Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each entity within the system must interact effectively to achieve a shared goal. This involves careful structure of the interaction mechanism, coupled with robust algorithms for planning. Challenges arise in areas such as resil