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