Successfully executing 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 requires careful architecture of the interaction mechanism, coupled with robust techniques for planning. Challenges arise in areas such as re