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