Anirudh Devgan
Analyst · Griffin Securities
Yes. Jay, that's -- those [ are ]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 enroll that over time, right? As you know, it's kind of -- I don't want to preannounce anything here. But overall, I think we are investing heavily. And as AI itself gets more powerful, the 3-layered cake that I always talk about, the AI orchestration on the top, the middle layer of principal simulation and optimization and the bottom layer, like I mentioned earlier, with CPU-GPU and custom silicon. So we are investing in all these 3 areas. And it may make sense for some verticalization, like we did for Millennium, right? That is a vertical -- targeted at a particular vertical with aerospace and automotive. But overall, we are pretty pleased with that. And like we -- I also believe that -- I mean, AI itself is a very big topic, but there are 2 parts of it. The initial phase is horizontal. And we are also -- we have a lot of horizontal technologies. But over time, I think the AI monetization will have to be more and more vertical. And I've talked about this publicly, the 3 phases of AI. So we are, right now, in what I would call infrastructure AI, starting with data centers and then going into edge devices like laptops and phones. And even in data centers, we have more vertical solutions now with thermal management and things like that. But that's the Horizon 1, which is in infrastructure AI. Horizon 2, in my mind, is physical AI, things like self-driving, drones, robots. And even though the auto market is weak right now, but in terms of design, it's not weak, okay? As you see, a lot of the reporting on semiconductor, autos is weak. But in terms of design activity, there's a lot of design activity for what is there to come. And this is what I saw, like, a few years ago in data center as we are seeing in automotive. And a lot of the chips that are required for automotive are very similar to what are required for drones and robots, okay? So to me, that's like the second phase of AI, which is physical AI. And then the third phase of AI, which is Horizon 3, which is further out from the physical AI is what I would call sciences AI, and the biggest application will be life sciences, okay? And that's why the investment in OpenAI 2 years ago. So that's how we look at it. Infrastructure AI, followed by physical AI, followed by sciences AI. And we will have, of course, horizontal solutions, because our business is fundamentally horizontal for multiple end markets. But as these markets evolve, we will also have some vertical solutions that are tuned to, especially, these megatrends of infrastructure, physical AI and sciences AI, but exciting times and -- go ahead.