Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each actor within the system must collaborate effectively to accomplish a shared goal. This requires careful structure of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in domains such as