Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each actor within the system must interact effectively to attain a shared objective. This involves careful structure of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges arise in fields su