The point is, the LLM is not 'lying' to you. It's showing you information. It doesn't 'know' whether the information is true or not. It also doesn't 'care'. Because it is a statistical model and is incapable of those things. And if you scroll back to my initial point, I said "technically, it's not lying, because lying requires intent to deceive, and LLMs don't have intent"