That's because there's no "thinking" behind LLMs - it's just pattern-matching on extreme steroids. They work by looking at all the text & such that they've been fed, and coming up with something that looks like an amalgamation of all the stuff they've seen on the subject you asked about. There's absolutely minimal (if any) reasoning or logic involved in what they do.
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