Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each actor within the system must collaborate effectively to accomplish a shared goal. This requires careful design of the interaction platform, coupled with robust techniques for planning. Challenges arise in areas such as fault-tole