Collaborative multi-agent AI systems are emerging as a powerful paradigm for tackling complex challenges. These systems comprise multiple intelligent agents that communicate with each other to achieve shared objectives. By leveraging the collective wisdom of individual agents, here these systems can exhibit a level of intelligence and problem-solvi