Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each agent within the system must collaborate effectively to achieve a shared target. This involves careful design of the interaction framework, coupled with robust methods for decision-making. Challenges arise in domains such as fault-