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