Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each entity within the system must interact effectively to attain a shared objective. This involves careful design of the interaction platform, coupled with robust methods for reasoning. Challenges arise in fields such as fault-tol