Introducing Evolution Fine-Tuning

We're releasing Evolution Fine-Tuning, a new paper on what happens when evolutionary search and model training stop being separate steps. The solutions a scaffold discovers at test time become supervision for the model — which then drives a stronger search.

Here's the short version of the idea and where it leads. The full write-up, with motivation and method, lives on the blog.