Notes on AI code review, engineering workflow, and the trade-offs of tools we actually use.
Even strong reviewers miss SQL injection patterns, missing timeouts, and goroutine leaks at 5pm on a Friday. Here are 10 categories where an AI second-pass earns its keep.
Per-seat pricing makes sense for 50-person engineering orgs. For solo devs and small teams, it's a tax for features you don't use.
A technical breakdown of how AI tools review pull requests — what they catch, what they miss, and how to use them without getting burned.
Should you run your AI code review tool yourself or use a SaaS? A practical comparison of cost, security, latency, and operational burden — with the cases each option makes sense for.