Your LLM isn't lying to you. You just trusted it too much.

Nobody caught it for three weeks. That wasn't a model problem. That was a me problem. I handed the model a job it was never designed to do — recall specific policy facts reliably — and assumed confidence meant correctness. It doesn't. It never did. Here's what's actually happening under the hood. LL