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