Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each actor within the system must interact effectively to accomplish a shared target. This involves careful structure of the interaction mechanism, coupled with robust algorithms for reasoning. Challenges arise in domains suc