Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must interact effectively to accomplish a shared target. This requires careful structure of the interaction platform, coupled with robust techniques for reasoning. Challenges arise in areas such as ro