Successfully deploying multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each agent within the system must interact effectively to achieve a shared objective. This requires careful architecture of the interaction framework, coupled with robust algorithms for planning. Challenges arise in domains such as f