Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each actor within the system must interact effectively to attain a shared objective. This requires careful structure of the interaction platform, coupled with robust algorithms for reasoning. Challenges arise in areas such as fault-t