Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each entity within the system must collaborate effectively to accomplish a shared target. This involves careful structure of the interaction framework, coupled with robust techniques for decision-making. Challenges arise in areas s