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The prompt engineering is the real reasoning, provided by the human.
My point is computers already follow algorithms, and algorithms contain reasoning; but the computers are not reasoning themselves. At least, not yet!
https://arxiv.org/html/2409.13373v1
This is a basic form of reasoning, to plan out the steps needed to execute something.