Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each actor within the system must interact effectively to accomplish a shared objective. This involves careful structure of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges arise in areas such