Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each agent within the system must collaborate effectively to accomplish a shared goal. This demands careful structure of the interaction framework, coupled with robust algorithms for reasoning. Challenges arise in fields such as re