Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each agent within the system must communicate effectively to accomplish a shared goal. This demands careful design of the interaction platform, coupled with robust algorithms for decision-making. Challenges arise in domains such