Judea Pearl: Stanford AI groups never ask what it takes to understand "understanding"

yudapearl · x · 2026-11-12

Judea Pearl says he receives dozens of papers from Stanford AI groups asking what it takes to understand X, Y or Z — like the new TaskNet from Stanford Digital Economy Lab — but none asks what it takes to understand "understanding" itself. TaskNet is an occupational taxonomy built from 132 worker interviews (AI-assisted elicitation), 2,726 task reports clustered by goal and action, validated by 318 raters with 7,923 ratings against ONET standards, aiming to accurately capture how AI is reshaping work. Pearl's jab: the field measures tasks while dodging the core concept.

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