Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each entity within the system must communicate effectively to achieve a shared objective. This involves careful architecture of the interaction platform, coupled with robust methods for planning. Challenges arise in areas such as r