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