Successfully implementing multi-agent AI systems for complex tasks necessitates a sophisticated management strategy. Each entity within the system must communicate effectively to achieve a shared target. This requires careful structure of the interaction mechanism, coupled with robust techniques for reasoning. Challenges click here arise in areas s