Intelligent systems are becoming increasingly popular in a wide range of fields. These agents are designed to carry out tasks autonomously, leveraging advanced algorithms and data to make informed decisions. Crafting effective intelligent agents requires a multidisciplinary approach that integrates areas such as machine intelligence, system scienc