Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each entity within the system must interact effectively to achieve a shared target. This involves careful design of the interaction platform, coupled with robust algorithms for planning. Challenges arise in domains such as re