Um, I think AI is moving from being just a productivity assistant to really being embedded in the semiconductor design flows now, right? 

So we have all the way from generating RTL, iterating, um, generating test benches, improving verification, doing all those loops over and over again, and then really converging on designs much quicker. 

So giving the engineers many more alternatives to review and then converging on design closure much, much quicker, right? 

So one of the examples we've seen is like 50x faster RTL to verification closer times. And then we've also seen 40% less debug times, right? So we're starting to see a lot of these things come down significantly with higher coverage and better design alternatives. 

So we're seeing seeing improvement in a lot of that. We're also seeing a lot of like power integrity violations coming down because of AI. 

So it's really starting to show up kind of in the end-to-end flow.