Intelligent systems are emerging increasingly popular in a wide range of domains. These agents are designed to carry out tasks autonomously, employing advanced algorithms and data to make strategic decisions. Crafting effective intelligent agents requires a comprehensive approach that includes areas such as deep intelligence, system science, and s