Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must interact effectively to attain a shared goal. This demands careful design of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise in domains such as fault-tol