Architecting intelligent systems presents a challenging endeavor. It involves strategically weaving together diverse components, ranging from sophisticated algorithms to robust hardware infrastructure. The essential objective is to enable systems that can learn from data, deduce, and ultimately solve complex challenges in a impactful manner. A