Successfully executing multi-agent AI systems for complex problems necessitates a sophisticated orchestration strategy. Each actor within the system must communicate effectively to achieve a shared target. This requires careful structure of the interaction framework, coupled with robust algorithms for reasoning. Challenges arise in domains such as