CWE_LLM_DATASET.json

{
  "metadata": {
    "title": "CWE Security Patterns Dataset for LLM Integration",
    "version": "1.0",
    "description": "Comprehensive CWE vulnerability patterns optimized for LLM consumption and TinyBrain integration",
    "source": "CWE Top 25 Most Dangerous Software Errors + Critical CWEs",
    "authorization": "AUTHORIZED SECURITY ASSESSMENTS by CERTIFIED CYBERSECURITY PROFESSIONALS",
    "standards": ["CWE", "OWASP", "NIST", "SANS Top 25"],
    "total_patterns": 28,
    "languages_covered": ["C", "C++", "Java", "Python", "JavaScript", "PHP", "C#", "Ruby", "Go", "TypeScript", "Rust"]
  },
  "cwe_patterns": {
    "CWE-787": {
      "id": "CWE-787",
      "name": "Out-of-bounds Write",
      "severity": "Critical",
      "description": "Writing past the end of allocated memory buffer",
      "languages": ["C", "C++", "Assembly"],
      "vulnerable_pattern": "strcpy(buffer, input); // No bounds checking",
      "secure_pattern": "strncpy(buffer, input, copy_len); buffer[copy_len] = '\\0';",
      "exploitation": "Buffer overflow leading to code execution",
      "remediation": "Use bounds-checking functions, validate input length",
      "tinybrain_tags": ["buffer-overflow", "memory-corruption", "critical", "cwe-787"],
      "priority": 10,
      "confidence": 0.95
    },
    "CWE-79": {
      "id": "CWE-79",
      "name": "Cross-site Scripting (XSS)",
      "severity": "High",
      "description": "Improper neutralization of input during web page generation",
      "languages": ["JavaScript", "HTML", "PHP", "Java", "C#"],
      "vulnerable_pattern": "res.send(`<h1>Search: ${query}</h1>`); // No encoding",
      "secure_pattern": "res.send(`<h1>Search: ${escapeHtml(query)}</h1>`);",
      "exploitation": "Session hijacking, credential theft, defacement",
      "remediation": "Output encoding, Content Security Policy, input validation",
      "tinybrain_tags": ["xss", "web-security", "high", "cwe-79"],
      "priority": 9,
      "confidence": 0.9
    },
    "CWE-20": {
      "id": "CWE-20",
      "name": "Improper Input Validation",
      "severity": "High",
      "description": "Product does not validate or incorrectly validates input",
      "languages": ["All"],
      "vulnerable_pattern": "return database.save(data); // No validation",
      "secure_pattern": "if (!validate_input(data)) raise ValueError(); return database.save(sanitize_input(data));",
      "exploitation": "Injection attacks, data corruption, logic bypass",
      "remediation": "Comprehensive input validation, whitelist approach, sanitization",
      "tinybrain_tags": ["input-validation", "injection", "high", "cwe-20"],
      "priority": 9,
      "confidence": 0.9
    },
    "CWE-125": {
      "id": "CWE-125",
      "name": "Out-of-bounds Read",
      "severity": "High",
      "description": "Reading past the end of allocated memory buffer",
      "languages": ["C", "C++", "Assembly"],
      "vulnerable_pattern": "return buffer[index]; // No bounds checking",
      "secure_pattern": "if (index >= 0 && index < size) return buffer[index]; return -1;",
      "exploitation": "Information disclosure, memory corruption",
      "remediation": "Bounds checking, safe array access, input validation",
      "tinybrain_tags": ["buffer-overread", "memory-corruption", "high", "cwe-125"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-78": {
      "id": "CWE-78",
      "name": "OS Command Injection",
      "severity": "Critical",
      "description": "Improper neutralization of special elements in OS command",
      "languages": ["All"],
      "vulnerable_pattern": "os.system(f'cat {filename}'); // Command injection",
      "secure_pattern": "subprocess.run(['cat', filename], check=True);",
      "exploitation": "Remote code execution, system compromise",
      "remediation": "Avoid shell commands, use parameterized execution, input validation",
      "tinybrain_tags": ["command-injection", "rce", "critical", "cwe-78"],
      "priority": 10,
      "confidence": 0.95
    },
    "CWE-89": {
      "id": "CWE-89",
      "name": "SQL Injection",
      "severity": "Critical",
      "description": "Improper neutralization of special elements in SQL command",
      "languages": ["All with SQL"],
      "vulnerable_pattern": "query = f'SELECT * FROM users WHERE id = {user_id}';",
      "secure_pattern": "query = 'SELECT * FROM users WHERE id = ?'; database.execute(query, (user_id,));",
      "exploitation": "Database access, data theft, authentication bypass",
      "remediation": "Parameterized queries, stored procedures, input validation",
      "tinybrain_tags": ["sql-injection", "database", "critical", "cwe-89"],
      "priority": 10,
      "confidence": 0.95
    },
    "CWE-416": {
      "id": "CWE-416",
      "name": "Use After Free",
      "severity": "Critical",
      "description": "Referencing memory after it has been freed",
      "languages": ["C", "C++"],
      "vulnerable_pattern": "free(ptr); *ptr = 'A'; // Use after free",
      "secure_pattern": "free(ptr); ptr = NULL; // Prevent use after free",
      "exploitation": "Code execution, memory corruption, crash",
      "remediation": "Set pointers to NULL after free, use smart pointers, static analysis",
      "tinybrain_tags": ["use-after-free", "memory-corruption", "critical", "cwe-416"],
      "priority": 10,
      "confidence": 0.9
    },
    "CWE-190": {
      "id": "CWE-190",
      "name": "Integer Overflow or Wraparound",
      "severity": "High",
      "description": "Integer operation causes wraparound",
      "languages": ["C", "C++", "Java", "C#"],
      "vulnerable_pattern": "return a + b; // Can overflow",
      "secure_pattern": "if (a > INT_MAX - b) return -1; return a + b;",
      "exploitation": "Buffer overflow, logic errors, denial of service",
      "remediation": "Overflow checking, use safe math libraries, input validation",
      "tinybrain_tags": ["integer-overflow", "arithmetic", "high", "cwe-190"],
      "priority": 8,
      "confidence": 0.85
    },
    "CWE-352": {
      "id": "CWE-352",
      "name": "Cross-Site Request Forgery (CSRF)",
      "severity": "High",
      "description": "Web application does not verify request source",
      "languages": ["Web applications"],
      "vulnerable_pattern": "<form action='/transfer' method='POST'> // No CSRF protection",
      "secure_pattern": "<input type='hidden' name='csrf_token' value='random_token'>",
      "exploitation": "Unauthorized actions, account takeover, data modification",
      "remediation": "CSRF tokens, SameSite cookies, referrer validation",
      "tinybrain_tags": ["csrf", "web-security", "high", "cwe-352"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-22": {
      "id": "CWE-22",
      "name": "Path Traversal",
      "severity": "High",
      "description": "Improper limitation of pathname to restricted directory",
      "languages": ["All"],
      "vulnerable_pattern": "open(f'uploads/{filename}'); // No validation",
      "secure_pattern": "safe_path = os.path.join('uploads', os.path.basename(filename));",
      "exploitation": "File system access, sensitive data exposure",
      "remediation": "Path validation, chroot, input sanitization",
      "tinybrain_tags": ["path-traversal", "file-access", "high", "cwe-22"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-494": {
      "id": "CWE-494",
      "name": "Download of Code Without Integrity Check",
      "severity": "High",
      "description": "Product downloads code without verifying integrity",
      "languages": ["All"],
      "vulnerable_pattern": "f.write(response.content); // No verification",
      "secure_pattern": "if (hashlib.sha256(response.content).hexdigest() != expected_hash) raise ValueError();",
      "exploitation": "Code injection, malware installation, supply chain attack",
      "remediation": "Integrity verification, code signing, secure channels",
      "tinybrain_tags": ["code-download", "integrity", "high", "cwe-494"],
      "priority": 8,
      "confidence": 0.85
    },
    "CWE-362": {
      "id": "CWE-362",
      "name": "Concurrent Execution using Shared Resource with Improper Synchronization",
      "severity": "High",
      "description": "Race condition in shared resource access",
      "languages": ["Multi-threaded applications"],
      "vulnerable_pattern": "if (balance >= amount) balance -= amount; // Race condition",
      "secure_pattern": "synchronized(lock) { if (balance >= amount) balance -= amount; }",
      "exploitation": "Logic errors, data corruption, privilege escalation",
      "remediation": "Synchronization primitives, atomic operations, thread safety",
      "tinybrain_tags": ["race-condition", "concurrency", "high", "cwe-362"],
      "priority": 8,
      "confidence": 0.8
    },
    "CWE-770": {
      "id": "CWE-770",
      "name": "Allocation of Resources Without Limits or Throttling",
      "severity": "Medium",
      "description": "No limit on resource allocation",
      "languages": ["All"],
      "vulnerable_pattern": "while True: process_request(get_request()); // No limits",
      "secure_pattern": "semaphore = threading.Semaphore(10); semaphore.acquire();",
      "exploitation": "Denial of service, resource exhaustion",
      "remediation": "Resource limits, throttling, rate limiting",
      "tinybrain_tags": ["resource-exhaustion", "dos", "medium", "cwe-770"],
      "priority": 6,
      "confidence": 0.8
    },
    "CWE-918": {
      "id": "CWE-918",
      "name": "Server-Side Request Forgery (SSRF)",
      "severity": "High",
      "description": "Web server makes requests to arbitrary URLs",
      "languages": ["Web applications"],
      "vulnerable_pattern": "requests.get(url); // No validation",
      "secure_pattern": "if (!is_allowed_url(url)) raise ValueError(); requests.get(url);",
      "exploitation": "Internal network access, port scanning, data exfiltration",
      "remediation": "URL validation, network segmentation, allowlists",
      "tinybrain_tags": ["ssrf", "network-access", "high", "cwe-918"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-311": {
      "id": "CWE-311",
      "name": "Missing Encryption of Sensitive Data",
      "severity": "High",
      "description": "Sensitive data not encrypted",
      "languages": ["All"],
      "vulnerable_pattern": "database.save('password', password); // Plain text",
      "secure_pattern": "hashed = bcrypt.hashpw(password.encode(), bcrypt.gensalt());",
      "exploitation": "Data theft, credential exposure, privacy violation",
      "remediation": "Encryption at rest and in transit, strong algorithms",
      "tinybrain_tags": ["encryption", "data-protection", "high", "cwe-311"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-74": {
      "id": "CWE-74",
      "name": "Injection",
      "severity": "High",
      "description": "Improper neutralization of special elements",
      "languages": ["All"],
      "vulnerable_pattern": "query = f'(uid={username})'; // LDAP injection",
      "secure_pattern": "query = '(uid={})'.format(ldap.escape_filter_chars(username));",
      "exploitation": "Data access, authentication bypass, system compromise",
      "remediation": "Parameterized queries, input validation, output encoding",
      "tinybrain_tags": ["injection", "ldap", "high", "cwe-74"],
      "priority": 9,
      "confidence": 0.9
    },
    "CWE-434": {
      "id": "CWE-434",
      "name": "Unrestricted Upload of File with Dangerous Type",
      "severity": "High",
      "description": "File upload without type validation",
      "languages": ["Web applications"],
      "vulnerable_pattern": "move_uploaded_file($_FILES['upload']['tmp_name'], $uploadFile);",
      "secure_pattern": "if (in_array($_FILES['upload']['type'], $allowedTypes)) move_uploaded_file();",
      "exploitation": "Malware upload, code execution, system compromise",
      "remediation": "File type validation, content scanning, restricted directories",
      "tinybrain_tags": ["file-upload", "malware", "high", "cwe-434"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-807": {
      "id": "CWE-807",
      "name": "Reliance on Untrusted Inputs in a Security Decision",
      "severity": "High",
      "description": "Security decision based on untrusted input",
      "languages": ["All"],
      "vulnerable_pattern": "return user.isAdmin; // Client can modify",
      "secure_pattern": "const user = database.getUser(userId); return user.role === 'admin';",
      "exploitation": "Privilege escalation, authorization bypass",
      "remediation": "Server-side validation, trusted data sources",
      "tinybrain_tags": ["untrusted-input", "authorization", "high", "cwe-807"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-250": {
      "id": "CWE-250",
      "name": "Execution with Unnecessary Privileges",
      "severity": "Medium",
      "description": "Application runs with excessive privileges",
      "languages": ["All"],
      "vulnerable_pattern": "sudo ./myapp; // Running as root",
      "secure_pattern": "sudo -u appuser ./myapp; // Minimal privileges",
      "exploitation": "Privilege escalation, system compromise",
      "remediation": "Principle of least privilege, user separation",
      "tinybrain_tags": ["privileges", "escalation", "medium", "cwe-250"],
      "priority": 6,
      "confidence": 0.8
    },
    "CWE-863": {
      "id": "CWE-863",
      "name": "Incorrect Authorization",
      "severity": "High",
      "description": "Access control implementation is incorrect",
      "languages": ["All"],
      "vulnerable_pattern": "if (current_user.id == user_id) delete_user(user_id);",
      "secure_pattern": "if (current_user.role == 'admin' || current_user.id == user_id) delete_user(user_id);",
      "exploitation": "Unauthorized access, data modification",
      "remediation": "Proper authorization checks, role-based access control",
      "tinybrain_tags": ["authorization", "access-control", "high", "cwe-863"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-639": {
      "id": "CWE-639",
      "name": "Authorization Bypass Through User-Controlled Key",
      "severity": "High",
      "description": "Authorization bypass using user-controlled key",
      "languages": ["All"],
      "vulnerable_pattern": "return database.get(f'user_{user_id}'); // IDOR",
      "secure_pattern": "if (current_user.id == user_id || current_user.role == 'admin') return database.get(f'user_{user_id}');",
      "exploitation": "Unauthorized data access, IDOR attacks",
      "remediation": "Authorization checks, access control validation",
      "tinybrain_tags": ["idor", "authorization-bypass", "high", "cwe-639"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-327": {
      "id": "CWE-327",
      "name": "Use of a Broken or Risky Cryptographic Algorithm",
      "severity": "High",
      "description": "Use of weak cryptographic algorithm",
      "languages": ["All"],
      "vulnerable_pattern": "hashlib.md5(password.encode()).hexdigest(); // MD5 is weak",
      "secure_pattern": "bcrypt.hashpw(password.encode(), bcrypt.gensalt());",
      "exploitation": "Password cracking, data compromise",
      "remediation": "Use strong algorithms, proper key management",
      "tinybrain_tags": ["weak-crypto", "hashing", "high", "cwe-327"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-306": {
      "id": "CWE-306",
      "name": "Missing Authentication for Critical Function",
      "severity": "High",
      "description": "Critical function lacks authentication",
      "languages": ["All"],
      "vulnerable_pattern": "def admin_panel(): return render_admin_panel(); // No auth",
      "secure_pattern": "if not is_authenticated() or not is_admin(): return redirect('/login');",
      "exploitation": "Unauthorized access, privilege escalation",
      "remediation": "Authentication checks, session management",
      "tinybrain_tags": ["missing-auth", "authentication", "high", "cwe-306"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-862": {
      "id": "CWE-862",
      "name": "Missing Authorization",
      "severity": "High",
      "description": "Function lacks authorization check",
      "languages": ["All"],
      "vulnerable_pattern": "def delete_file(filename): os.remove(filename); // No permission check",
      "secure_pattern": "if user.has_permission('delete', filename): os.remove(filename);",
      "exploitation": "Unauthorized actions, data modification",
      "remediation": "Authorization checks, permission validation",
      "tinybrain_tags": ["missing-authorization", "permissions", "high", "cwe-862"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-732": {
      "id": "CWE-732",
      "name": "Incorrect Permission Assignment for Critical Resource",
      "severity": "Medium",
      "description": "Critical resource has incorrect permissions",
      "languages": ["All"],
      "vulnerable_pattern": "chmod 666 /etc/myapp.conf; // World-writable",
      "secure_pattern": "chmod 600 /etc/myapp.conf; // Restricted permissions",
      "exploitation": "Data modification, configuration tampering",
      "remediation": "Principle of least privilege, proper file permissions",
      "tinybrain_tags": ["file-permissions", "access-control", "medium", "cwe-732"],
      "priority": 6,
      "confidence": 0.8
    },
    "CWE-502": {
      "id": "CWE-502",
      "name": "Deserialization of Untrusted Data",
      "severity": "Critical",
      "description": "Deserializing untrusted data without validation",
      "languages": ["Java", "Python", ".NET", "PHP"],
      "vulnerable_pattern": "return ois.readObject(); // Dangerous deserialization",
      "secure_pattern": "return JsonUtils.fromJson(new String(data), MyClass.class);",
      "exploitation": "Remote code execution, system compromise",
      "remediation": "Safe deserialization, input validation, code signing",
      "tinybrain_tags": ["deserialization", "rce", "critical", "cwe-502"],
      "priority": 10,
      "confidence": 0.95
    },
    "CWE-798": {
      "id": "CWE-798",
      "name": "Use of Hard-coded Credentials",
      "severity": "High",
      "description": "Hard-coded credentials in source code",
      "languages": ["All"],
      "vulnerable_pattern": "DB_PASSWORD = 'admin123'; // Hard-coded",
      "secure_pattern": "DB_PASSWORD = os.getenv('DB_PASSWORD'); // Environment variable",
      "exploitation": "Credential theft, unauthorized access",
      "remediation": "Environment variables, secure key management, secrets management",
      "tinybrain_tags": ["hardcoded-credentials", "secrets", "high", "cwe-798"],
      "priority": 8,
      "confidence": 0.9
    },
    "CWE-330": {
      "id": "CWE-330",
      "name": "Use of Insufficiently Random Values",
      "severity": "Medium",
      "description": "Use of predictable random values",
      "languages": ["All"],
      "vulnerable_pattern": "session_id = random.randint(1, 1000000); // Predictable",
      "secure_pattern": "session_id = secrets.token_hex(16); // Cryptographically secure",
      "exploitation": "Session hijacking, token prediction",
      "remediation": "Cryptographically secure random, proper entropy",
      "tinybrain_tags": ["weak-randomness", "session-security", "medium", "cwe-330"],
      "priority": 6,
      "confidence": 0.8
    }
  },
  "search_index": {
    "by_severity": {
      "critical": ["CWE-787", "CWE-78", "CWE-89", "CWE-416", "CWE-502"],
      "high": ["CWE-79", "CWE-20", "CWE-125", "CWE-190", "CWE-352", "CWE-22", "CWE-494", "CWE-362", "CWE-918", "CWE-311", "CWE-74", "CWE-434", "CWE-807", "CWE-863", "CWE-639", "CWE-327", "CWE-306", "CWE-862", "CWE-798"],
      "medium": ["CWE-770", "CWE-250", "CWE-732", "CWE-330"]
    },
    "by_language": {
      "C": ["CWE-787", "CWE-125", "CWE-416", "CWE-190"],
      "C++": ["CWE-787", "CWE-125", "CWE-416", "CWE-190"],
      "Java": ["CWE-79", "CWE-20", "CWE-78", "CWE-89", "CWE-190", "CWE-362", "CWE-502", "CWE-798", "CWE-330"],
      "Python": ["CWE-20", "CWE-78", "CWE-89", "CWE-22", "CWE-494", "CWE-770", "CWE-918", "CWE-311", "CWE-74", "CWE-434", "CWE-807", "CWE-863", "CWE-639", "CWE-327", "CWE-306", "CWE-862", "CWE-732", "CWE-502", "CWE-798", "CWE-330"],
      "JavaScript": ["CWE-79", "CWE-20", "CWE-78", "CWE-89", "CWE-352", "CWE-918", "CWE-311", "CWE-74", "CWE-434", "CWE-807", "CWE-863", "CWE-639", "CWE-327", "CWE-306", "CWE-862", "CWE-798", "CWE-330"],
      "PHP": ["CWE-79", "CWE-20", "CWE-78", "CWE-89", "CWE-352", "CWE-22", "CWE-434", "CWE-807", "CWE-863", "CWE-639", "CWE-327", "CWE-306", "CWE-862", "CWE-502", "CWE-798", "CWE-330"],
      "C#": ["CWE-79", "CWE-20", "CWE-78", "CWE-89", "CWE-190", "CWE-352", "CWE-22", "CWE-918", "CWE-311", "CWE-74", "CWE-434", "CWE-807", "CWE-863", "CWE-639", "CWE-327", "CWE-306", "CWE-862", "CWE-502", "CWE-798", "CWE-330"],
      "Ruby": ["CWE-20", "CWE-78", "CWE-89", "CWE-352", "CWE-22", "CWE-918", "CWE-311", "CWE-74", "CWE-434", "CWE-807", "CWE-863", "CWE-639", "CWE-327", "CWE-306", "CWE-862", "CWE-798", "CWE-330"],
      "Go": ["CWE-20", "CWE-78", "CWE-89", "CWE-22", "CWE-918", "CWE-311", "CWE-74", "CWE-434", "CWE-807", "CWE-863", "CWE-639", "CWE-327", "CWE-306", "CWE-862", "CWE-798", "CWE-330"],
      "TypeScript": ["CWE-79", "CWE-20", "CWE-78", "CWE-89", "CWE-352", "CWE-918", "CWE-311", "CWE-74", "CWE-434", "CWE-807", "CWE-863", "CWE-639", "CWE-327", "CWE-306", "CWE-862", "CWE-798", "CWE-330"],
      "Rust": ["CWE-20", "CWE-78", "CWE-89", "CWE-22", "CWE-918", "CWE-311", "CWE-74", "CWE-434", "CWE-807", "CWE-863", "CWE-639", "CWE-327", "CWE-306", "CWE-862", "CWE-798", "CWE-330"]
    },
    "by_category": {
      "injection": ["CWE-78", "CWE-89", "CWE-74"],
      "memory-corruption": ["CWE-787", "CWE-125", "CWE-416", "CWE-190"],
      "web-security": ["CWE-79", "CWE-352", "CWE-918", "CWE-434"],
      "authentication": ["CWE-306", "CWE-862", "CWE-863", "CWE-639"],
      "cryptography": ["CWE-311", "CWE-327", "CWE-330"],
      "file-security": ["CWE-22", "CWE-434", "CWE-732"],
      "concurrency": ["CWE-362", "CWE-770"],
      "deserialization": ["CWE-502"],
      "secrets": ["CWE-798"],
      "integrity": ["CWE-494"]
    }
  },
  "tinybrain_integration": {
    "store_cwe_finding": {
      "template": {
        "title": "[CWE-XXX] [Vulnerability Name] in [Location]",
        "content": "AUTHORIZED SECURITY ASSESSMENT: [CWE-XXX] vulnerability identified in [LOCATION]. [DETAILED_DESCRIPTION]. EXPLOITATION CONFIRMED: [EXPLOITATION_DETAILS].",
        "category": "vulnerability",
        "priority": "[1-10]",
        "confidence": "[0.0-1.0]",
        "tags": ["[cwe-xxx]", "[vulnerability-type]", "[severity]", "authorized-testing"],
        "source": "authorized-security-assessment",
        "cwe_id": "CWE-XXX",
        "severity": "[critical|high|medium|low]",
        "exploitation_status": "confirmed"
      },
      "example_commands": [
        "Store CWE-89 SQL injection vulnerability in TinyBrain: Priority 10, affects login endpoint",
        "Store CWE-79 XSS vulnerability in TinyBrain: Priority 9, affects search functionality",
        "Store CWE-78 command injection vulnerability in TinyBrain: Priority 10, affects file processing"
      ]
    },
    "search_cwe_patterns": {
      "by_severity": [
        "Search TinyBrain for critical CWE vulnerabilities (priority >= 9)",
        "Search TinyBrain for high-severity CWE patterns in target codebase"
      ],
      "by_language": [
        "Search TinyBrain for Python-specific CWE patterns",
        "Search TinyBrain for JavaScript CWE vulnerabilities"
      ],
      "by_category": [
        "Search TinyBrain for injection-related CWE patterns",
        "Search TinyBrain for authentication CWE vulnerabilities"
      ]
    },
    "correlate_findings": {
      "commands": [
        "Find similar CWE patterns in TinyBrain based on vulnerability type",
        "Correlate CWE findings with OWASP Top 10 categories in TinyBrain",
        "Map CWE vulnerabilities to exploitation techniques in TinyBrain"
      ]
    }
  }
}