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 objective. This demands careful architecture of the interaction framework, coupled with robust algorithms for planning. Challenges arise in fields such as