Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each actor within the system must interact effectively to accomplish a shared objective. This demands careful structure of the interaction framework, coupled with robust algorithms for planning. Challenges arise in domains such as ro