Successfully deploying multi-agent AI systems for complex problems necessitates a sophisticated coordination strategy. Each agent within the system must interact effectively to attain a shared target. This involves careful architecture of the interaction mechanism, coupled with robust algorithms for reasoning. Challenges arise in domains such as fa