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