You can’t exactly feed it a manual and expect it to extrapolate or understand (for that matter “what manual).

You can do that to a degree (RLVR). They are also paying human experts. But that's the situation now. Who knows how it will be in a couple more years. Maybe training AIs will be like writing a library, framework, ...