Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each actor within the system must communicate effectively to achieve a shared objective. This involves careful architecture of the interaction platform, coupled with robust methods for reasoning. Challenges arise in domains such a