Intelligent agents are gaining increasingly popular in a wide range of fields. These agents are designed to execute tasks autonomously, leveraging advanced algorithms and data to make informed decisions. Crafting effective intelligent agents requires a comprehensive approach that integrates areas such as machine intelligence, system science, and c