Everyone talks about the magic of AI, but the real war is over data. This episode pulls back the curtain on the messy, multi-billion-dollar process of finding, cleaning, and filtering the information that trains large language models. We explore why the era of simply "hoovering" the internet is over, how deduplication and quality filtering work, and why the "well of high-quality data" might be running dry.