Successfully implementing multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each entity within the system must collaborate effectively to achieve a shared goal. This requires careful structure of the interaction framework, coupled with robust techniques for reasoning. Challenges arise in fields such as