Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each entity within the system must communicate effectively to achieve a shared target. This involves careful architecture of the interaction mechanism, coupled with robust methods for reasoning. Challenges arise in areas such as resil