Architecting intelligent systems presents a challenging endeavor. It involves strategically 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, deduce, and ultimately tackle complex problems in a meaningful m