Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each agent within the system must collaborate effectively to achieve a shared goal. This requires careful structure of the interaction mechanism, coupled with robust algorithms for planning. Challenges arise in domains such a