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