Your AI Patches Still Break Production? The Fix Isn’t a Better Model, It’s a Better Workflow.

In our previous post, we showed how general-purpose AI coding assistants produce vulnerability patches that compile, pass tests, and still break production. The data was clear: a persistent ~20% defect rate across compatibility, correctness, and precision – not because the models can’t code, but because they skip the critical step of understanding the APIs deltas. […]