Architecting intelligent systems presents a unique endeavor. It involves carefully weaving together complementary components, ranging from advanced algorithms to fault-tolerant hardware infrastructure. The fundamental objective is to enable systems that can evolve from data, reason, and ultimately solve complex tasks in a relevant manner. A key