Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to achieve a shared objective. This involves careful structure of the interaction platform, coupled with robust techniques for reasoning. Challenges arise in domains such