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