Collaborative multi-agent AI systems are rapidly evolving as a powerful paradigm for tackling complex challenges. These systems comprise multiple intelligent agents that interact with each other to achieve unified purposes. By leveraging the synergies of individual agents, these systems can exhibit a level of intelligence and problem-solving capabi