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