Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each entity within the system must collaborate effectively to accomplish a shared objective. This requires careful structure of the interaction mechanism, coupled with robust techniques for planning. Challenges arise in areas such