Successfully deploying multi-agent AI systems for complex challenges necessitates a sophisticated management strategy. Each actor within the system must collaborate effectively to attain a shared goal. This demands careful structure of the interaction mechanism, coupled with robust techniques for reasoning. Challenges arise AI agents SaaS in areas