Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each actor within the system must collaborate effectively to achieve a shared target. This demands careful structure of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in fields such as re