Architecting intelligent systems presents a challenging endeavor. It involves strategically weaving together diverse components, ranging from advanced algorithms to robust hardware infrastructure. The essential objective is to enable systems that can evolve from data, infer, and ultimately solve complex challenges in a relevant manner. A key as