For what it's worth, I mentioned they _contain_ the knowledge to try to avoid discussions about whether they really "know" anything -- if there's a better term

For what it's worth, I mentioned they _contain_ the knowledge to try to avoid discussions about whether they really "know" anything -- if there's a better term like 'information about the world' or something, I think that's all I was trying to tell the original person I replied to. The point wasn't that they do what humans do, but that they are not just grammar machines. > How do I know I _know_ something? Usually because I have searched for evidence from multiple angles / dimensions / senses. When multiple independent observations of quality agree, and my conclusion matches the result, it is safe to say that I know that fact. I wanted to thank you for laying out this perspective. In my experience, in discussions about LLMs, a lot of time people get caught up on words like 'know' which work well for talking about humans, but don't cash them out in definitions I know what to do with. This is a really content-ful of sharing what you mean by your claim.