Why Local LLMs Keep Failing at Code Generation (and How to Fix It)

You finally got that 34B parameter model running on your beefy GPU. You feed it a prompt. It confidently writes a function that looks perfect — until you realize it's calling an API that literally doesn't exist. Sound familiar? I spent the better par...