Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each entity within the system must communicate effectively to achieve a shared goal. This demands careful architecture of the interaction platform, coupled with robust techniques for reasoning. Challenges arise in fields such as fault-t