Architecting intelligent systems presents a challenging endeavor. It involves strategically weaving together interconnected components, ranging from advanced algorithms to robust hardware infrastructure. The essential objective is to empower systems that can adapt from data, deduce, and ultimately solve complex problems in a relevant manner. A