Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each actor within the system must communicate effectively to achieve a shared target. This requires careful design of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in fields such as resil