Vitalik: compare AI and humans across many capabilities, not one metric
anselm · x · 2026-07-20
Vitalik argues that human-vs-AI comparisons should not be reduced to a single axis such as intelligence or aggregate economic performance.
He proposes a multi-capability framework: humans and machines each have a broad set of physical and mental abilities. Historically, machines have only clearly outperformed us in a small number of areas—early examples include watermills and windmills. The accompanying chart illustrates this idea by showing machines dominating only a few capability types while humans remain stronger across most others.
The point of the thread is that as AI capabilities keep growing, the right question is not “Is AI smarter than humans?” but which capabilities are being surpassed, and what does that mean for society?
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