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