Architecting intelligent systems presents a challenging endeavor. It involves carefully weaving together diverse components, ranging from sophisticated algorithms to robust hardware infrastructure. The core objective is to facilitate systems that can evolve from data, reason, and ultimately solve complex challenges in a relevant manner. A key a