Intelligent agents are gaining increasingly relevant in a wide range of fields. These agents are designed to carry out tasks autonomously, utilizing advanced algorithms and information to make informed decisions. Crafting effective intelligent agents requires a comprehensive approach that encompasses areas such as machine intelligence, system scie