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 requires careful architecture of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in domains s