Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each agent within the system must interact effectively to achieve a shared goal. This requires careful design of the interaction mechanism, coupled with robust algorithms for decision-making. Challenges arise in domains such as