Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each actor within the system must communicate effectively to achieve a shared target. This requires careful structure of the interaction platform, coupled with robust methods for reasoning. Challenges arise in domains such as robustn