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