We’ve all been there: you fire up your favorite AI coding agent—whether it’s Claude Engineer, Cursor, or a custom LangChain harness—and hand it a multi-file refactoring task. For the first two minutes, it feels like magic. The LLM creates the right interfaces, updates the imports, and writes crisp unit tests. Then, subtle