Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle intricate tasks by enabling self-governing agents to collaborate. These intelligent entities can concentrate on specific aspects of a problem, leveraging their collective knowledge and capabilities to achieve optimal results. This paradigm shift in AI offers extraord