Collaborative multi-agent AI systems are rapidly evolving as a powerful paradigm for tackling complex challenges. These systems comprise a multitude intelligent agents that communicate with each other to achieve shared objectives. By leveraging the collective wisdom of individual agents, these systems can achieve a level of intelligence and problem