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Just using LLMs on the (few) things I have specialist knowledge of it's clear they are extremely limited. I get absurdly basic mistakes and I am very wary of even reading LLM output about topics I don't command. It's easy to get stuck on dead ends reasoning wise even by getting noisy input.

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