The realm of artificial intelligence presents itself as a rapidly evolving landscape, with the development of intelligent agents at its forefront. These systems are designed to self-directedly perform tasks within complex contexts. Architecting such agents demands a deep appreciation of AI principles, coupled with forward-thinking problem-solving a