Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each actor within the system must communicate effectively to attain a shared objective. This involves careful structure of the interaction framework, coupled with robust methods for planning. Challenges arise in domains such