanent fix recommendations"
  },
  "references": [
    "CVE",
    "CWE",
    "OWASP"
  ]
}


Instruction: Answer question

Input: How does finding template work?

Output:
{
  "title": "Descriptive vulnerability title",
  "severity": [
    "Critical",
    "High",
    "Medium",
    "Low",
    "Informational"
  ],
  "cvss_score": "Base score calculation",
  "description": "Detailed description of the vulnerability",
  "impact": "Business impact if exploited",
  "affected_systems": [
    "List of affected systems"
  ],
  "proof_of_concept": {
    "steps": "Step-by-step exploitation",
    "evidence": "Screenshots, logs, code"
  },
  "remediation": {
    "short_term": "Immediate mitigation steps",
    "long_term": "Permanent fix recommendations"
  },
  "references": [
    "CVE",
    "CWE",
    "OWASP"
  ]
}


Instruction: Answer question

Input: Describe finding template

Output:
{
  "title": "Descriptive vulnerability title",
  "severity": [
    "Critical",
    "High",
    "Medium",
    "Low",
    "Informational"
  ],
  "cvss_score": "Base score calculation",
  "description": "Detailed description of the vulnerability",
  "impact": "Business impact if exploited",
  "affected_systems": [
    "List of affected systems"
  ],
  "proof_of_concept": {
    "steps": "Step-by-step exploitation",
    "evidence": "Screenshots, logs, code"
  },
  "remediation": {
    "short_term": "Immediate mitigation steps",
    "long_term": "Permanent fix recommendations"
  },
  "references": [
    "CVE",
    "CWE",
    "OWASP"
  ]
}


Instruction: Answer question

Input: What is attack chain documentation?

Output:
{
  "initial_access": {
    "method": "How access was gained",
    "time": "Timestamp",
    "iocs": "Indicators of compromise"
  },
  "privilege_escalation": {
    "technique": "Method used",
    "from_privilege": "Starting privilege level",
    "to_privilege": "Achieved privilege level"
  },
  "lateral_movement": {
    "systems_compromised": [
      "List of systems"
    ],
    "techniques_used": [
      "Methods employed"
    ],
    "credentials_obtained": "Types of credentials (not actual)"
  },
  "objective_completion": {
    "objectives_achieved": [
      "List of completed objectives"
    ],
    "data_accessed": "Types of data accessed",
    "potential_impact": "Business impact assessment"
  }
}


Instruction: Answer question

Input: Explain attack chain documentation

Output:
{
  "initial_access": {
    "method": "How access was gained",
    "time": "Timestamp",
    "iocs": "Indicators of compromise"
  },
  "privilege_escalation": {
    "technique": "Method used",
    "from_privilege": "Starting privilege level",
    "to_privilege": "Achieved privilege level"
  },
  "lateral_movement": {
    "systems_compromised": [
      "List of systems"
    ],
    "techniques_used": [
      "Methods employed"
    ],
    "credentials_obtained": "Types of credentials (not actual)"
  },
  "objective_completion": {
    "objectives_achieved": [
      "List of completed objectives"
    ],
    "data_accessed": "Types of data accessed",
    "potential_impact": "Business impact assessment"
  }
}


Instruction: Answer question

Input: Tell me about attack chain documentation

Output:
{
  "initial_access": {
    "method": "How access was gained",
    "time": "Timestamp",
    "iocs": "Indicators of compromise"
  },
  "privilege_escalation": {
    "technique": "Method used",
    "from_privilege": "Starting privilege level",
    "to_privilege": "Achieved privilege level"
  },
  "lateral_movement": {
    "systems_compromised": [
      "List of systems"
    ],
    "techniques_used": [
      "Methods employed"
    ],
    "credentials_obtained": "Types of credentials (not actual)"
  },
  "objective_completion": {
    "objectives_achieved": [
      "List of completed objectives"
    ],
    "data_accessed": "Types of data accessed",
    "potential_impact": "Business impact assessment"
  }
}


Instruction: Answer question

Input: How does attack chain documentation work?

Output:
{
  "initial_access": {
    "method": "How access was gained",
    "time": "Timestamp",
    "iocs": "Indicators of compromise"
  },
  "privilege_escalation": {
    "technique": "Method used",
    "from_privilege": "Starting privilege level",
    "to_privilege": "Achieved privilege level"
  },
  "lateral_movement": {
    "systems_compromised": [
      "List of systems"
    ],
    "techniques_used": [
      "Methods employed"
    ],
    "credentials_obtained": "Types of credentials (not actual)"
  },
  "objective_completion": {
    "objectives_achieved": [
      "List of completed objectives"
    ],
    "data_accessed": "Types of data accessed",
    "potential_impact": "Business impact assessment"
  }
}


Instruction: Answer question

Input: Describe attack chain documentation

Output:
{
  "initial_access": {
    "method": "How access was gained",
    "time": "Timestamp",
    "iocs": "Indicators of compromise"
  },
  "privilege_escalation": {
    "technique": "Method used",
    "from_privilege": "Starting privilege level",
    "to_privilege": "Achieved privilege level"
  },
  "lateral_movement": {
    "systems_compromised": [
      "List of systems"
    ],
    "techniques_used": [
      "Methods employed"
    ],
    "credentials_obtained": "Types of credentials (not actual)"
  },
  "objective_completion": {
    "objectives_achieved": [
      "List of completed objectives"
    ],
    "data_accessed": "Types of data accessed",
    "potential_impact": "Business impact assessment"
  }
}


Instruction: Answer question

Input: What is target types?

Output:
{
  "web_application": {
    "reconnaissance": {
      "passive": [
        "DNS enumeration",
        "Subdomain discovery",
        "Technology stack identification",
        "JavaScript file analysis",
        "API endpoint discovery"
      ],
      "active": [
        "Directory brute-forcing",
        "Parameter discovery",
        "Form analysis",
        "Session management testing"
      ]
    },
    "attack_vectors": [
      "SQL injection",
      "XSS (Cross-Site Scripting)",
      "CSRF (Cross-Site Request Forgery)",
      "XXE (XML External Entity)",
      "SSRF (Server-Side Request Forgery)",
      "Insecure deserialization",
      "Authentication bypass",
      "Authorization flaws"
    ],
    "tools": [
      "Burp Suite",
      "OWASP ZAP",
      "SQLMap",
      "XSSHunter"
    ],
    "methodology": "Follow OWASP Testing Guide"
  },
  "network_infrastructure": {
    "reconnaissance": {
      "external": [
        "Port scanning",
        "Service enumeration",
        "OS fingerprinting",
        "SNMP walking",
        "DNS zone transfer attempts"
      ],
      "internal": [
        "ARP scanning",
        "NetBIOS enumeration",
        "SMB enumeration",
        "Active Directory enumeration"
      ]
    },
    "attack_vectors": [
      "Unpatched services",
      "Default credentials",
      "Weak passwords",
      "Misconfigured services",
      "Network segmentation bypass",
      "Man-in-the-middle attacks"
    ],
    "tools": [
      "Nmap",
      "Metasploit",
      "Responder",
      "CrackMapExec"
    ],
    "methodology": "PTES (Penetration Testing Execution Standard)"
  },
  "active_directory": {
    "enumeration": {
      "users": [
        "Get-ADUser queries",
        "Kerberoastable accounts",
        "ASREP roastable accounts",
        "Privileged group members"
      ],
      "computers": [
        "Domain controllers",
        "Servers vs workstations",
        "Outdated operating systems",
        "Unconstrained delegation"


Instruction: Answer question

Input: Explain target types

Output:
{
  "web_application": {
    "reconnaissance": {
      "passive": [
        "DNS enumeration",
        "Subdomain discovery",
        "Technology stack identification",
        "JavaScript file analysis",
        "API endpoint discovery"
      ],
      "active": [
        "Directory brute-forcing",
        "Parameter discovery",
        "Form analysis",
        "Session management testing"
      ]
    },
    "attack_vectors": [
      "SQL injection",
      "XSS (Cross-Site Scripting)",
      "CSRF (Cross-Site Request Forgery)",
      "XXE (XML External Entity)",
      "SSRF (Server-Side Request Forgery)",
      "Insecure deserialization",
      "Authentication bypass",
      "Authorization flaws"
    ],
    "tools": [
      "Burp Suite",
      "OWASP ZAP",
      "SQLMap",
      "XSSHunter"
    ],
    "methodology": "Follow OWASP Testing Guide"
  },
  "network_infrastructure": {
    "reconnaissance": {
      "external": [
        "Port scanning",
        "Service enumeration",
        "OS fingerprinting",
        "SNMP walking",
        "DNS zone transfer attempts"
      ],
      "internal": [
        "ARP scanning",
        "NetBIOS enumeration",
        "SMB enumeration",
        "Active Directory enumeration"
      ]
    },
    "attack_vectors": [
      "Unpatched services",
      "Default credentials",
      "Weak passwords",
      "Misconfigured services",
      "Network segmentation bypass",
      "Man-in-the-middle attacks"
    ],
    "tools": [
      "Nmap",
      "Metasploit",
      "Responder",
      "CrackMapExec"
    ],
    "methodology": "PTES (Penetration Testing Execution Standard)"
  },
  "active_directory": {
    "enumeration": {
      "users": [
        "Get-ADUser queries",
        "Kerberoastable accounts",
        "ASREP roastable accounts",
        "Privileged group members"
      ],
      "computers": [
        "Domain controllers",
        "Servers vs workstations",
        "Outdated operating systems",
        "Unconstrained delegation"


Instruction: Answer question

Input: Tell me about target types

Output:
{
  "web_application": {
    "reconnaissance": {
      "passive": [
        "DNS enumeration",
        "Subdomain discovery",
        "Technology stack identification",
        "JavaScript file analysis",
        "API endpoint discovery"
      ],
      "active": [
        "Directory brute-forcing",
        "Parameter discovery",
        "Form analysis",
        "Session management testing"
      ]
    },
    "attack_vectors": [
      "SQL injection",
      "XSS (Cross-Site Scripting)",
      "CSRF (Cross-Site Request Forgery)",
      "XXE (XML External Entity)",
      "SSRF (Server-Side Request Forgery)",
      "Insecure deserialization",
      "Authentication bypass",
      "Authorization flaws"
    ],
    "tools": [
      "Burp Suite",
      "OWASP ZAP",
      "SQLMap",
      "XSSHunter"
    ],
    "methodology": "Follow OWASP Testing Guide"
  },
  "network_infrastructure": {
    "reconnaissance": {
      "external": [
        "Port scanning",
        "Service enumeration",
        "OS fingerprinting",
        "SNMP walking",
        "DNS zone transfer attempts"
      ],
      "internal": [
        "ARP scanning",
        "NetBIOS enumeration",
        "SMB enumeration",
        "Active Directory enumeration"
      ]
    },
    "attack_vectors": [
      "Unpatched services",
      "Default credentials",
      "Weak passwords",
      "Misconfigured services",
      "Network segmentation bypass",
      "Man-in-the-middle attacks"
    ],
    "tools": [
      "Nmap",
      "Metasploit",
      "Responder",
      "CrackMapExec"
    ],
    "methodology": "PTES (Penetration Testing Execution Standard)"
  },
  "active_directory": {
    "enumeration": {
      "users": [
        "Get-ADUser queries",
        "Kerberoastable accounts",
        "ASREP roastable accounts",
        "Privileged group members"
      ],
      "computers": [
        "Domain controllers",
        "Servers vs workstations",
        "Outdated operating systems",
        "Unconstrained delegation"


Instruction: Answer question

Input: How does target types work?

Output:
{
  "web_application": {
    "reconnaissance": {
      "passive": [
        "DNS enumeration",
        "Subdomain discovery",
        "Technology stack identification",
        "JavaScript file analysis",
        "API endpoint discovery"
      ],
      "active": [
        "Directory brute-forcing",
        "Parameter discovery",
        "Form analysis",
        "Session management testing"
      ]
    },
    "attack_vectors": [
      "SQL injection",
      "XSS (Cross-Site Scripting)",
      "CSRF (Cross-Site Request Forgery)",
      "XXE (XML External Entity)",
      "SSRF (Server-Side Request Forgery)",
      "Insecure deserialization",
      "Authentication bypass",
      "Authorization flaws"
    ],
    "tools": [
      "Burp Suite",
      "OWASP ZAP",
      "SQLMap",
      "XSSHunter"
    ],
    "methodology": "Follow OWASP Testing Guide"
  },
  "network_infrastructure": {
    "reconnaissance": {
      "external": [
        "Port scanning",
        "Service enumeration",
        "OS fingerprinting",
        "SNMP walking",
        "DNS zone transfer attempts"
      ],
      "internal": [
        "ARP scanning",
        "NetBIOS enumeration",
        "SMB enumeration",
        "Active Directory enumeration"
      ]
    },
    "attack_vectors": [
      "Unpatched services",
      "Default credentials",
      "Weak passwords",
      "Misconfigured services",
      "Network segmentation bypass",
      "Man-in-the-middle attacks"
    ],
    "tools": [
      "Nmap",
      "Metasploit",
      "Responder",
      "CrackMapExec"
    ],
    "methodology": "PTES (Penetration Testing Execution Standard)"
  },
  "active_directory": {
    "enumeration": {
      "users": [
        "Get-ADUser queries",
        "Kerberoastable accounts",
        "ASREP roastable accounts",
        "Privileged group members"
      ],
      "computers": [
        "Domain controllers",
        "Servers vs workstations",
        "Outdated operating systems",
        "Unconstrained delegation"


Instruction: Answer question

Input: Describe target types

Output:
{
  "web_application": {
    "reconnaissance": {
      "passive": [
        "DNS enumeration",
        "Subdomain discovery",
        "Technology stack identification",
        "JavaScript file analysis",
        "API endpoint discovery"
      ],
      "active": [
        "Directory brute-forcing",
        "Parameter discovery",
        "Form analysis",
        "Session management testing"
      ]
    },
    "attack_vectors": [
      "SQL injection",
      "XSS (Cross-Site Scripting)",
      "CSRF (Cross-Site Request Forgery)",
      "XXE (XML External Entity)",
      "SSRF (Server-Side Request Forgery)",
      "Insecure deserialization",
      "Authentication bypass",
      "Authorization flaws"
    ],
    "tools": [
      "Burp Suite",
      "OWASP ZAP",
      "SQLMap",
      "XSSHunter"
    ],
    "methodology": "Follow OWASP Testing Guide"
  },
  "network_infrastructure": {
    "reconnaissance": {
      "external": [
        "Port scanning",
        "Service enumeration",
        "OS fingerprinting",
        "SNMP walking",
        "DNS zone transfer attempts"
      ],
      "internal": [
        "ARP scanning",
        "NetBIOS enumeration",
        "SMB enumeration",
        "Active Directory enumeration"
      ]
    },
    "attack_vectors": [
      "Unpatched services",
      "Default credentials",
      "Weak passwords",
      "Misconfigured services",
      "Network segmentation bypass",
      "Man-in-the-middle attacks"
    ],
    "tools": [
      "Nmap",
      "Metasploit",
      "Responder",
      "CrackMapExec"
    ],
    "methodology": "PTES (Penetration Testing Execution Standard)"
  },
  "active_directory": {
    "enumeration": {
      "users": [
        "Get-ADUser queries",
        "Kerberoastable accounts",
        "ASREP roastable accounts",
        "Privileged group members"
      ],
      "computers": [
        "Domain controllers",
        "Servers vs workstations",
        "Outdated operating systems",
        "Unconstrained delegation"


Instruction: Answer question

Input: What is initial access playbook?

Output:
{
  "external": {
    "steps": [
      {
        "phase": "Reconnaissance",
        "actions": [
          "Perform OSINT gathering",
          "Identify attack surface",
          "Enumerate subdomains",
          "Identify employees for phishing",
          "Search for leaked credentials"
        ],
        "tools": [
          "theHarvester",
          "Shodan",
          "Recon-ng",
          "LinkedIn"
        ],
        "output": "Target profile and attack surface map"
      },
      {
        "phase": "Weaponization",
        "actions": [
          "Develop phishing campaigns",
          "Create malicious documents",
          "Set up C2 infrastructure",
          "Prepare exploit payloads"
        ],
        "tools": [
          "Cobalt Strike",
          "Empire",
          "Metasploit"
        ],
        "output": "Attack infrastructure ready"
      },
      {
        "phase": "Delivery",
        "actions": [
          "Send phishing emails",
          "Exploit public vulnerabilities",
          "Password spray attacks",
          "Exploit exposed services"
        ],
        "decision_tree": {
          "phishing_success": "Proceed to exploitation",
          "vulnerability_found": "Develop and test exploit",
          "credentials_found": "Attempt authentication"
        }
      }
    ]
  },
  "internal": {
    "assumed_breach": {
      "starting_position": "Standard user account",
      "immediate_actions": [
        "Enumerate current privileges",
        "Identify security controls",
        "Map network architecture",
        "Locate high-value targets"
      ],
      "tools": [
        "PowerView",
        "SharpHound",
        "Seatbelt"
      ]
    }
  }
}


Instruction: Answer question

Input: Explain initial access playbook

Output:
{
  "external": {
    "steps": [
      {
        "phase": "Reconnaissance",
        "actions": [
          "Perform OSINT gathering",
          "Identify attack surface",
          "Enumerate subdomains",
          "Identify employees for phishing",
          "Search for leaked credentials"
        ],
        "tools": [
          "theHarvester",
          "Shodan",
          "Recon-ng",
          "LinkedIn"
        ],
        "output": "Target profile and attack surface map"
      },
      {
        "phase": "Weaponization",
        "actions": [
          "Develop phishing campaigns",
          "Create malicious documents",
          "Set up C2 infrastructure",
          "Prepare exploit payloads"
        ],
        "tools": [
          "Cobalt Strike",
          "Empire",
          "Metasploit"
        ],
        "output": "Attack infrastructure ready"
      },
      {
        "phase": "Delivery",
        "actions": [
          "Send phishing emails",
          "Exploit public vulnerabilities",
          "Password spray attacks",
          "Exploit exposed services"
        ],
        "decision_tree": {
          "phishing_success": "Proceed to exploitation",
          "vulnerability_found": "Develop and test exploit",
          "credentials_found": "Attempt authentication"
        }
      }
    ]
  },
  "internal": {
    "assumed_breach": {
      "starting_position": "Standard user account",
      "immediate_actions": [
        "Enumerate current privileges",
        "Identify security controls",
        "Map network architecture",
        "Locate high-value targets"
      ],
      "tools": [
        "PowerView",
        "SharpHound",
        "Seatbelt"
      ]
    }
  }
}


Instruction: Answer question

Input: Tell me about initial access playbook

Output:
{
  "external": {
    "steps": [
      {
        "phase": "Reconnaissance",
        "actions": [
          "Perform OSINT gathering",
          "Identify attack surface",
          "Enumerate subdomains",
          "Identify employees for phishing",
          "Search for leaked credentials"
        ],
        "tools": [
          "theHarvester",
          "Shodan",
          "Recon-ng",
          "LinkedIn"
        ],
        "output": "Target profile and attack surface map"
      },
      {
        "phase": "Weaponization",
        "actions": [
          "Develop phishing campaigns",
          "Create malicious documents",
          "Set up C2 infrastructure",
          "Prepare exploit payloads"
        ],
        "tools": [
          "Cobalt Strike",
          "Empire",
          "Metasploit"
        ],
        "output": "Attack infrastructure ready"
      },
      {
        "phase": "Delivery",
        "actions": [
          "Send phishing emails",
          "Exploit public vulnerabilities",
          "Password spray attacks",
          "Exploit exposed services"
        ],
        "decision_tree": {
          "phishing_success": "Proceed to exploitation",
          "vulnerability_found": "Develop and test exploit",
          "credentials_found": "Attempt authentication"
        }
      }
    ]
  },
  "internal": {
    "assumed_breach": {
      "starting_position": "Standard user account",
      "immediate_actions": [
        "Enumerate current privileges",
        "Identify security controls",
        "Map network architecture",
        "Locate high-value targets"
      ],
      "tools": [
        "PowerView",
        "SharpHound",
        "Seatbelt"
      ]
    }
  }
}


Instruction: Answer question

Input: How does initial access playbook work?

Output:
{
  "external": {
    "steps": [
      {
        "phase": "Reconnaissance",
        "actions": [
          "Perform OSINT gathering",
          "Identify attack surface",
          "Enumerate subdomains",
          "Identify employees for phishing",
          "Search for leaked credentials"
        ],
        "tools": [
          "theHarvester",
          "Shodan",
          "Recon-ng",
          "LinkedIn"
        ],
        "output": "Target profile and attack surface map"
      },
      {
        "phase": "Weaponization",
        "actions": [
          "Develop phishing campaigns",
          "Create malicious documents",
          "Set up C2 infrastructure",
          "Prepare exploit payloads"
        ],
        "tools": [
          "Cobalt Strike",
          "Empire",
          "Metasploit"
        ],
        "output": "Attack infrastructure ready"
      },
      {
        "phase": "Delivery",
        "actions": [
          "Send phishing emails",
          "Exploit public vulnerabilities",
          "Password spray attacks",
          "Exploit exposed services"
        ],
        "decision_tree": {
          "phishing_success": "Proceed to exploitation",
          "vulnerability_found": "Develop and test exploit",
          "credentials_found": "Attempt authentication"
        }
      }
    ]
  },
  "internal": {
    "assumed_breach": {
      "starting_position": "Standard user account",
      "immediate_actions": [
        "Enumerate current privileges",
        "Identify security controls",
        "Map network architecture",
        "Locate high-value targets"
      ],
      "tools": [
        "PowerView",
        "SharpHound",
        "Seatbelt"
      ]
    }
  }
}


Instruction: Answer question

Input: Describe initial access playbook

Output:
{
  "external": {
    "steps": [
      {
        "phase": "Reconnaissance",
        "actions": [
          "Perform OSINT gathering",
          "Identify attack surface",
          "Enumerate subdomains",
          "Identify employees for phishing",
          "Search for leaked credentials"
        ],
        "tools": [
          "theHarvester",
          "Shodan",
          "Recon-ng",
          "LinkedIn"
        ],
        "output": "Target profile and attack surface map"
      },
      {
        "phase": "Weaponization",
        "actions": [
          "Develop phishing campaigns",
          "Create malicious documents",
          "Set up C2 infrastructure",
          "Prepare exploit payloads"
        ],
        "tools": [
          "Cobalt Strike",
          "Empire",
          "Metasploit"
        ],
        "output": "Attack infrastructure ready"
      },
      {
        "phase": "Delivery",
        "actions": [
          "Send phishing emails",
          "Exploit public vulnerabilities",
          "Password spray attacks",
          "Exploit exposed services"
        ],
        "decision_tree": {
          "phishing_success": "Proceed to exploitation",
          "vulnerability_found": "Develop and test exploit",
          "credentials_found": "Attempt authentication"
        }
      }
    ]
  },
  "internal": {
    "assumed_breach": {
      "starting_position": "Standard user account",
      "immediate_actions": [
        "Enumerate current privileges",
        "Identify security controls",
        "Map network architecture",
        "Locate high-value targets"
      ],
      "tools": [
        "PowerView",
        "SharpHound",
        "Seatbelt"
      ]
    }
  }
}


Instruction: Answer question

Input: What is privilege escalation playbook?

Output:
{
  "windows": {
    "enumeration": [
      "Check user privileges",
      "Enumerate services",
      "Check scheduled tasks",
      "Search for credentials",
      "Check for unquoted service paths",
      "Look for AlwaysInstallElevated"
    ],
    "exploitation_order": [
      "Kernel exploits (if unpatched)",
      "Service misconfigurations",
      "Weak service permissions",
      "Unquoted service paths",
      "Registry permissions",
      "Scheduled task abuse"
    ],
    "tools": [
      "WinPEAS",
      "PowerUp",
      "Seatbelt",
      "SharpUp"
    ]
  },
  "linux": {
    "enumeration": [
      "Check sudo permissions",
      "Find SUID/SGID binaries",
      "Check cron jobs",
      "Enumerate capabilities",
      "Check for Docker access",
      "Search for credentials"
    ],
    "exploitation_order": [
      "Kernel exploits",
      "Sudo misconfigurations",
      "SUID binary abuse",
      "Cron job hijacking",
      "Docker escape",
      "Path hijacking"
    ],
    "tools": [
      "LinPEAS",
      "LinEnum",
      "pspy",
      "GTFOBins"
    ]
  }
}


Instruction: Answer question

Input: Explain privilege escalation playbook

Output:
{
  "windows": {
    "enumeration": [
      "Check user privileges",
      "Enumerate services",
      "Check scheduled tasks",
      "Search for credentials",
      "Check for unquoted service paths",
      "Look for AlwaysInstallElevated"
    ],
    "exploitation_order": [
      "Kernel exploits (if unpatched)",
      "Service misconfigurations",
      "Weak service permissions",
      "Unquoted service paths",
      "Registry permissions",
      "Scheduled task abuse"
    ],
    "tools": [
      "WinPEAS",
      "PowerUp",
      "Seatbelt",
      "SharpUp"
    ]
  },
  "linux": {
    "enumeration": [
      "Check sudo permissions",
      "Find SUID/SGID binaries",
      "Check cron jobs",
      "Enumerate capabilities",
      "Check for Docker access",
      "Search for credentials"
    ],
    "exploitation_order": [
      "Kernel exploits",
      "Sudo misconfigurations",
      "SUID binary abuse",
      "Cron job hijacking",
      "Docker escape",
      "Path hijacking"
    ],
    "tools": [
      "LinPEAS",
      "LinEnum",
      "pspy",
      "GTFOBins"
    ]
  }
}


Instruction: Answer question

Input: Tell me about privilege escalation playbook

Output:
{
  "windows": {
    "enumeration": [
      "Check user privileges",
      "Enumerate services",
      "Check scheduled tasks",
      "Search for credentials",
      "Check for unquoted service paths",
      "Look for AlwaysInstallElevated"
    ],
    "exploitation_order": [
      "Kernel exploits (if unpatched)",
      "Service misconfigurations",
      "Weak service permissions",
      "Unquoted service paths",
      "Registry permissions",
      "Scheduled task abuse"
    ],
    "tools": [
      "WinPEAS",
      "PowerUp",
      "Seatbelt",
      "SharpUp"
    ]
  },
  "linux": {
    "enumeration": [
      "Check sudo permissions",
      "Find SUID/SGID binaries",
      "Check cron jobs",
      "Enumerate capabilities",
      "Check for Docker access",
      "Search for credentials"
    ],
    "exploitation_order": [
      "Kernel exploits",
      "Sudo misconfigurations",
      "SUID binary abuse",
      "Cron job hijacking",
      "Docker escape",
      "Path hijacking"
    ],
    "tools": [
      "LinPEAS",
      "LinEnum",
      "pspy",
      "GTFOBins"
    ]
  }
}


Instruction: Answer question

Input: How does privilege escalation playbook work?

Output:
{
  "windows": {
    "enumeration": [
      "Check user privileges",
      "Enumerate services",
      "Check scheduled tasks",
      "Search for credentials",
      "Check for unquoted service paths",
      "Look for AlwaysInstallElevated"
    ],
    "exploitation_order": [
      "Kernel exploits (if unpatched)",
      "Service misconfigurations",
      "Weak service permissions",
      "Unquoted service paths",
      "Registry permissions",
      "Scheduled task abuse"
    ],
    "tools": [
      "WinPEAS",
      "PowerUp",
      "Seatbelt",
      "SharpUp"
    ]
  },
  "linux": {
    "enumeration": [
      "Check sudo permissions",
      "Find SUID/SGID binaries",
      "Check cron jobs",
      "Enumerate capabilities",
      "Check for Docker access",
      "Search for credentials"
    ],
    "exploitation_order": [
      "Kernel exploits",
      "Sudo misconfigurations",
      "SUID binary abuse",
      "Cron job hijacking",
      "Docker escape",
      "Path hijacking"
    ],
    "tools": [
      "LinPEAS",
      "LinEnum",
      "pspy",
      "GTFOBins"
    ]
  }
}


Instruction: Answer question

Input: Describe privilege escalation playbook

Output:
{
  "windows": {
    "enumeration": [
      "Check user privileges",
      "Enumerate services",
      "Check scheduled tasks",
      "Search for credentials",
      "Check for unquoted service paths",
      "Look for AlwaysInstallElevated"
    ],
    "exploitation_order": [
      "Kernel exploits (if unpatched)",
      "Service misconfigurations",
      "Weak service permissions",
      "Unquoted service paths",
      "Registry permissions",
      "Scheduled task abuse"
    ],
    "tools": [
      "WinPEAS",
      "PowerUp",
      "Seatbelt",
      "SharpUp"
    ]
  },
  "linux": {
    "enumeration": [
      "Check sudo permissions",
      "Find SUID/SGID binaries",
      "Check cron jobs",
      "Enumerate capabilities",
      "Check for Docker access",
      "Search for credentials"
    ],
    "exploitation_order": [
      "Kernel exploits",
      "Sudo misconfigurations",
      "SUID binary abuse",
      "Cron job hijacking",
      "Docker escape",
      "Path hijacking"
    ],
    "tools": [
      "LinPEAS",
      "LinEnum",
      "pspy",
      "GTFOBins"
    ]
  }
}


Instruction: Answer question

Input: What is lateral movement playbook?

Output:
{
  "techniques_by_priority": [
    {
      "technique": "Pass-the-Hash",
      "requirements": "NTLM hash",
      "tools": [
        "Mimikatz",
        "Impacket",
        "CrackMapExec"
      ],
      "opsec": "Medium - May trigger alerts"
    },
    {
      "technique": "Pass-the-Ticket",
      "requirements": "Kerberos ticket",
      "tools": [
        "Rubeus",
        "Mimikatz"
      ],
      "opsec": "Low - Harder to detect"
    },
    {
      "technique": "WMI Execution",
      "requirements": "Valid credentials",
      "tools": [
        "wmic",
        "Impacket"
      ],
      "opsec": "Medium - Check for monitoring"
    },
    {
      "technique": "PSRemoting",
      "requirements": "PowerShell remoting enabled",
      "tools": [
        "PowerShell",
        "Evil-WinRM"
      ],
      "opsec": "High - Often monitored"
    },
    {
      "technique": "RDP",
      "requirements": "RDP access",
      "tools": [
        "rdesktop",
        "xfreerdp"
      ],
      "opsec": "High - Very visible"
    }
  ],
  "target_prioritization": [
    "Domain Controllers",
    "File servers",
    "Database servers",
    "Backup servers",
    "Admin workstations",
    "Service accounts"
  ]
}


Instruction: Answer question

Input: Explain lateral movement playbook

Output:
{
  "techniques_by_priority": [
    {
      "technique": "Pass-the-Hash",
      "requirements": "NTLM hash",
      "tools": [
        "Mimikatz",
        "Impacket",
        "CrackMapExec"
      ],
      "opsec": "Medium - May trigger alerts"
    },
    {
      "technique": "Pass-the-Ticket",
      "requirements": "Kerberos ticket",
      "tools": [
        "Rubeus",
        "Mimikatz"
      ],
      "opsec": "Low - Harder to detect"
    },
    {
      "technique": "WMI Execution",
      "requirements": "Valid credentials",
      "tools": [
        "wmic",
        "Impacket"
      ],
      "opsec": "Medium - Check for monitoring"
    },
    {
      "technique": "PSRemoting",
      "requirements": "PowerShell remoting enabled",
      "tools": [
        "PowerShell",
        "Evil-WinRM"
      ],
      "opsec": "High - Often monitored"
    },
    {
      "technique": "RDP",
      "requirements": "RDP access",
      "tools": [
        "rdesktop",
        "xfreerdp"
      ],
      "opsec": "High - Very visible"
    }
  ],
  "target_prioritization": [
    "Domain Controllers",
    "File servers",
    "Database servers",
    "Backup servers",
    "Admin workstations",
    "Service accounts"
  ]
}


Instruction: Answer question

Input: Tell me about lateral movement playbook

Output:
{
  "techniques_by_priority": [
    {
      "technique": "Pass-the-Hash",
      "requirements": "NTLM hash",
      "tools": [
        "Mimikatz",
        "Impacket",
        "CrackMapExec"
      ],
      "opsec": "Medium - May trigger alerts"
    },
    {
      "technique": "Pass-the-Ticket",
      "requirements": "Kerberos ticket",
      "tools": [
        "Rubeus",
        "Mimikatz"
      ],
      "opsec": "Low - Harder to detect"
    },
    {
      "technique": "WMI Execution",
      "requirements": "Valid credentials",
      "tools": [
        "wmic",
        "Impacket"
      ],
      "opsec": "Medium - Check for monitoring"
    },
    {
      "technique": "PSRemoting",
      "requirements": "PowerShell remoting enabled",
      "tools": [
        "PowerShell",
        "Evil-WinRM"
      ],
      "opsec": "High - Often monitored"
    },
    {
      "technique": "RDP",
      "requirements": "RDP access",
      "tools": [
        "rdesktop",
        "xfreerdp"
      ],
      "opsec": "High - Very visible"
    }
  ],
  "target_prioritization": [
    "Domain Controllers",
    "File servers",
    "Database servers",
    "Backup servers",
    "Admin workstations",
    "Service accounts"
  ]
}


Instruction: Answer question

Input: How does lateral movement playbook work?

Output:
{
  "techniques_by_priority": [
    {
      "technique": "Pass-the-Hash",
      "requirements": "NTLM hash",
      "tools": [
        "Mimikatz",
        "Impacket",
        "CrackMapExec"
      ],
      "opsec": "Medium - May trigger alerts"
    },
    {
      "technique": "Pass-the-Ticket",
      "requirements": "Kerberos ticket",
      "tools": [
        "Rubeus",
        "Mimikatz"
      ],
      "opsec": "Low - Harder to detect"
    },
    {
      "technique": "WMI Execution",
      "requirements": "Valid credentials",
      "tools": [
        "wmic",
        "Impacket"
      ],
      "opsec": "Medium - Check for monitoring"
    },
    {
      "technique": "PSRemoting",
      "requirements": "PowerShell remoting enabled",
      "tools": [
        "PowerShell",
        "Evil-WinRM"
      ],
      "opsec": "High - Often monitored"
    },
    {
      "technique": "RDP",
      "requirements": "RDP access",
      "tools": [
        "rdesktop",
        "xfreerdp"
      ],
      "opsec": "High - Very visible"
    }
  ],
  "target_prioritization": [
    "Domain Controllers",
    "File servers",
    "Database servers",
    "Backup servers",
    "Admin workstations",
    "Service accounts"
  ]
}


Instruction: Answer question

Input: Describe lateral movement playbook

Output:
{
  "techniques_by_priority": [
    {
      "technique": "Pass-the-Hash",
      "requirements": "NTLM hash",
      "tools": [
        "Mimikatz",
        "Impacket",
        "CrackMapExec"
      ],
      "opsec": "Medium - May trigger alerts"
    },
    {
      "technique": "Pass-the-Ticket",
      "requirements": "Kerberos ticket",
      "tools": [
        "Rubeus",
        "Mimikatz"
      ],
      "opsec": "Low - Harder to detect"
    },
    {
      "technique": "WMI Execution",
      "requirements": "Valid credentials",
      "tools": [
        "wmic",
        "Impacket"
      ],
      "opsec": "Medium - Check for monitoring"
    },
    {
      "technique": "PSRemoting",
      "requirements": "PowerShell remoting enabled",
      "tools": [
        "PowerShell",
        "Evil-WinRM"
      ],
      "opsec": "High - Often monitored"
    },
    {
      "technique": "RDP",
      "requirements": "RDP access",
      "tools": [
        "rdesktop",
        "xfreerdp"
      ],
      "opsec": "High - Very visible"
    }
  ],
  "target_prioritization": [
    "Domain Controllers",
    "File servers",
    "Database servers",
    "Backup servers",
    "Admin workstations",
    "Service accounts"
  ]
}


Instruction: Answer question

Input: What is persistence playbook?

Output:
{
  "techniques": {
    "high_privilege": [
      "Golden Ticket",
      "Silver Ticket",
      "Skeleton Key",
      "AdminSDHolder modification",
      "DCSync backdoor"
    ],
    "medium_privilege": [
      "Scheduled tasks",
      "Services",
      "Registry run keys",
      "WMI event subscriptions",
      "COM hijacking"
    ],
    "low_privilege": [
      "Startup folder",
      "Registry run keys (HKCU)",
      "Scheduled tasks (user)",
      "DLL hijacking"
    ]
  },
  "opsec_considerations": [
    "Use legitimate Windows features",
    "Blend with normal traffic",
    "Use encrypted channels",
    "Implement kill switches",
    "Use time-based triggers"
  ]
}


Instruction: Answer question

Input: Explain persistence playbook

Output:
{
  "techniques": {
    "high_privilege": [
      "Golden Ticket",
      "Silver Ticket",
      "Skeleton Key",
      "AdminSDHolder modification",
      "DCSync backdoor"
    ],
    "medium_privilege": [
      "Scheduled tasks",
      "Services",
      "Registry run keys",
      "WMI event subscriptions",
      "COM hijacking"
    ],
    "low_privilege": [
      "Startup folder",
      "Registry run keys (HKCU)",
      "Scheduled tasks (user)",
      "DLL hijacking"
    ]
  },
  "opsec_considerations": [
    "Use legitimate Windows features",
    "Blend with normal traffic",
    "Use encrypted channels",
    "Implement kill switches",
    "Use time-based triggers"
  ]
}


Instruction: Answer question

Input: Tell me about persistence playbook

Output:
{
  "techniques": {
    "high_privilege": [
      "Golden Ticket",
      "Silver Ticket",
      "Skeleton Key",
      "AdminSDHolder modification",
      "DCSync backdoor"
    ],
    "medium_privilege": [
      "Scheduled tasks",
      "Services",
      "Registry run keys",
      "WMI event subscriptions",
      "COM hijacking"
    ],
    "low_privilege": [
      "Startup folder",
      "Registry run keys (HKCU)",
      "Scheduled tasks (user)",
      "DLL hijacking"
    ]
  },
  "opsec_considerations": [
    "Use legitimate Windows features",
    "Blend with normal traffic",
    "Use encrypted channels",
    "Implement kill switches",
    "Use time-based triggers"
  ]
}


Instruction: Answer question

Input: How does persistence playbook work?

Output:
{
  "techniques": {
    "high_privilege": [
      "Golden Ticket",
      "Silver Ticket",
      "Skeleton Key",
      "AdminSDHolder modification",
      "DCSync backdoor"
    ],
    "medium_privilege": [
      "Scheduled tasks",
      "Services",
      "Registry run keys",
      "WMI event subscriptions",
      "COM hijacking"
    ],
    "low_privilege": [
      "Startup folder",
      "Registry run keys (HKCU)",
      "Scheduled tasks (user)",
      "DLL hijacking"
    ]
  },
  "opsec_considerations": [
    "Use legitimate Windows features",
    "Blend with normal traffic",
    "Use encrypted channels",
    "Implement kill switches",
    "Use time-based triggers"
  ]
}


Instruction: Answer question

Input: Describe persistence playbook

Output:
{
  "techniques": {
    "high_privilege": [
      "Golden Ticket",
      "Silver Ticket",
      "Skeleton Key",
      "AdminSDHolder modification",
      "DCSync backdoor"
    ],
    "medium_privilege": [
      "Scheduled tasks",
      "Services",
      "Registry run keys",
      "WMI event subscriptions",
      "COM hijacking"
    ],
    "low_privilege": [
      "Startup folder",
      "Registry run keys (HKCU)",
      "Scheduled tasks (user)",
      "DLL hijacking"
    ]
  },
  "opsec_considerations": [
    "Use legitimate Windows features",
    "Blend with normal traffic",
    "Use encrypted channels",
    "Implement kill switches",
    "Use time-based triggers"
  ]
}


Instruction: Answer question

Input: What is data exfiltration playbook?

Output:
{
  "data_identification": [
    "Search for sensitive file extensions",
    "Query databases",
    "Search emails",
    "Enumerate shares",
    "Check cloud storage"
  ],
  "staging": {
    "locations": [
      "Temp directories",
      "Recycle bin",
      "Alternate data streams",
      "Registry keys"
    ],
    "compression": "Use native tools (7z, rar, tar)"
  },
  "exfiltration_channels": {
    "covert": [
      "DNS tunneling",
      "ICMP tunneling",
      "HTTPS to legitimate sites",
      "Cloud storage services"
    ],
    "standard": [
      "HTTPS to C2",
      "FTP",
      "Email"
    ],
    "physical": [
      "USB devices",
      "Print to PDF",
      "Screenshots"
    ]
  }
}


Instruction: Answer question

Input: Explain data exfiltration playbook

Output:
{
  "data_identification": [
    "Search for sensitive file extensions",
    "Query databases",
    "Search emails",
    "Enumerate shares",
    "Check cloud storage"
  ],
  "staging": {
    "locations": [
      "Temp directories",
      "Recycle bin",
      "Alternate data streams",
      "Registry keys"
    ],
    "compression": "Use native tools (7z, rar, tar)"
  },
  "exfiltration_channels": {
    "covert": [
      "DNS tunneling",
      "ICMP tunneling",
      "HTTPS to legitimate sites",
      "Cloud storage services"
    ],
    "standard": [
      "HTTPS to C2",
      "FTP",
      "Email"
    ],
    "physical": [
      "USB devices",
      "Print to PDF",
      "Screenshots"
    ]
  }
}


Instruction: Answer question

Input: Tell me about data exfiltration playbook

Output:
{
  "data_identification": [
    "Search for sensitive file extensions",
    "Query databases",
    "Search emails",
    "Enumerate shares",
    "Check cloud storage"
  ],
  "staging": {
    "locations": [
      "Temp directories",
      "Recycle bin",
      "Alternate data streams",
      "Registry keys"
    ],
    "compression": "Use native tools (7z, rar, tar)"
  },
  "exfiltration_channels": {
    "covert": [
      "DNS tunneling",
      "ICMP tunneling",
      "HTTPS to legitimate sites",
      "Cloud storage services"
    ],
    "standard": [
      "HTTPS to C2",
      "FTP",
      "Email"
    ],
    "physical": [
      "USB devices",
      "Print to PDF",
      "Screenshots"
    ]
  }
}


Instruction: Answer question

Input: How does data exfiltration playbook work?

Output:
{
  "data_identification": [
    "Search for sensitive file extensions",
    "Query databases",
    "Search emails",
    "Enumerate shares",
    "Check cloud storage"
  ],
  "staging": {
    "locations": [
      "Temp directories",
      "Recycle bin",
      "Alternate data streams",
      "Registry keys"
    ],
    "compression": "Use native tools (7z, rar, tar)"
  },
  "exfiltration_channels": {
    "covert": [
      "DNS tunneling",
      "ICMP tunneling",
      "HTTPS to legitimate sites",
      "Cloud storage services"
    ],
    "standard": [
      "HTTPS to C2",
      "FTP",
      "Email"
    ],
    "physical": [
      "USB devices",
      "Print to PDF",
      "Screenshots"
    ]
  }
}


Instruction: Answer question

Input: Describe data exfiltration playbook

Output:
{
  "data_identification": [
    "Search for sensitive file extensions",
    "Query databases",
    "Search emails",
    "Enumerate shares",
    "Check cloud storage"
  ],
  "staging": {
    "locations": [
      "Temp directories",
      "Recycle bin",
      "Alternate data streams",
      "Registry keys"
    ],
    "compression": "Use native tools (7z, rar, tar)"
  },
  "exfiltration_channels": {
    "covert": [
      "DNS tunneling",
      "ICMP tunneling",
      "HTTPS to legitimate sites",
      "Cloud storage services"
    ],
    "standard": [
      "HTTPS to C2",
      "FTP",
      "Email"
    ],
    "physical": [
      "USB devices",
      "Print to PDF",
      "Screenshots"
    ]
  }
}


Instruction: Answer question

Input: What is defense evasion playbook?

Output:
{
  "av_bypass": {
    "techniques": [
      "Obfuscation",
      "Packing",
      "Encryption",
      "Living off the land",
      "Process injection",
      "DLL sideloading"
    ],
    "testing": "Always test in isolated environment first"
  },
  "edr_bypass": {
    "techniques": [
      "Direct syscalls",
      "Unhooking",
      "Parent process spoofing",
      "ETW patching",
      "AMSI bypass"
    ],
    "tools": [
      "SysWhispers",
      "HellsGate",
      "RefleXXion"
    ]
  },
  "log_evasion": {
    "techniques": [
      "Clear event logs",
      "Stop logging services",
      "Timestomping",
      "Log poisoning"
    ],
    "opsec": "Consider log forwarding and SIEM"
  }
}


Instruction: Answer question

Input: Explain defense evasion playbook

Output:
{
  "av_bypass": {
    "techniques": [
      "Obfuscation",
      "Packing",
      "Encryption",
      "Living off the land",
      "Process injection",
      "DLL sideloading"
    ],
    "testing": "Always test in isolated environment first"
  },
  "edr_bypass": {
    "techniques": [
      "Direct syscalls",
      "Unhooking",
      "Parent process spoofing",
      "ETW patching",
      "AMSI bypass"
    ],
    "tools": [
      "SysWhispers",
      "HellsGate",
      "RefleXXion"
    ]
  },
  "log_evasion": {
    "techniques": [
      "Clear event logs",
      "Stop logging services",
      "Timestomping",
      "Log poisoning"
    ],
    "opsec": "Consider log forwarding and SIEM"
  }
}


Instruction: Answer question

Input: Tell me about defense evasion playbook

Output:
{
  "av_bypass": {
    "techniques": [
      "Obfuscation",
      "Packing",
      "Encryption",
      "Living off the land",
      "Process injection",
      "DLL sideloading"
    ],
    "testing": "Always test in isolated environment first"
  },
  "edr_bypass": {
    "techniques": [
      "Direct syscalls",
      "Unhooking",
      "Parent process spoofing",
      "ETW patching",
      "AMSI bypass"
    ],
    "tools": [
      "SysWhispers",
      "HellsGate",
      "RefleXXion"
    ]
  },
  "log_evasion": {
    "techniques": [
      "Clear event logs",
      "Stop logging services",
      "Timestomping",
      "Log poisoning"
    ],
    "opsec": "Consider log forwarding and SIEM"
  }
}


Instruction: Answer question

Input: How does defense evasion playbook work?

Output:
{
  "av_bypass": {
    "techniques": [
      "Obfuscation",
      "Packing",
      "Encryption",
      "Living off the land",
      "Process injection",
      "DLL sideloading"
    ],
    "testing": "Always test in isolated environment first"
  },
  "edr_bypass": {
    "techniques": [
      "Direct syscalls",
      "Unhooking",
      "Parent process spoofing",
      "ETW patching",
      "AMSI bypass"
    ],
    "tools": [
      "SysWhispers",
      "HellsGate",
      "RefleXXion"
    ]
  },
  "log_evasion": {
    "techniques": [
      "Clear event logs",
      "Stop logging services",
      "Timestomping",
      "Log poisoning"
    ],
    "opsec": "Consider log forwarding and SIEM"
  }
}


Instruction: Answer question

Input: Describe defense evasion playbook

Output:
{
  "av_bypass": {
    "techniques": [
      "Obfuscation",
      "Packing",
      "Encryption",
      "Living off the land",
      "Process injection",
      "DLL sideloading"
    ],
    "testing": "Always test in isolated environment first"
  },
  "edr_bypass": {
    "techniques": [
      "Direct syscalls",
      "Unhooking",
      "Parent process spoofing",
      "ETW patching",
      "AMSI bypass"
    ],
    "tools": [
      "SysWhispers",
      "HellsGate",
      "RefleXXion"
    ]
  },
  "log_evasion": {
    "techniques": [
      "Clear event logs",
      "Stop logging services",
      "Timestomping",
      "Log poisoning"
    ],
    "opsec": "Consider log forwarding and SIEM"
  }
}


Instruction: Answer question

Input: What is offensive techniques?

Output:
{
  "attack_vectors": {
    "owasp_top10_2021.json": [
      {
        "rank": 1,
        "id": "A01:2021",
        "name": "Broken Access Control",
        "description": "Access control enforces policy such that users cannot act outside of their intended permissions",
        "cwe_coverage": [
          "CWE-200",
          "CWE-201",
          "CWE-352",
          "CWE-359",
          "CWE-377",
          "CWE-402",
          "CWE-425",
          "CWE-441",
          "CWE-497",
          "CWE-538",
          "CWE-540",
          "CWE-548",
          "CWE-552",
          "CWE-566",
          "CWE-601",
          "CWE-639",
          "CWE-651",
          "CWE-668",
          "CWE-706",
          "CWE-862",
          "CWE-863",
          "CWE-913",
          "CWE-922",
          "CWE-1275"
        ],
        "attack_scenarios": [
          "Bypassing access control checks by modifying the URL, internal application state, or the HTML page",
          "Allowing the primary key to be changed to another user's record",
          "Elevation of privilege (acting as a user without being logged in or acting as an admin when logged in as a user)",
          "Metadata manipulation (replaying or tampering with JWT tokens, cookies, or hidden fields)",
          "CORS misconfiguration allows unauthorized API access",
          "Force browsing to authenticated pages as an unauthenticated user"
        ],
        "prevention": [
          "Except for public resources, deny by default",
          "Implement access control mechanisms once and re-use throughout the application",
          "Model access controls should enforce record ownership",
          "Disable web server directory listing",
          "Log access control failures and alert admins when appropriate",
          "Rate limit API and controller access"
        ],
        "example_code": "\n                // Vulnerable code - No access control\n                app.get('/admin/users/:id', (req, res) => {\n


Instruction: Answer question

Input: Explain offensive techniques

Output:
{
  "attack_vectors": {
    "owasp_top10_2021.json": [
      {
        "rank": 1,
        "id": "A01:2021",
        "name": "Broken Access Control",
        "description": "Access control enforces policy such that users cannot act outside of their intended permissions",
        "cwe_coverage": [
          "CWE-200",
          "CWE-201",
          "CWE-352",
          "CWE-359",
          "CWE-377",
          "CWE-402",
          "CWE-425",
          "CWE-441",
          "CWE-497",
          "CWE-538",
          "CWE-540",
          "CWE-548",
          "CWE-552",
          "CWE-566",
          "CWE-601",
          "CWE-639",
          "CWE-651",
          "CWE-668",
          "CWE-706",
          "CWE-862",
          "CWE-863",
          "CWE-913",
          "CWE-922",
          "CWE-1275"
        ],
        "attack_scenarios": [
          "Bypassing access control checks by modifying the URL, internal application state, or the HTML page",
          "Allowing the primary key to be changed to another user's record",
          "Elevation of privilege (acting as a user without being logged in or acting as an admin when logged in as a user)",
          "Metadata manipulation (replaying or tampering with JWT tokens, cookies, or hidden fields)",
          "CORS misconfiguration allows unauthorized API access",
          "Force browsing to authenticated pages as an unauthenticated user"
        ],
        "prevention": [
          "Except for public resources, deny by default",
          "Implement access control mechanisms once and re-use throughout the application",
          "Model access controls should enforce record ownership",
          "Disable web server directory listing",
          "Log access control failures and alert admins when appropriate",
          "Rate limit API and controller access"
        ],
        "example_code": "\n                // Vulnerable code - No access control\n                app.get('/admin/users/:id', (req, res) => {\n


Instruction: Answer question

Input: Tell me about offensive techniques

Output:
{
  "attack_vectors": {
    "owasp_top10_2021.json": [
      {
        "rank": 1,
        "id": "A01:2021",
        "name": "Broken Access Control",
        "description": "Access control enforces policy such that users cannot act outside of their intended permissions",
        "cwe_coverage": [
          "CWE-200",
          "CWE-201",
          "CWE-352",
          "CWE-359",
          "CWE-377",
          "CWE-402",
          "CWE-425",
          "CWE-441",
          "CWE-497",
          "CWE-538",
          "CWE-540",
          "CWE-548",
          "CWE-552",
          "CWE-566",
          "CWE-601",
          "CWE-639",
          "CWE-651",
          "CWE-668",
          "CWE-706",
          "CWE-862",
          "CWE-863",
          "CWE-913",
          "CWE-922",
          "CWE-1275"
        ],
        "attack_scenarios": [
          "Bypassing access control checks by modifying the URL, internal application state, or the HTML page",
          "Allowing the primary key to be changed to another user's record",
          "Elevation of privilege (acting as a user without being logged in or acting as an admin when logged in as a user)",
          "Metadata manipulation (replaying or tampering with JWT tokens, cookies, or hidden fields)",
          "CORS misconfiguration allows unauthorized API access",
          "Force browsing to authenticated pages as an unauthenticated user"
        ],
        "prevention": [
          "Except for public resources, deny by default",
          "Implement access control mechanisms once and re-use throughout the application",
          "Model access controls should enforce record ownership",
          "Disable web server directory listing",
          "Log access control failures and alert admins when appropriate",
          "Rate limit API and controller access"
        ],
        "example_code": "\n                // Vulnerable code - No access control\n                app.get('/admin/users/:id', (req, res) => {\n


Instruction: Answer question

Input: How does offensive techniques work?

Output:
{
  "attack_vectors": {
    "owasp_top10_2021.json": [
      {
        "rank": 1,
        "id": "A01:2021",
        "name": "Broken Access Control",
        "description": "Access control enforces policy such that users cannot act outside of their intended permissions",
        "cwe_coverage": [
          "CWE-200",
          "CWE-201",
          "CWE-352",
          "CWE-359",
          "CWE-377",
          "CWE-402",
          "CWE-425",
          "CWE-441",
          "CWE-497",
          "CWE-538",
          "CWE-540",
          "CWE-548",
          "CWE-552",
          "CWE-566",
          "CWE-601",
          "CWE-639",
          "CWE-651",
          "CWE-668",
          "CWE-706",
          "CWE-862",
          "CWE-863",
          "CWE-913",
          "CWE-922",
          "CWE-1275"
        ],
        "attack_scenarios": [
          "Bypassing access control checks by modifying the URL, internal application state, or the HTML page",
          "Allowing the primary key to be changed to another user's record",
          "Elevation of privilege (acting as a user without being logged in or acting as an admin when logged in as a user)",
          "Metadata manipulation (replaying or tampering with JWT tokens, cookies, or hidden fields)",
          "CORS misconfiguration allows unauthorized API access",
          "Force browsing to authenticated pages as an unauthenticated user"
        ],
        "prevention": [
          "Except for public resources, deny by default",
          "Implement access control mechanisms once and re-use throughout the application",
          "Model access controls should enforce record ownership",
          "Disable web server directory listing",
          "Log access control failures and alert admins when appropriate",
          "Rate limit API and controller access"
        ],
        "example_code": "\n                // Vulnerable code - No access control\n                app.get('/admin/users/:id', (req, res) => {\n


Instruction: Answer question

Input: Describe offensive techniques

Output:
{
  "attack_vectors": {
    "owasp_top10_2021.json": [
      {
        "rank": 1,
        "id": "A01:2021",
        "name": "Broken Access Control",
        "description": "Access control enforces policy such that users cannot act outside of their intended permissions",
        "cwe_coverage": [
          "CWE-200",
          "CWE-201",
          "CWE-352",
          "CWE-359",
          "CWE-377",
          "CWE-402",
          "CWE-425",
          "CWE-441",
          "CWE-497",
          "CWE-538",
          "CWE-540",
          "CWE-548",
          "CWE-552",
          "CWE-566",
          "CWE-601",
          "CWE-639",
          "CWE-651",
          "CWE-668",
          "CWE-706",
          "CWE-862",
          "CWE-863",
          "CWE-913",
          "CWE-922",
          "CWE-1275"
        ],
        "attack_scenarios": [
          "Bypassing access control checks by modifying the URL, internal application state, or the HTML page",
          "Allowing the primary key to be changed to another user's record",
          "Elevation of privilege (acting as a user without being logged in or acting as an admin when logged in as a user)",
          "Metadata manipulation (replaying or tampering with JWT tokens, cookies, or hidden fields)",
          "CORS misconfiguration allows unauthorized API access",
          "Force browsing to authenticated pages as an unauthenticated user"
        ],
        "prevention": [
          "Except for public resources, deny by default",
          "Implement access control mechanisms once and re-use throughout the application",
          "Model access controls should enforce record ownership",
          "Disable web server directory listing",
          "Log access control failures and alert admins when appropriate",
          "Rate limit API and controller access"
        ],
        "example_code": "\n                // Vulnerable code - No access control\n                app.get('/admin/users/:id', (req, res) => {\n


Instruction: Answer question

Input: What is tools and usage?

Output:
{
  "kali_tools": {
    "penetration_testing_methodologies.json": {
      "penetration_testing_phases": {
        "1_reconnaissance": {
          "description": "Information gathering about the target",
          "passive_recon": {
            "description": "Gathering information without direct interaction",
            "tools": [
              "theharvester",
              "shodan",
              "recon-ng",
              "maltego"
            ],
            "workflow": [
              "1. Start with OSINT using TheHarvester for emails/subdomains",
              "2. Use Shodan for exposed services",
              "3. Employ Recon-ng for comprehensive OSINT",
              "4. Map relationships with Maltego"
            ]
          },
          "active_recon": {
            "description": "Direct interaction with target systems",
            "tools": [
              "nmap",
              "masscan",
              "dnsenum",
              "fierce"
            ],
            "workflow": [
              "1. DNS enumeration with dnsenum/fierce",
              "2. Port scanning with Nmap for detailed info",
              "3. Use Masscan for large network ranges",
              "4. Service version detection with Nmap scripts"
            ]
          }
        },
        "2_scanning": {
          "description": "Identifying live systems, open ports, and services",
          "network_scanning": {
            "tools": [
              "nmap",
              "masscan",
              "unicornscan"
            ],
            "workflow": [
              "1. Ping sweep to identify live hosts",
              "2. Port scanning (TCP/UDP)",
              "3. Service enumeration",
              "4. OS fingerprinting"
            ]
          },
          "vulnerability_scanning": {
            "tools": [
              "openvas",
              "nessus",
              "nikto"
            ],
            "workflow": [
              "1. Configure vulnerability scanner",
              "2. Run


Instruction: Answer question

Input: Explain tools and usage

Output:
{
  "kali_tools": {
    "penetration_testing_methodologies.json": {
      "penetration_testing_phases": {
        "1_reconnaissance": {
          "description": "Information gathering about the target",
          "passive_recon": {
            "description": "Gathering information without direct interaction",
            "tools": [
              "theharvester",
              "shodan",
              "recon-ng",
              "maltego"
            ],
            "workflow": [
              "1. Start with OSINT using TheHarvester for emails/subdomains",
              "2. Use Shodan for exposed services",
              "3. Employ Recon-ng for comprehensive OSINT",
              "4. Map relationships with Maltego"
            ]
          },
          "active_recon": {
            "description": "Direct interaction with target systems",
            "tools": [
              "nmap",
              "masscan",
              "dnsenum",
              "fierce"
            ],
            "workflow": [
              "1. DNS enumeration with dnsenum/fierce",
              "2. Port scanning with Nmap for detailed info",
              "3. Use Masscan for large network ranges",
              "4. Service version detection with Nmap scripts"
            ]
          }
        },
        "2_scanning": {
          "description": "Identifying live systems, open ports, and services",
          "network_scanning": {
            "tools": [
              "nmap",
              "masscan",
              "unicornscan"
            ],
            "workflow": [
              "1. Ping sweep to identify live hosts",
              "2. Port scanning (TCP/UDP)",
              "3. Service enumeration",
              "4. OS fingerprinting"
            ]
          },
          "vulnerability_scanning": {
            "tools": [
              "openvas",
              "nessus",
              "nikto"
            ],
            "workflow": [
              "1. Configure vulnerability scanner",
              "2. Run


Instruction: Answer question

Input: Tell me about tools and usage

Output:
{
  "kali_tools": {
    "penetration_testing_methodologies.json": {
      "penetration_testing_phases": {
        "1_reconnaissance": {
          "description": "Information gathering about the target",
          "passive_recon": {
            "description": "Gathering information without direct interaction",
            "tools": [
              "theharvester",
              "shodan",
              "recon-ng",
              "maltego"
            ],
            "workflow": [
              "1. Start with OSINT using TheHarvester for emails/subdomains",
              "2. Use Shodan for exposed services",
              "3. Employ Recon-ng for comprehensive OSINT",
              "4. Map relationships with Maltego"
            ]
          },
          "active_recon": {
            "description": "Direct interaction with target systems",
            "tools": [
              "nmap",
              "masscan",
              "dnsenum",
              "fierce"
            ],
            "workflow": [
              "1. DNS enumeration with dnsenum/fierce",
              "2. Port scanning with Nmap for detailed info",
              "3. Use Masscan for large network ranges",
              "4. Service version detection with Nmap scripts"
            ]
          }
        },
        "2_scanning": {
          "description": "Identifying live systems, open ports, and services",
          "network_scanning": {
            "tools": [
              "nmap",
              "masscan",
              "unicornscan"
            ],
            "workflow": [
              "1. Ping sweep to identify live hosts",
              "2. Port scanning (TCP/UDP)",
              "3. Service enumeration",
              "4. OS fingerprinting"
            ]
          },
          "vulnerability_scanning": {
            "tools": [
              "openvas",
              "nessus",
              "nikto"
            ],
            "workflow": [
              "1. Configure vulnerability scanner",
              "2. Run


Instruction: Answer question

Input: How does tools and usage work?

Output:
{
  "kali_tools": {
    "penetration_testing_methodologies.json": {
      "penetration_testing_phases": {
        "1_reconnaissance": {
          "description": "Information gathering about the target",
          "passive_recon": {
            "description": "Gathering information without direct interaction",
            "tools": [
              "theharvester",
              "shodan",
              "recon-ng",
              "maltego"
            ],
            "workflow": [
              "1. Start with OSINT using TheHarvester for emails/subdomains",
              "2. Use Shodan for exposed services",
              "3. Employ Recon-ng for comprehensive OSINT",
              "4. Map relationships with Maltego"
            ]
          },
          "active_recon": {
            "description": "Direct interaction with target systems",
            "tools": [
              "nmap",
              "masscan",
              "dnsenum",
              "fierce"
            ],
            "workflow": [
              "1. DNS enumeration with dnsenum/fierce",
              "2. Port scanning with Nmap for detailed info",
              "3. Use Masscan for large network ranges",
              "4. Service version detection with Nmap scripts"
            ]
          }
        },
        "2_scanning": {
          "description": "Identifying live systems, open ports, and services",
          "network_scanning": {
            "tools": [
              "nmap",
              "masscan",
              "unicornscan"
            ],
            "workflow": [
              "1. Ping sweep to identify live hosts",
              "2. Port scanning (TCP/UDP)",
              "3. Service enumeration",
              "4. OS fingerprinting"
            ]
          },
          "vulnerability_scanning": {
            "tools": [
              "openvas",
              "nessus",
              "nikto"
            ],
            "workflow": [
              "1. Configure vulnerability scanner",
              "2. Run


Instruction: Answer question

Input: Describe tools and usage

Output:
{
  "kali_tools": {
    "penetration_testing_methodologies.json": {
      "penetration_testing_phases": {
        "1_reconnaissance": {
          "description": "Information gathering about the target",
          "passive_recon": {
            "description": "Gathering information without direct interaction",
            "tools": [
              "theharvester",
              "shodan",
              "recon-ng",
              "maltego"
            ],
            "workflow": [
              "1. Start with OSINT using TheHarvester for emails/subdomains",
              "2. Use Shodan for exposed services",
              "3. Employ Recon-ng for comprehensive OSINT",
              "4. Map relationships with Maltego"
            ]
          },
          "active_recon": {
            "description": "Direct interaction with target systems",
            "tools": [
              "nmap",
              "masscan",
              "dnsenum",
              "fierce"
            ],
            "workflow": [
              "1. DNS enumeration with dnsenum/fierce",
              "2. Port scanning with Nmap for detailed info",
              "3. Use Masscan for large network ranges",
              "4. Service version detection with Nmap scripts"
            ]
          }
        },
        "2_scanning": {
          "description": "Identifying live systems, open ports, and services",
          "network_scanning": {
            "tools": [
              "nmap",
              "masscan",
              "unicornscan"
            ],
            "workflow": [
              "1. Ping sweep to identify live hosts",
              "2. Port scanning (TCP/UDP)",
              "3. Service enumeration",
              "4. OS fingerprinting"
            ]
          },
          "vulnerability_scanning": {
            "tools": [
              "openvas",
              "nessus",
              "nikto"
            ],
            "workflow": [
              "1. Configure vulnerability scanner",
              "2. Run


Instruction: Answer question

Input: What is vulnerabilities?

Output:
{
  "smart_contracts": {
    "solidity_vulnerabilities.json": {
      "metadata": {
        "collection_date": "2025-08-23T16:39:58.645545",
        "description": "Comprehensive Solidity and smart contract vulnerability database",
        "total_vulnerabilities": 14,
        "categories": [
          "reentrancy",
          "integer_overflow_underflow",
          "access_control",
          "front_running",
          "oracle_manipulation",
          "flash_loan_attacks",
          "delegate_call",
          "signature_malleability",
          "dos_attacks",
          "randomness_vulnerabilities",
          "proxy_vulnerabilities",
          "sandwich_attacks",
          "governance_attacks",
          "cross_chain_vulnerabilities"
        ]
      },
      "reentrancy": {
        "name": "Reentrancy Attack",
        "severity": "Critical",
        "description": "Allows attacker to recursively call a function before previous invocations complete",
        "vulnerable_code": "\n// VULNERABLE CODE\ncontract Vulnerable {\n    mapping(address => uint) balances;\n    \n    function withdraw(uint amount) public {\n        require(balances[msg.sender] >= amount);\n        \n        // External call before state update (VULNERABLE)\n        (bool success,) = msg.sender.call{value: amount}(\"\");\n        require(success);\n        \n        balances[msg.sender] -= amount;\n    }\n}\n            ",
        "exploit_code": "\n// EXPLOIT CODE\ncontract Attacker {\n    Vulnerable victim;\n    uint constant AMOUNT = 1 ether;\n    \n    function attack() external payable {\n        require(msg.value >= AMOUNT);\n        victim.deposit{value: AMOUNT}();\n        victim.withdraw(AMOUNT);\n    }\n    \n    receive() external payable {\n        if (address(victim).balance >= AMOUNT) {\n            victim.withdraw(AMOUNT);\n        }\n    }\n}\n            ",
        "prevention": [
          "Use Checks-Effects-Interactions pattern",
          "Use ReentrancyGuard from OpenZeppelin",


Instruction: Answer question

Input: Explain vulnerabilities

Output:
{
  "smart_contracts": {
    "solidity_vulnerabilities.json": {
      "metadata": {
        "collection_date": "2025-08-23T16:39:58.645545",
        "description": "Comprehensive Solidity and smart contract vulnerability database",
        "total_vulnerabilities": 14,
        "categories": [
          "reentrancy",
          "integer_overflow_underflow",
          "access_control",
          "front_running",
          "oracle_manipulation",
          "flash_loan_attacks",
          "delegate_call",
          "signature_malleability",
          "dos_attacks",
          "randomness_vulnerabilities",
          "proxy_vulnerabilities",
          "sandwich_attacks",
          "governance_attacks",
          "cross_chain_vulnerabilities"
        ]
      },
      "reentrancy": {
        "name": "Reentrancy Attack",
        "severity": "Critical",
        "description": "Allows attacker to recursively call a function before previous invocations complete",
        "vulnerable_code": "\n// VULNERABLE CODE\ncontract Vulnerable {\n    mapping(address => uint) balances;\n    \n    function withdraw(uint amount) public {\n        require(balances[msg.sender] >= amount);\n        \n        // External call before state update (VULNERABLE)\n        (bool success,) = msg.sender.call{value: amount}(\"\");\n        require(success);\n        \n        balances[msg.sender] -= amount;\n    }\n}\n            ",
        "exploit_code": "\n// EXPLOIT CODE\ncontract Attacker {\n    Vulnerable victim;\n    uint constant AMOUNT = 1 ether;\n    \n    function attack() external payable {\n        require(msg.value >= AMOUNT);\n        victim.deposit{value: AMOUNT}();\n        victim.withdraw(AMOUNT);\n    }\n    \n    receive() external payable {\n        if (address(victim).balance >= AMOUNT) {\n            victim.withdraw(AMOUNT);\n        }\n    }\n}\n            ",
        "prevention": [
          "Use Checks-Effects-Interactions pattern",
          "Use ReentrancyGuard from OpenZeppelin",


Instruction: Answer question

Input: Tell me about vulnerabilities

Output:
{
  "smart_contracts": {
    "solidity_vulnerabilities.json": {
      "metadata": {
        "collection_date": "2025-08-23T16:39:58.645545",
        "description": "Comprehensive Solidity and smart contract vulnerability database",
        "total_vulnerabilities": 14,
        "categories": [
          "reentrancy",
          "integer_overflow_underflow",
          "access_control",
          "front_running",
          "oracle_manipulation",
          "flash_loan_attacks",
          "delegate_call",
          "signature_malleability",
          "dos_attacks",
          "randomness_vulnerabilities",
          "proxy_vulnerabilities",
          "sandwich_attacks",
          "governance_attacks",
          "cross_chain_vulnerabilities"
        ]
      },
      "reentrancy": {
        "name": "Reentrancy Attack",
        "severity": "Critical",
        "description": "Allows attacker to recursively call a function before previous invocations complete",
        "vulnerable_code": "\n// VULNERABLE CODE\ncontract Vulnerable {\n    mapping(address => uint) balances;\n    \n    function withdraw(uint amount) public {\n        require(balances[msg.sender] >= amount);\n        \n        // External call before state update (VULNERABLE)\n        (bool success,) = msg.sender.call{value: amount}(\"\");\n        require(success);\n        \n        balances[msg.sender] -= amount;\n    }\n}\n            ",
        "exploit_code": "\n// EXPLOIT CODE\ncontract Attacker {\n    Vulnerable victim;\n    uint constant AMOUNT = 1 ether;\n    \n    function attack() external payable {\n        require(msg.value >= AMOUNT);\n        victim.deposit{value: AMOUNT}();\n        victim.withdraw(AMOUNT);\n    }\n    \n    receive() external payable {\n        if (address(victim).balance >= AMOUNT) {\n            victim.withdraw(AMOUNT);\n        }\n    }\n}\n            ",
        "prevention": [
          "Use Checks-Effects-Interactions pattern",
          "Use ReentrancyGuard from OpenZeppelin",