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