Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each entity within the system must collaborate effectively to attain a shared target. This involves careful architecture of the interaction mechanism, coupled with robust techniques for planning. Challenges arise in domains such as f