You don't even need to train the model just to see if you can infer it at the claimed speed
There is a time-consuming part, though, that is performed manually by our (human) team: implement the logic of the model in C++ and assembly code in a super-optimized way, co-designed for each specific hardware card.
This can take months.
We hope to accelerate the process with AI agents, but we're not there yet.