Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each entity within the system must interact effectively to achieve a shared goal. This involves careful architecture of the interaction framework, coupled with robust methods for planning. Challenges arise in areas such as resil