Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each actor within the system must collaborate effectively to achieve a shared objective. This demands careful design of the interaction mechanism, coupled with robust techniques for planning. Challenges arise in areas such as res