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 common goals. By leveraging the combined strengths of individual agents, these systems can achieve a level of intelligence and problem-solving c