OpenAI FDEs John de Wasseige and Arthur Fernandes Araujo explain the core trick behind their AI tax preparer.

The system didn’t get better because the model magically got smarter — it got better because the *harness* around it kept learning from practitioner corrections.

"We're not really talking about self improving the model itself"