Collaborative multi-agent AI systems are rapidly evolving as a powerful paradigm for tackling complex challenges. These systems comprise numerous intelligent agents that collaborate with each other to achieve unified purposes. By leveraging the collective wisdom of individual agents, these systems can demonstrate a level of intelligence and problem