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