Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each entity within the system must collaborate effectively to attain a shared objective. This demands careful design of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in areas such as fault-t