Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each entity within the system must communicate effectively to attain a shared target. This demands careful architecture of the interaction framework, coupled with robust techniques for decision-making. Challenges arise in fields such