Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each actor within the system must interact effectively to attain a shared objective. This involves careful architecture of the interaction framework, coupled with robust methods for decision-making. Challenges arise in areas such as