Research with customer-support agents, software developers, and consultants shows a surprising pattern: generative AI often delivers its biggest productivity gains to less experienced workers. That does not make experts obsolete. It changes where expertise creates value.
AI can make difficult tasks easier and provide answers almost instantly, but faster performance does not always mean better learning. Recent experiments suggest that unrestricted AI use can reduce retention, while well-designed AI tutoring can significantly improve learning outcomes.
Generative AI can reduce the mental effort required for many knowledge-work tasks, but does that mean we are thinking less? Research with hundreds of professionals suggests a more nuanced answer: critical thinking is not disappearing, but it is moving toward verification, judgment, and oversight. SLUG
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