Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each agent within the system must interact effectively to attain a shared target. This involves careful structure of the interaction mechanism, coupled with robust techniques for planning. Challenges arise in domains such as robustne