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

Mohammad Parsa Hosseini, Ankit Shah, Saiyra Qureshi +3

Multi-agent large language model (LLM) systems enable complex, long-horizon reasoning by composing specialized agents, but practical deployment remains hindered by inefficient rout…