Architecting intelligent systems presents a challenging endeavor. It involves meticulously weaving together diverse components, ranging from sophisticated algorithms to reliable hardware infrastructure. The essential objective is to enable systems that can adapt from data, reason, and ultimately tackle complex challenges in a relevant manner. A