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