Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to accomplish a shared goal. This demands careful design of the interaction platform, coupled with robust algorithms for reasoning. Challenges arise in domains such as r