Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to accomplish a shared goal. This requires careful design of the interaction framework, coupled with robust techniques for planning. Challenges arise in areas such as robustnes