Collaborative multi-agent AI systems are gaining momentum 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 exhibit a level of intelligence and problem-so