Collaborative multi-agent AI systems are gaining momentum as a powerful paradigm for tackling complex challenges. These systems comprise multiple intelligent agents that communicate with each other to achieve unified purposes. By leveraging the combined strengths of individual agents, these systems can achieve a level of intelligence and problem-so