Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each actor within the system must collaborate effectively to attain a shared objective. This demands careful architecture of the interaction mechanism, coupled with robust techniques for planning. Challenges arise in fields such as r