Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each entity within the system must collaborate effectively to accomplish a shared objective. This involves careful architecture of the interaction framework, coupled with robust algorithms for planning. Challenges arise in domains