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A Collectivist, Economic Vision for AI

Aug 2026 · Communications of the ACM · Vol 69, pp. 67 - 75 · 0 citations · 20 references

TL;DR

The recent focus of AI has been on the exploitation of massive data to mimic and augment human cognitive capabilities, but a complementary focus is provided by the social and economic aspects of intelligence.

Abstract

Information technology is in the midst of a revolution in which omnipresent data collection and machine learning are impacting the human world as never before. The word “intelligence” is being used as a North Star for the development of this technology, with human cognition viewed as a baseline. This view neglects the fact that humans are social animals and that much of our intelligence is social and cultural in origin. Moreover, failing to properly situate aspects of intelligence at the social level contributes to the treatment of the societal consequences of technology as an afterthought. The path forward is not merely more data and compute, and not merely more attention paid to cognitive or symbolic representations, but a thorough blending of economic and social concepts with computational and inferential concepts at the level of algorithm design. The recent focus of AI has been on the exploitation of massive data to mimic and augment human cognitive capabilities. A complementary focus is provided by the social and economic aspects of intelligence.

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