Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each actor within the system must collaborate effectively to attain a shared objective. This requires careful design of the interaction platform, coupled with robust techniques for reasoning. Challenges arise in domains such as fault-to