If you’ve read our post on Geoffrey Hinton, Yann LeCun or Yoshua Bengio, you’ve seen the phrase “Turing Award winner” doing a lot of work. It’s the top honor in computer science, and people call it the Nobel Prize of computing. (Computing doesn’t get a Nobel, so this is the next best thing.)
It’s also a pretty good map of which ideas turned out to matter, usually a couple of decades after the fact.
What it means
The Turing Award is given every year by the ACM (the Association for Computing Machinery, the field’s big professional group) for major, lasting contributions to computing. It started in 1966, it’s named after the British mathematician Alan Turing, and it comes with $1 million, funded by Google.
It goes to people, not products, and usually for work they did a long time ago. Most winners aren’t AI researchers at all. Cryptography, programming languages and databases have all had their turn.
Why it matters
The 2018 award is the one you’ll hear about. It went to Hinton, LeCun and Bengio for deep learning, the neural network approach behind basically every AI tool you use. They’d spent years on it while a lot of the field thought it was a dead end.
AI won again not long after. The 2024 award, announced in March 2025, went to Andrew Barto and Richard Sutton for reinforcement learning, the trial-and-error training method that’s a big part of how today’s reasoning models get better at hard problems.
Winning doesn’t settle any arguments. The three 2018 winners now disagree about almost everything. Hinton left Google to warn about AI risk, Bengio moved into AI safety work, and LeCun has spent years arguing today’s chatbots won’t get us to human-level AI. And the 2025 award, announced in March 2026, went to Charles Bennett and Gilles Brassard for quantum cryptography, so AI doesn’t own the thing.
Simple example
Think about a sports hall of fame. Nobody gets in for one great season. They get in after the career is basically over, when everyone can look back and see who changed how the game gets played.
The Turing Award works a lot like that. So when a news story calls someone a Turing Award winner, it’s telling you the field already looked back and decided their work changed things. It isn’t telling you they’re right about what happens next.