Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle complex tasks by empowering autonomous agents to interoperate. These intelligent entities can specialize on specific aspects of a problem, leveraging their collective knowledge and here assets to achieve superior results. This paradigm shift in AI offers unprecedente