The Bitter Lesson

Editorial record

Plain-language summary

Sutton observes that in game-playing, speech, and vision, hand-crafted domain knowledge gave early wins but was eventually overtaken by search and learning methods that scale with compute. The uncomfortable conclusion is that human insight matters less than the ability to exploit growing computation. The essay became a rallying text for scaling-first research.