AI Code Review Is Mostly Noise
I've been running AI code review on real PRs for months. It catches some real bugs. It also generates a staggering amount of useless commentary.
Code Review coverage in this archive spans 5 posts from Nov 2017 to Feb 2025 and leans into practical engineering craft: interfaces, testing, and maintainable implementation details. The strongest adjacent threads are ai, quality, and developer tools. Recurring title motifs include code, ai, reviews, and mostly.
I've been running AI code review on real PRs for months. It catches some real bugs. It also generates a staggering amount of useless commentary.
After three months of using AI-assisted code review across multiple projects, here's what actually works and what's just noise.
Six months with Copilot in real projects. What it actually helps with, where it quietly makes things worse, and why the productivity claims are overblown.
Most code reviews are theater. Here's how we fixed ours at the fintech startup and what actually made a difference.
Most code reviews are theater. Here's what actually makes them worth the time.