LLMs are not brains and do not meaningfully share any of the mechanisms that animals or people use to reason or think.

LLMs are a mathematical model of language tokens. You give a LLM text, and it will give you a mathematically plausible response to that text.

There is no reason to believe that it thinks or reasons—indeed, every AI researcher and vendor to date has repeatedly emphasised that these models don’t think.