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