Architecting intelligent systems presents a challenging endeavor. It involves carefully weaving together diverse components, ranging from sophisticated algorithms to reliable hardware infrastructure. The core objective is to enable systems that can evolve from data, reason, and ultimately address complex problems in a meaningful manner. A key a