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