AI RESEARCH

Training-Free Agentic AI: Probabilistic Control and Coordination in Multi-Agent LLM Systems

arXiv CS.AI

ArXi:2603.13256v1 Announce Type: cross Multi-agent large language model (LLM) systems enable complex, long-horizon reasoning by composing specialized agents, but practical deployment remains hindered by inefficient routing, noisy feedback, and high interaction cost. We