Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each agent within the system must communicate effectively to attain a shared target. This involves careful architecture of the interaction platform, coupled with robust methods for decision-making. Challenges arise in areas such as faul