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Welp
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But the closest equivalent of a neuron in the AI world would be a node, and I haven't been talking about that. So your comparison does not fit or make sense.
LLMs as a genre of AI research are incapable of reasoning. At best they can pretend to reason, and even then they are terrible at it.
I think both can more aptly be represented as a special type of graph like from graph theory. Once again fundamentally the human brain isn't reasoning on the level of neurons and most definitely atoms aren't reasoning
Once again that's a strawman.