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