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