Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each entity within the system must communicate effectively to accomplish a shared objective. This demands careful design of the interaction mechanism, coupled with robust methods for decision-making. Challenges arise in areas such