Start at the track that is genuinely your level, not the one that flatters you. Most people who can already program still have a gap in probability or in numerical stability, and the checkpoints in the first two tracks find it in an afternoon rather than six months in.
Eight tracks, 47 modules, roughly 438 hours. Each module is a short concept, a challenge you have to beat, a lab where you build the real thing, and a checkpoint that sends you back if a gap is still open. The order exists so that nothing ever assumes knowledge you were not given.
There is no certificate, and a certificate would not get you hired anyway. What the tracks leave you with is a transformer you implemented, an autograd engine you wrote, a RAG system you evaluated — and the ability to open a paper from this week and follow it. Those are the things an interviewer can check.
This is the stage nobody teaches, and the only one we charge for. The question bank is what is really being asked. The assistant tailors and submits applications, stopping for your approval every single time. The tracker and calendar keep the loops straight, and the community is people already inside the companies you are aiming at.
