What breaks without a system
- Engineers paste errors into ChatGPT and trust the output
- Code gets copy-pasted without real codebase context
- AI suggestions are accepted without proper validation
- Testing gets skipped or rushed
- Review debt builds quietly until it breaks things
The fix: structured prompting, real evals, proper hooks, and governance that doesn't slow the team down.








