Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each actor within the system must collaborate effectively to achieve a shared goal. This demands careful design of the interaction platform, coupled with robust methods for reasoning. Challenges arise in areas such as resilience