Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each actor within the system must interact effectively to attain a shared goal. This requires careful here structure of the interaction mechanism, coupled with robust methods for reasoning. Challenges arise in domains such as fault-t