Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must collaborate effectively to attain a shared goal. This requires careful design of the interaction framework, coupled with robust techniques for planning. Challenges arise in fields such as robustness