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