AIBullisharXiv – CS AI · Apr 67/10
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Do Agent Societies Develop Intellectual Elites? The Hidden Power Laws of Collective Cognition in LLM Multi-Agent Systems
Researchers conducted the first large-scale study of coordination dynamics in LLM multi-agent systems, analyzing over 1.5 million interactions to discover three fundamental laws governing collective AI cognition. The study found that coordination follows heavy-tailed cascades, concentrates into 'intellectual elites,' and produces more extreme events as systems scale, leading to the development of Deficit-Triggered Integration (DTI) to improve performance.