How Did Claude Beat Emmanuel Ameisen After Years?

Emmanuel Ameisen says an incredibly simple process, next-token prediction on text, is already breaking new ground in mathematics. Set next to the results, the method leaves two reactions: denial and curiosity. Denial says predicting the next word could never match the best specialists in a field. More evidence makes denial harder, and curiosity is the road he chose.

One early project at Anthropic makes the gap concrete. Emmanuel Ameisen spent years mastering SQL. As a side project he got Claude to learn SQL, and Claude was better than him. He will never be Claude's equal again, and Claude got there through the same simple process.

For Emmanuel Ameisen, how the simple process produces the result has real depth, and exploring the question is what he wants to keep doing.