An llm itself is a large codebase that no human has laid eyes on, instead you validate it through testing.

Regarding testing, I’ve had an interaction with windsurf where I told it there was a bug in the application it generated. It replied “I’ve added some log statements, can you run it and tell me what you see, then I’ll know what to fix”… The llm was instructing me…