Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each agent within the system must interact effectively to achieve a shared target. This involves careful structure of the interaction platform, coupled with robust methods for reasoning. Challenges arise in fields such as fau