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💻Coding📝 Text
AI-Generated Code Trust Audit
Audit generated code for hidden assumptions, security gaps, and unverified dependencies.
September 6, 2026
💡 Use Case
Useful before merging generated code that works in a demo but has not yet earned production trust.
📋 The Prompt
Act as the engineer accountable for shipping this AI-generated code: [paste code or diff]. Do not rewrite it immediately. Trace inputs, outputs, state changes, external calls, failure paths, and trust boundaries. Produce: 1. a plain-English explanation of what it actually does, 2. hidden assumptions, 3. security and privacy risks, 4. dependencies or APIs that require documentation verification, 5. redundancy and unnecessary complexity, 6. missing tests ranked by risk, and 7. the minimum patch plan. Mark every conclusion as verified from the code, inferred, or unknown. Prefer deletion and existing project patterns over new abstractions.
Tags
codingcode-reviewai-codesecuritytesting
How to Use This Prompt
- 1Click the Copy Prompt button above to copy the text to your clipboard.
- 2Open your preferred AI tool — ChatGPT, Claude, Gemini, or any text AI.
- 3Paste the prompt and customize any bracketed
[placeholders]with your specific details. - 4Submit and enjoy the result! Iterate by refining your inputs.