Successfully deploying 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 demands careful architecture of the interaction platform, coupled with robust algorithms for planning. Challenges arise in fields such as robu