A classic essay from Gwern examined, exploring the phenomenon of how massive data scaling continues to unlock unprecedented AI capabilities, challenging our theoretical understanding of learning. We examine the surprising power of quantity over quality and why simple models with enormous datasets often outperform more sophisticated approaches with less data.