Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each actor within the system must communicate effectively to attain a shared target. This requires careful structure of the interaction mechanism, coupled with robust algorithms for planning. Challenges arise in domains such as res