Category
Code Quality
4 posts
Your AI Code Review Missed the One Thing That Matters
AI code review catches syntax, style, and common bugs. But it cannot catch architectural coupling, the kind of problem that breaks three services a week after a clean merge.
AI Wrote Perfect Unit Tests. The App Still Broke in Production.
AI generated 98% test coverage. Every test passed. The app crashed within an hour. Why AI tests validate implementation, not business logic — and what to do about it.
What a $340K Code Review Mistake Looks Like (and Why Your CI/CD Pipeline Didn't Catch It)
A discount engine bug slipped past 47 unit tests and a green CI/CD pipeline. How business logic errors bypass automated testing and why architect review is a financial control, not just a dev practice.
The Real Cost of Skipping Code Review on AI Output
AI-generated code that skips review doesn't save time — it borrows it. Here's what actually happens when teams ship unreviewed AI code, and what it costs.