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