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