Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle intricate tasks by enabling autonomous agents to interoperate. These intelligent entities can concentrate on distinct aspects of a problem, leveraging their collective knowledge and strengths to achieve optimal result