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cognitive architectures

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Conceptual art of an AI's internal 'society of thought,' showing multiple distinct reasoning personas debating a problem.

AI Society of Thought Doubles Reasoning Accuracy in Models

By Nick Allyn4 min read

A new study from researchers at Google, the University of Chicago, and the Santa Fe Institute provides compelling evidence that advanced AI models achieve superior reasoning by simulating an internal “society of thought.” The research demonstrates that models like Deepseek-R1 engage in a dynamic process of self-debate among multiple internal personas, a mechanism that is