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 requires careful structure of the interaction mechanism, coupled with robust techniques for planning. Challenges arise in fields such as fault-to