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Any physical object is comprised of electrons, among other things, meaning it interacts with quantum mechanics on some level. That does not mean quantum mechanics are fundamental to the abstracted idea of how the human brain works.

People are so fond of the idea of saying consciousness and quantum mechanics are both weird so they must be the same thing.

What evidence suggests our brain is leveraging quantum computing?

https://phys.org/news/2022-10-brains-quantum.html

Please do provide a citation for the deterministic nature of LLMs. (They provide probability distributions for the next word. They are not deterministic)

They are deterministic in the sense that you get the same output given the same input. We interpret their output as a probability distribution over words. But we can do this because we intentionally normalize the word scores.