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I don't know much about AI, but does it know that it doesn't know something? Like would it be able to tell that it's unsure or even wrong?

Knowing is a human construct for a set of interactions in our brain, so I am not sure it is meaningful to ask if a LLM "knows" something.

Do the atoms that comprise our brain "know" or do they "interact"?