Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must communicate effectively to achieve a shared target. This requires careful design of the interaction platform, coupled with robust algorithms for reasoning. Challenges arise in fields such as robu