Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated coordination strategy. Each agent within the system must communicate effectively to accomplish a shared objective. This involves careful design of the interaction mechanism, coupled with robust methods for reasoning. Challenges arise in areas such a