Collaborative multi-agent AI systems are gaining momentum 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 synergies of individual agents, these systems can demonstrate a level of intelligence and problem-sol