Understanding Multi-Agent LLM Frameworks: A Unified Benchmark and Experimental Analysis

Abdelghny Orogat, Ana Rostam, Essam Mansour

Multi-agent LLM frameworks are widely used to accelerate the development of agent systems powered by large language models (LLMs). These frameworks impose distinct architectural st…