Engineering Manager / Technical Lead
A topic hub collecting every article tagged Code Review. Use it to explore related posts and follow this theme across the site.
6 articles
AI code is not inherently bad, but generation is getting cheaper faster than review, verification, and maintenance. Here is what the evidence says and how to measure the risk in your own repositories.
Netflix CPTO Elizabeth Stone says writing lines of code may go away, but understanding how code, systems, and products work will not — and Netflix is hiring systems thinkers over narrow specialists because of it. The evidence behind both claims, and how to keep understanding from decaying.
A practical guide for engineers on when nit comments help, when they become review noise, and how many are enough before a team should automate, approve, or move the discussion out of the PR.
AI can generate most of the code. It still cannot decide what to build, sense when 'correct-looking' output is quietly wrong, or own the consequences. A field guide to the tasks that stay human — for engineers and PMs.
Most AI code review bots fail for a simple reason: they optimize for visible comments instead of reviewer trust. This guide pulls together current benchmarks, practitioner reports, product limitations, and design patterns for building a code review agent that is fast, quieter, less biased, and less hallucination-prone.
A grounded look at how Cursor's subagents and skills fit with Claude Code's subagents, worktrees, and the new /simplify command for research, implementation, and cleanup.
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