Successfully implementing multi-agent AI systems for complex challenges necessitates a sophisticated orchestration strategy. Each entity within the system must communicate effectively to attain a shared target. This requires careful design of the interaction framework, coupled with robust algorithms for planning. Challenges arise in domains such as