Collaborative multi-agent AI systems are gaining momentum as a powerful paradigm for tackling complex challenges. These systems comprise a multitude intelligent agents that interact with each other to achieve common goals. By leveraging the collective wisdom of individual agents, these systems can achieve a level of intelligence and problem-solving