One of the themes that we've heard throughout the day is that neural nets are replacing a lot of traditional tools. And I think one of the most exciting application categories where we've actually seen that come to life is within chip design, where neural nets are now becoming superhuman at certain parts of the semiconductor design process. And so I'm thrilled to introduce Anna and Azalia.They were the co-creators of AlphaChip, which did exactly this at Google and was used on multiple generations of TPU and ...