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It should be pretty obvious at this point that AI is a "force multiplier" not a "labor substitute". It helps experts be better at things they are already good at. It doesn't let beginners match experts. If you can't write, anything you write with AI will be unmitigated slop. If you aren't a software engineer, anything you vibecode with AI will have security holes and won't be able to scale past a toy demo. If you blindly trust AI to deliver on a research task without knowing the subject matter, you won't be able to fact-check it. There's this weird misconception of AI as something that completely levels the playing field. I don't see it that way at all. There are mathematicians deriving novel lemmas with off-the-shelf models. Normal people can't do that. AI is a tool that makes experts better. It doesn't make everyone into an expert.