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