In my view, the most exciting thing about system 1 models is that we can finally innovate outside the frontier labs again. As for Jeff, we trained v1.2 on a single RTX Pro 6000. Granted, for v1.3 and Jeff-Code, we had access to a DGX H100 and a DGX B200 (we had to, to run through all the benchmarks), but that's still orders of magnitude less than the smallest AI lab. So it democratizes AI development, and that, I think everyeone will agree, is a good thing.