Anirudh Devgan
President and CEO at Cadence
Yeah. Hi, Jay. That's, you know, that's all great observations. I mean, we have, of course, one of the highest investments in R&D, and we are very pleased with our kind of roadmap for AI and AI products. But we will unroll that over time, right? As you know, it's kind of. I don't want to, you know, preannounce anything here, but overall, I think we are investing heavily and, you know, as AI itself gets more powerful, you know, the three-layer cake that I always talk about, you know, the AI orchestration at the top, the middle layer of physical simulation, and optimization, and the bottom layer, like I mentioned earlier, with, you know, CPU, GPU, and custom silicon. So we are investing in all these three areas, and it may make sense for some verticalization like we did, you know, for Millennium, right?