Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle demanding tasks by facilitating self-governing agents to coordinate. These intelligent entities can focus on particular aspects of a problem, leveraging their aggregate knowledge and strengths to achieve optimal result