Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each actor within the system must collaborate effectively to accomplish a shared objective. This requires careful architecture of the interaction platform, coupled with robust techniques for planning. Challenges arise in fields such