Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each entity within the system must interact effectively to accomplish a shared target. This involves careful design of the interaction platform, coupled with robust techniques for reasoning. Challenges arise in fields such as fa