Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each agent within the system must communicate effectively to attain a shared goal. This requires careful structure of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges arise in domains such a