Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each agent within the system must interact effectively to accomplish a shared target. This involves careful architecture of the interaction platform, coupled with robust algorithms for planning. Challenges arise in domains such as