Code review is not about catching bugs
6 hours ago
- #software development
- #code review
- #AI in programming
- The primary purpose of code review is not to catch bugs, but to determine if a change should be part of the product, involving judgment on architecture, complexity, and alignment with product vision.
- Code review, tests, and production observability serve distinct roles: tests check if code meets intent, observability reveals system behavior, and code review evaluates if the intent is the right thing to build.
- With AI-generated code, code review is shifting from assessing implementation quality to reviewing intent, taste, architecture, and product coherence, as the code may lack implicit design context.
- Code review is a key collaborative process for teams to exercise shared judgment, develop mutual understanding, and maintain institutional knowledge, which becomes more critical as automation increases.
- The real bottleneck in software development is judgment, not code review or validation, as automation handles mechanical tasks, elevating the need for human decision-making on what and whether to build.
- As AI changes code authorship, review practices must evolve to focus on intent, distinguish changes requiring human judgment, and preserve collaboration, with tools handling automated checks.