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  <section class="hero" aria-label="hero">
    <div class="hero-text">
      <h1>πŸ›‘οΈ Security in AI-Generated Code</h1>
      <p class="subtitle">WP9T2</p>
      <p class="important">Guide for Developers: How to safely use generated code, identify risks, and integrate security controls into development.</p>
      <p>LLM assistants such as Copilot, ChatGPT, and Codex can accelerate development β€” but AI output is not inherently secure. Treat suggestions as untrusted: review, test, and apply multi-layered checks.</p>
      <p class="bold-line">⚠️ Main challenges include: prompt injection, data leakage, insecure libraries, automation bias, and over-reliance on AI suggestions.</p>
      <p class="bold-line">πŸ‘‰ Conclusion: AI output should be treated as untrusted code and subjected to human review plus multi-layered security checks.</p>
      <p class="support-message">πŸ’‘ But don’t worry β€” our team can help you with that! Read the guide to learn more details about it.</p>
    </div>
    <div class="hero-icons" aria-hidden="true">
      <img src="https://img.icons8.com/ios-filled/100/ffffff/artificial-intelligence.png" alt="AI Icon">
      <img src="https://img.icons8.com/ios-filled/100/ffffff/cyber-security.png" alt="Security Icon">
      <img src="https://img.icons8.com/ios-filled/100/ffffff/shield.png" alt="Shield Icon">
    </div>
  </section>
</div>
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  <!-- Key Vulnerabilities -->
  <section class="section vulnerabilities">
    <h2>πŸ› οΈ Key Vulnerabilities in AI-Generated Code</h2>
    <div class="card-grid">
      <div class="card">
        <h3>⚠️ Injection Vulnerabilities</h3>
        <ul><li>SQL Injection</li><li>Command Injection</li><li>XSS</li><li>Regex Injection</li><li>Prompt Injection</li></ul>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330027/Injection+Vulnerabilities" class="see-examples">See examples β†’</a>
      </div>
      <div class="card">
        <h3>πŸ’Ύ Memory Management</h3>
        <ul><li>Buffer Overflow</li><li>Integer Overflow</li><li>Null Pointer Dereference</li><li>Use After Free</li></ul>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330029/Memory+Management" class="see-examples">See examples β†’</a>
      </div>
      <div class="card">
        <h3>πŸ“‚ File Management</h3>
        <ul><li>Path Traversal</li><li>Improper File Permissions</li><li>Unrestricted File Uploads</li></ul>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330031/File+Management" class="see-examples">See examples β†’</a>
      </div>
      <div class="card">
        <h3>πŸ–₯️ Deserialization</h3>
        <ul><li>Insecure Deserialization</li><li>Arbitrary Code Execution</li></ul>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330033/Deserialization" class="see-examples">See examples β†’</a>
      </div>
      <div class="card">
        <h3>πŸ”‘ Sensitive Data Exposure</h3>
        <ul><li>Hard-coded secrets</li><li>API key leak</li><li>Insecure storage</li><li>LLM Data Leakage</li></ul>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330035/Sensitive+Data+Exposure" class="see-examples">See examples β†’</a>
      </div>
      <div class="card">
        <h3>πŸ”’ Authentication & Authorization</h3>
        <ul><li>Weak credentials</li><li>Missing access control</li><li>Broken Access Control</li></ul>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330038/Authentication+Authorization" class="see-examples">See examples β†’</a>
      </div>
      <div class="card">
        <h3>πŸ” Cryptography</h3>
        <ul><li>Weak algorithms</li><li>Poor key management</li><li>Lack of certificate validation</li></ul>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330040/Cryptography" class="see-examples">See examples β†’</a>
      </div>
      <div class="card">
        <h3>πŸ”— Resource Management</h3>
        <ul><li>Resource leaks</li><li>Multiple binds</li><li>Improper control</li></ul>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330042/Resource+Management" class="see-examples">See examples β†’</a>
      </div>
    </div>
  </section>

  <!-- LLM-Specific Risks -->
  <section class="section llm-risks">
    <h2>πŸ€– LLM-Specific Risks</h2>
    <div class="card-grid">

      <div class="card">
        <h3>πŸ›‘οΈ Prompt Injection & Data Leakage</h3>
        <p>Malicious or careless prompts can expose sensitive information or compromise code integrity.</p>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330045/LLM+Specific+Risks#Prompt-Injection-and-Data-Leakage" class="see-examples">Read more β†’</a>
      </div>

      <div class="card">
        <h3>☠️ Model Poisoning</h3>
        <p>Adversarial inputs can manipulate model outputs in unsafe ways.</p>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330045/LLM+Specific+Risks#Model-Poisoning" class="see-examples">Read more β†’</a>
      </div>

      <div class="card">
        <h3>πŸ”Œ Unsafe Plugins & Configurations</h3>
        <p>Third-party extensions or improper settings may introduce vulnerabilities.</p>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330045/LLM+Specific+Risks#Unsafe-Plugins-and-Configurations" class="see-examples">Read more β†’</a>
      </div>

      <div class="card">
        <h3>πŸ‘€ Automation Bias</h3>
        <p>Blind trust in AI suggestions can lead to overlooked errors.</p>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330045/LLM+Specific+Risks#Automation-Bias" class="see-examples">Read more β†’</a>
      </div>

      <div class="card">
        <h3>πŸ”„ Iterative Degradation</h3>
        <p>Repeated AI-only iterations can accumulate errors and increase security risks.</p>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330045/LLM+Specific+Risks#Iterative-Degradation" class="see-examples">Read more β†’</a>
      </div>

      <div class="card">
        <h3>πŸ’‘ Hallucinations</h3>
        <p>AI may generate convincing but incorrect or insecure code.</p>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330045/LLM+Specific+Risks#Hallucinations" class="see-examples">Read more β†’</a>
      </div>

      <div class="card">
        <h3>πŸ“¦ Dependency Risks</h3>
        <p>AI may suggest outdated, vulnerable, or unverified libraries.</p>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330045/LLM+Specific+Risks#Dependency-Risks" class="see-examples">Read more β†’</a>
      </div>

      <div class="card">
        <h3>⚠️ Miscellaneous Risks</h3>
        <p>Race conditions, misconfigurations, or other context-specific vulnerabilities.</p>
        <a href="https://wiki.geant.org/spaces/GSD/pages/1333330045/LLM+Specific+Risks#Miscellaneous-Risks" class="see-examples">Read more β†’</a>
      </div>

    </div>
  </section>

  <!-- What AI Implicitly Knows -->
  <section class="section ai-context">
    <h2>🧠 What AI Implicitly Knows From Your Request</h2>
    <div class="card-grid">
      <div class="card">
        <h3>🌐 General Contextual Information</h3>
        <ul>
          <li><strong>Programming language</strong> β€” explicit (β€œPython code for…”) or implicit (keywords like <em>pandas</em>, <em>Node.js</em>).</li>
          <li><strong>Domain / field</strong> β€” web development, data science, cybersecurity, AI/ML, embedded systems.</li>
          <li><strong>Complexity level</strong> β€” beginner, intermediate, or advanced.</li>
          <li><strong>Purpose / use case</strong> β€” automation, prediction, encryption, or optimization.</li>
        </ul>
      </div>
      <div class="card">
        <h3>🧩 Technical Specifics Revealed</h3>
        <ul>
          <li><strong>Libraries / frameworks</strong> β€” React, TensorFlow, Flask, etc.</li>
          <li><strong>Target platform</strong> β€” cloud, on-prem, mobile, or IoT.</li>
          <li><strong>Data formats</strong> β€” JSON, XML, CSV, SQL queries.</li>
          <li><strong>Protocols / standards</strong> β€” HTTP, OAuth, LDAP, blockchain, etc.</li>
        </ul>
      </div>
      <div class="card">
        <h3>πŸ” Implicit or Sensitive Clues</h3>
        <ul>
          <li><strong>Organizational context</strong> β€” β€œLDAP schema” β†’ enterprise IT; β€œEUDI wallet” β†’ EU digital ID.</li>
          <li><strong>Access level</strong> β€” admin, developer, or auditor.</li>
          <li><strong>Security posture</strong> β€” XSS, SQLi, or encryption reveal internal priorities.</li>
          <li><strong>Confidential hints</strong> β€” internal URLs, schema names, file paths, company-specific terms.</li>
        </ul>
      </div>
      <div class="card">
        <h3>πŸ•΅οΈ Hidden Context Example</h3>
        <p><strong>β€œWrite me a script to parse LDIF and extract eduPersonPrincipalName.”</strong></p>
        <ul>
          <li>Reveals <strong>Identity & Access Management (IAM)</strong> role.</li>
          <li>Environment: <strong>LDAP / higher education</strong>.</li>
          <li>Goal: <strong>federated identity</strong> (Shibboleth / eduGAIN / GÉANT).</li>
        </ul>
      </div>
      <div class="card">
        <h3>🧨 Security & Vulnerability Implications</h3>
        <p><strong>Example:</strong> β€œShow me code to sanitize user input for XSS in React.”</p>
        <ul>
          <li>Reveals <strong>web app developer</strong> or auditor.</li>
          <li>Shows focus on <strong>XSS mitigation</strong>.</li>
          <li>Frameworks reveal <strong>tech stack</strong>.</li>
          <li>Indicates <strong>threat modeling</strong> mindset.</li>
        </ul>
      </div>
      <div class="card">
        <h3>🏒 Industry-Specific Inference</h3>
        <p><strong>Example:</strong> β€œGenerate smart contract code in Solidity for a voting system.”</p>
        <ul>
          <li>Reveals <strong>blockchain development</strong> background.</li>
          <li>Focus on <strong>DAOs, fintech, or governance</strong>.</li>
          <li>Likely early-stage prototyping.</li>
        </ul>
      </div>
      <div class="card">
        <h3>πŸ’¬ The Hidden Fingerprint</h3>
        <p>Even a <strong>short code request</strong> reveals domain, role, priorities, and internal environment clues.</p>
        <p style="margin-top:0.3rem;"><strong>Lesson:</strong> Avoid sensitive data, URLs, or internal identifiers in prompts.</p>
      </div>
      <div class="card">
        <h3>πŸ“˜ Key Takeaway</h3>
        <p>Each prompt leaves a <strong>contextual fingerprint</strong>. AI can infer organizational setup and intent β€” so craft prompts securely and thoughtfully.</p>
      </div>
    </div>
    <p style="margin-top:1rem; font-size:0.85rem; font-weight:600; text-align:center;">
      πŸ” Learn more in our <a href="https://wiki.geant.org/spaces/G52W9T2/pages/1221296279/Security+in+AI-Generated+Code+-+updated">Prompt Privacy and Inference Risks guide</a>.
    </p>
  </section>

  <!-- Mitigation Strategies -->
  <section class="section mitigation">
    <h2>πŸ›‘οΈ Mitigation Strategies & Tools</h2>
    <div class="card-grid">
      <div class="card">
        <h3>πŸ‘₯ Human Reviews</h3>
        <p>Always review AI-generated code before production deployment. Human expertise can catch subtle security flaws that automated tools might miss.</p>
      </div>
      <div class="card">
        <h3>⏳ Limit Iterations</h3>
        <p>Restrict AI to a maximum of 3 iterations before a mandatory human review. Multiple iterations can amplify vulnerabilities or introduce repeated mistakes.</p>
      </div>
      <div class="card">
        <h3>🧹 Prompt Hygiene</h3>
        <p>Never include secrets, credentials, or proprietary data in prompts. Maintain clean and sanitized input to avoid accidental leaks.</p>
      </div>
      <div class="card">
        <h3>🧰 Static & Dynamic Analysis</h3>
        <p>Run automated analysis tools after AI suggestions. Tools like <strong>SonarQube</strong> can detect missing access checks, weak credentials, and insecure patterns. Combine SAST and DAST tools for continuous security.</p>
      </div>
      <div class="card">
        <h3>πŸ› οΈ Secure Libraries</h3>
        <p>Prefer proven secure libraries instead of reinventing code. Regularly check for known vulnerabilities and maintain a whitelist of approved dependencies.</p>
      </div>
      <div class="card">
        <h3>βœ… Testing</h3>
        <p>Always test AI-generated changes for functionality and security. Include unit tests, integration tests, and security-focused test cases.</p>
      </div>
      <div class="card">
        <h3>πŸ“š Frameworks & Guides</h3>
        <p>Follow trusted AI security frameworks:</p>
        <ul>
          <li><a href="https://genai.owasp.org/llm-top-10/" target="_blank">OWASP LLM Top 10</a></li>
          <li><a href="https://genai.owasp.org/resources/" target="_blank">OWASP AI Security</a></li>
          <li><a href="https://saif.google/" target="_blank">Google SAIF</a></li>
          <li><a href="https://www.microsoft.com/en-us/ai/responsible-ai" target="_blank">Microsoft Responsible AI</a></li>
        </ul>
      </div>
    </div>
  </section>
</div>
<div class="guide-wrapper">
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  <!-- πŸ“‹ Developer Checklist -->
  <section class="developer-checklist">
    <h2>πŸ“‹ Developer Checklist</h2>
    <ul class="checklist">
      <li>βœ… Limit AI iterations to 3 before review</li>
      <li>βœ… Run static & dynamic analysis after AI suggestions 
        <span class="tip">β†’ We can help! SonarQube performs static analysis (bugs, vulnerabilities, code smells).</span>
      </li>
      <li>βœ… Verify code security for cryptography & authentication 
        <span class="tip">β†’ We can help! SonarQube flags weak algorithms (MD5, SHA1) and detects risky auth implementations.</span>
      </li>
      <li>βœ… Document all AI prompts, iterations, and usage</li>
      <li>βœ… Check for redundant or hallucinated code 
        <span class="tip">β†’ We can help! SonarQube highlights duplicate or unnecessary code.</span>
      </li>
      <li>βœ… Test and validate every change 
        <span class="tip">β†’ We can help! SonarQube integrates with CI/CD (Jenkins, GitLab CI).</span>
      </li>
      <li>βœ… Use secure libraries instead of duplicating code 
        <span class="tip">β†’ We can help! SonarQube detects repeated logic and suggests reuse.</span>
      </li>
      <li>βœ… Review all AI-generated code before production 
        <span class="tip">β†’ We can help! SonarQube acts as a β€œfirst reviewer.”</span>
      </li>
    </ul>
  </section>

  <!-- πŸ’¬ Help Section -->
  <section class="help">
    <h2>πŸ’¬ Need Help or Advice?</h2>
    <p>If you need assistance to ensure your code is reliable and safe, contact us at <a href="mailto:codereviews@software.geant.org">codereviews@software.geant.org</a>.</p>
    <p>πŸ“– To read about all services we provide, <a href="https://wiki.geant.org/spaces/GSD/pages/1045004320/Software+Reviews">visit Software Reviews Services page</a>.</p>
    <p class="collaboration">🀝 We are open for collaboration β€” don’t hesitate to reach out!</p>
  </section>
</div>