Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must communicate effectively to achieve a shared objective. This involves careful structure of the interaction framework, coupled with robust techniques for decision-making. Challenges arise in areas