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