make too many different changes in a single pull request TL;DR: Always stick to baby steps Code Review time and complexity When pull requests become very large, they can pose several challenges...merge requests. AI assistants do not…
read it. In his launch post Dohmke writes: “The pull request has become an audit log that only the agent...reads.” He told The New Stack that he opens pull requests and has “no idea what all that code…
real hotspots burn TL;DR: Don't waste time refactoring code that never changes; focus on frequently modified problem areas. This is the anti code smell. You come across ugly code with complex conditionals,...campsite better than when you found it.
carefully they can really review it is where AI code review tools now live. The question is no longer whether...diff and nothing else. These tools are basically linters with better phrasing. They'll flag an unused
hides real design problems TL;DR: When you focus code reviews on syntax, you miss architecture, security,...rots. You can detect this smell by examining pull request comments. When you see multiple comments about...reviewers to catch these issues manually.
Legacy codebases represent both a challenge and an opportunity. These systems contain years...patterns, poor documentation, and accumulated technical debt. Large language models have emerged as powerful tools for understanding and refactoring legacy code, offering capabilities that were impossible...
One rulebook lives in CLAUDE.md, AGENTS.md or REVIEW.md. The other lives in the comments senior reviewers leave on PR after PR, and nobody writes it down. The real rulebook keeps changing in review threads, and new hires and…
Claude Code opens the pull request four minutes after you asked. Then CI takes twenty, the...adopted coding agents, the time from submitting a pull request to merging it rose by 3.45 days, a 49% increase....while you're doing something else. For…
Claude Code, and ChatGPT Plus includes Codex code review. Choose by how the bill grows (per developer,...#copilot-code-review-alternatives-side-by-side Copilot code review alternatives side by side Each cell is from
part is about understanding the problem: what Technical Debt is, what the data says about AI, and the kind...comes from Kruchten, Nord and Ozkaya (2012): Technical Debt is the cost of past decisions that makes software...get less from us.
Code review culture and practice, refactoring, technical debt, legacy code, linting and static analysis, dead-code cleanup.
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