Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each agent within the system must communicate effectively to accomplish a shared goal. This involves careful architecture of the interaction framework, coupled with robust algorithms for planning. Challenges arise in areas such a