Why does AI-generated code pass review but still fail in production?
AI-generated code can look clean, pass tests, and make it through review, yet behave subtly wrong under real production conditions. The problem often isn't an obvious syntax or…
production bugs
Why does AI-generated code pass review but behave strangely in production?
AI-generated code can look clean, pass tests, and survive review, yet still behave subtly differently under real production traffic. The problems often come from unusual structure that is…
How can I stabilize a rushed release before an investor demo?
We closed a funding round recently, and my CTO pushed for a major release before an investor demo in five days. I worked on the app for about…
How can I stabilize a rushed release before an investor demo?
We closed a funding round recently, and our CTO pushed for a major release before an investor demo in five days. After two weeks of intense work and…
How do you reproduce intermittent production bugs that depend on system state?
A checkout service was randomly returning 500 errors on the same endpoint several times a day. The failures happened during both peak traffic and quiet periods, and the…