Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle intricate tasks by facilitating self-governing agents to interoperate. These intelligent entities can specialize on specific aspects of a problem, leveraging their aggregate knowledge and assets to achieve enhanced re