Architecting intelligent systems presents a challenging endeavor. It involves carefully weaving together interconnected components, ranging from advanced algorithms to reliable hardware infrastructure. The essential objective is to enable systems that can evolve from data, infer, and ultimately solve complex challenges in a meaningful manner. A