Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each actor within the system must interact effectively to achieve a shared target. This involves careful design of the interaction mechanism, coupled with robust techniques for decision-making. Challenges arise in areas such as