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