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>like, is he allowed to just put in any old toilet, or is there a gpf restriction?

And if the LLM gets that wrong? It's his job to know the codes or how to go to a reliable resource to find out the correct codes.

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Hopefully he would be using the LLM as an enhanced search engine that can point him to relevant authoritative sources that he can use to fact-check its output. I have done that in the past to some effect.

People don’t understand they need to do that.

Maybe he just needs a reminder and he’ll have an oh yeah moment when he reads the output maybe he’ll ask it for primary sources. There’s a lot of bad faith going around.

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