AI tools are most useful when the engineer already knows what good output should look like.
Useful workflows
Use AI for code review checklists, test case generation, documentation drafts, debugging hypotheses, refactoring plans, and system design alternatives.
Do not blindly trust output
Always verify generated code, security assumptions, edge cases, and performance claims.