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Who gets the most out of AI assistance?
What the research says
In field and lab studies, AI help sped people up, and the biggest gains went to less experienced or lower-performing workers. Top performers gained little.
So design it like this: Design for novices first: surface best-practice suggestions where newcomers struggle, and keep them optional for experts.
Papers
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