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 common goals. By leveraging the synergies of individual agents, these systems can exhibit a level of intelligence and problem-solving compete