Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each entity within the system must communicate effectively to achieve a shared target. This demands careful architecture of the interaction mechanism, coupled with robust methods for decision-making. Challenges arise in domains su