Hi, everybody hi everybody, and welcome. Welcome to our session. Thank you very much for joining us today. My name is Richard Halkett. I'm the Chief Customer Officer at SambaNova Systems and we've got a fascinating session for you today on pervasive AI where we're going and how you compete. I've got a great panel that I'll be introducing to you in a moment. But first of all, I think, you know, understanding the buzz that we're feeling today and it TechCrunch it's great to feel the energy this year. But generative AI and AI in general is really on everybody's mind. But this feels like the hype and the excitement and the potential is really here to stay. So why is that? Why do we feel that? Well, first of all, you know, it's almost a year ago that we saw chat DVT went to 100 million users in two months, which is multiple times faster than any other technology. We've seen before. So this really does feel like the fastest industrial revolution in history, but we're also seeing really interesting signs from the market. I read a report from Accenture, which said that 97% of enterprise leaders believe that generative AI is going to be transformative now 97% is not a statistic that you see very often that basically means everybody. So it's extraordinary that we're seeing this right now. And they believe that 40% of working hours are going to be changed, transformed by generative AI and we're also seeing there so in another report, Deloitte said that 37% of businesses are already investing heavily in generative AI and that we're seeing and this again came from Accenture that next year 67% are going to ramp those budgets. So this is a fascinating place to be if you're a startup if you're an investor. If you're a customer and an enterprise pioneering, but it is complicated as well, right? We all know that AI is a relatively new technology that's exploded onto the scene in the last 12 to 18 months. And it's complicated. So we see these gigantic models they're getting larger and larger. They take a long time to train, they take 1000s of chips as well. And that all adds up to millions of dollars of investment. So if we see all of this potential with AI, and yet we see all of this challenge, how are we actually going to tread that path and ensure that we achieve that potential. So today, I've got a panel of three folks who are going to be helping me triangulate this problem. So first of all, I've got Rodrigo Liang, who's the co founder and CEO of somebody of assistance. Welcome, Rodrigo. We've got Alan Lee, who's the Chief Technology Officer of analog devices. And we've got Dave Munichiello, who is the who leads GVS digital investing team. So I'm going to be asking them some questions. We're going to be getting into this and hopefully we'll come up with some some decent insights and answers. All right, so first of all, Rodrigo, I'm going to come to you if I may. This term pervasive AI and the fact that we're seeing AI really change in the market. What do you see what opportunities do you see what challenges do you see?