AI Code Review, Refactoring, and Documentation

AI Can Support Engineering Review Work

AI can help developers inspect code changes, explain unfamiliar modules, propose refactoring plans, draft documentation, and suggest tests. It is most useful when paired with human engineering judgment and automated test coverage.

Useful Engineering Workflows

• Summarize pull requests and identify risky areas.
• Suggest test cases for changed behavior.
• Draft documentation for APIs, modules, and workflows.
• Explain legacy code before refactoring.
• Create migration plans and checklist-style implementation steps.

Review the Reviewer

AI can miss subtle bugs, security issues, performance problems, and domain assumptions. Treat its review as an additional signal, not the final authority.