Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each entity within the system must communicate effectively to attain a shared objective. This involves careful design of the interaction mechanism, coupled with robust algorithms for planning. Challenges arise in areas such as faul