Successfully executing multi-agent AI systems for complex tasks necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to attain a shared target. This requires careful design of the interaction mechanism, coupled with robust algorithms for reasoning. Challenges arise in areas such as resilience, w