Definition
Plain language
A leading method for predicting the effects of protein mutations.
As stated in the literature
A Gaussian-process-based model for protein mutation-effect prediction; prior state of the art on ProteinGym, extended by an agent-discovered modification.
Why it matters: As a strong prior method for mutation-effect prediction, it serves as the bar that newer approaches try to beat.
For example, given a protein and a proposed mutation, it predicts whether that change will help or hurt how the protein works.
Heard on the show
“The prior state of the art is a method called Kermut, from a group in twenty-twenty-four.”Episode 095 — Seven Wins to Zero: How Organizing AI Agents Like a Lab Changes the Search