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Architecting intelligent systems presents a challenging endeavor. It involves strategically weaving together interconnected components, ranging from sophisticated algorithms to reliable hardware infrastructure. The fundamental objective is to enable systems that can learn from data, reason, and ultimately address complex challenges in a impactful