give the AI examples of the correct pattern, affected files, and any constraints. 4. **Generate** the remediated code. 5. **Review** carefully, especially for edge cases and behavioral changes. 6. **Test** thoroughly. Run your full test suite plus manual testing of affected features. 7. **Commit** w