Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle demanding tasks by facilitating self-governing agents to interoperate. These intelligent entities can specialize on distinct aspects of a problem, leveraging their combined knowledge and strengths to AI agent achieve superior results. This paradigm shift in AI offe