LLMs are trained on static data, then frozen. Ask one to query your production database or pull yesterday's error logs, and it can't. It's like Mr. Anderson living in the Matrix. It'll make something up that sounds plausible.
The jump from "chatting with AI" to "AI doing work" runs through this. Let your LLM take the red pill.