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Can we probe LLM reasoning abilities like biological minds

the question was intentionally ill-posed but its hard to agree with the notion that because it's algo/math, you cant probe into its reasoning or communication abilities — aren't we just blobs of matter.
i didn't give the LLM agency, i merely posed the question in an

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