Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each agent within the system must collaborate effectively to achieve a shared target. This requires careful architecture of the interaction platform, coupled with robust methods for reasoning. Challenges arise in areas such as fault-t