Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each actor within the system must communicate effectively to attain Multi AI Agents a shared objective. This requires careful structure of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges