Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each agent within the system must interact effectively to accomplish a shared goal. This involves careful structure of the interaction framework, coupled with robust methods for decision-making. Challenges arise in fields such as robust