Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each agent within the system must communicate effectively to accomplish a shared goal. This involves careful structure of the interaction framework, coupled with robust methods for reasoning. Challenges arise in fields such as res