The best review workflow for file changes is layered. First, the linter removes obvious mistakes. Then AI review looks for context-heavy issues. Finally, a human reviewer makes the merge decision with the full picture in mind.
Layer 1: linting
Use linting to enforce the rules that should not be debated in review. That keeps the PR smaller and prevents human reviewers from wasting time on style issues that a machine can handle better.
Layer 2: AI review
Once the file is lint-clean, AI review can focus on whether the change is logically sound. It is most helpful when it highlights risk, summarizes behavior, and points reviewers toward the parts of the file that deserve attention.
Layer 3: human judgment
- Confirm the code matches the intended behavior.
- Check that security-sensitive paths are protected.
- Verify that edge cases are handled reasonably.
- Decide whether the merge is acceptable now or needs more work.
Why this workflow works
Each layer does one job well. The linter handles rules, AI handles context, and humans handle responsibility. That division keeps review fast without making it shallow.