A course that teaches the habit of evidence.
Most AI courses teach a vocabulary and trust the reader to build intuition afterwards. This one runs the other way. Every lesson terminates against a published number, and the point of the lesson is whether the reader's run lands on the same number.
The habit that produces — that a technique isn't real until it reproduces — is the habit the registry is built on. A lesson that ends with “it works” and no number is, here, unfinished.
Readers who want the full standard — what counts as a benchmark, what counts as a verified result — should read /methodology alongside the course. Readers who want to contribute a real SOTA improvement rather than reproduce one should look at /academy.