So they slapped some reinforcement learning on top of their LLM and are claiming that gives it “reasoning capabilities”? Or am I missing something?

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Is boiling the tap water just like superstition or what? or is it really not treated/cleaned by the local water authority to be fit for human consumption? Just curious what people think the benefit is, because in the US and Europe from what I know, we treat our public water so that it can, you know, be used by the public safely?