They're literally doing novel research. The smartest mathematicians in the world couldn't solve Erdős' planar unit distance problem for 80 years, and OpenAI's models knocked that out a couple months ago.
This stuff is moving fast, and if you aren't evaluating SoTA on at least a quarterly basis, you're going to have a bad time.