I think adept AI from the demo very released was sort of just directly interfacing web browser. And I'll be curious to see how, you know, this gets integrated into various things that are very commonly used. Then we've got another story here from NVIDIA and maybe more on the hardware side, eh? Yeah. They also talked about announcing AI foundations, which is some cloud software for large language model training. It's interesting to see the whole industry, the whole stack really from hardware to software now being shaped by innovations that happened three or four years ago.