Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each actor within the system must collaborate effectively to accomplish a shared target. This involves careful structure of the interaction framework, coupled with robust methods for decision-making. Challenges arise in domains such