AI RESEARCH
Recognize Your Orchestrator: An Entropy Dynamics Perspective for LLM Multi-Agent Systems
arXiv CS.AI
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ArXi:2606.01351v1 Announce Type: new The transition from single-turn models to Multi-Agent Systems (MAS) promises enhanced problem-solving capabilities, yet the centralized orchestration topology remains a critical point of fragility. To analyze this, we propose a Mean-Field Entropy Dynamics framework, modeling the orchestration process as a system governed by the competing forces of task resolution and cumulative context loading. To facilitate validation, we