Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each actor within the system must collaborate effectively to achieve a shared objective. This involves careful structure of the interaction framework, coupled with robust algorithms for planning. Challenges arise in domains such as r