Successfully executing multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. AI agent Each agent within the system must communicate effectively to attain a shared goal. This requires careful structure of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in domains su