Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated orchestration strategy. Each entity within the system must communicate effectively to attain a shared target. This demands careful architecture of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in domains such as r