Three checks before shipping AI-assisted code

AI can draft code, tests and repetitive UI. Engineers own the structure and release decision.

A passing test does not establish that the implementation matches the agreed requirements.

Walk through empty, error and unauthorized states in addition to automated tests.

Review every screen affected by changed shared components or data models before release.