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