Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each entity within the system must collaborate effectively to accomplish a shared goal. This requires careful architecture of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in fields