Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each actor within the system must interact 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 such as fa