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Human attention as the differentiator when models and compute commoditize

April 2, 2026Cassie Kozyrkov, IBM Technology

Cassie Kozyrkov and IBM Technology argue that as access to models and compute evens out, the bottleneck shifts to human attention and organizational adoption, with efficiency gains increasing demand and reshaping workforce impact.

The Real Bottleneck for AI: Human Attention
When everyone has access to the same models, the same tools, and the same compute
How Smart Organizations Will Use AI: Jevons Paradox & Workforce Impact
AI augments intelligence, boosts efficiency, and drives demand through Jevons Paradox
Cassie Kozyrkov
IBM Technology
adoptionworkforcenvidiamachine learning

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