Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each entity within the system must communicate effectively to accomplish a shared goal. This requires careful architecture of the interaction mechanism, coupled with robust techniques for decision-making. Challenges arise in areas such