The realm of artificial intelligence has become a rapidly evolving landscape, with the development of intelligent agents at its forefront. These systems are designed to independently perform tasks within complex contexts. Architecting such agents demands a deep knowledge of machine learning, coupled with innovative problem-solving proficiencies. F