Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each actor within the system must interact effectively to achieve a shared goal. This involves careful design of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in fields such as fault-tol