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