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I think a baseline requirement would be that it… thinks. That’s not a thing LLMs do.

That’s an odd claim, given that we have so-called thinking models. Is there a specific way you have in mind in which LLMs are not thinking processes?

I can call my cat an elephant

it doesn't make him one