Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated management strategy. Each agent within the system must communicate effectively to attain a shared target. This requires careful structure of the interaction platform, coupled with robust methods for reasoning. Challenges arise in fields such as fault-tol