The a16z Show - 16 Minutes on the News #10: Amazon Healthcare, Oculus VR/AR, Google Quantum Supremacy?

Episode Date: September 30, 2019

Our news podcast, 16 Minutes -- where we quickly cover the top headlines of the week, the a16z way (why are these topics in the news; what's real, what's hype from our vantage point of tech trends) --... is now only available as its own show feed, separately from the main a16z Podcast... so be sure to subscribe wherever you get your podcasts if you want our weekly news & tech take!This is the tenth episode of the show, and this week we cover a variety of topics with the following a16z experts:Amazon Care healthcare news this week that they're now providing a virtual medical clinic for employees, initially in Seattle, using telemedicine and in-home visits; what does their delivering healthcare actually mean for both incumbents and startups... and the future of medicine? -- with Julie Yoo and Jorge CondeOculus Connect 6, Facebook's annual developer event, where there were a number of announcements about devices, content, and more that could be key to the evolution of virtual reality (VR) and augmented reality (AR) -- with Chris DixonGoogle quantum supremacy claim, as shared in a paper with/via NASA; what's fact, what's fiction about it; what does it actually mean (or not mean) for cryptography and other applications; and where are we, really, in quantum computing? -- with Vijay Pande...hosted by Sonal Chokshi.---The views expressed here are those of the individual AH Capital Management, L.L.C. (“a16z”) personnel quoted and are not the views of a16z or its affiliates. Certain information contained in here has been obtained from third-party sources, including from portfolio companies of funds managed by a16z. While taken from sources believed to be reliable, a16z has not independently verified such information and makes no representations about the enduring accuracy of the information or its appropriateness for a given situation.This content is provided for informational purposes only, and should not be relied upon as legal, business, investment, or tax advice. You should consult your own advisers as to those matters. References to any securities or digital assets are for illustrative purposes only, and do not constitute an investment recommendation or offer to provide investment advisory services. Furthermore, this content is not directed at nor intended for use by any investors or prospective investors, and may not under any circumstances be relied upon when making a decision to invest in any fund managed by a16z. (An offering to invest in an a16z fund will be made only by the private placement memorandum, subscription agreement, and other relevant documentation of any such fund and should be read in their entirety.) Any investments or portfolio companies mentioned, referred to, or described are not representative of all investments in vehicles managed by a16z, and there can be no assurance that the investments will be profitable or that other investments made in the future will have similar characteristics or results. A list of investments made by funds managed by Andreessen Horowitz (excluding investments for which the issuer has not provided permission for a16z to disclose publicly as well as unannounced investments in publicly traded digital assets) is available at https://a16z.com/investments/.Charts and graphs provided within are for informational purposes solely and should not be relied upon when making any investment decision. Past performance is not indicative of future results. The content speaks only as of the date indicated. Any projections, estimates, forecasts, targets, prospects, and/or opinions expressed in these materials are subject to change without notice and may differ or be contrary to opinions expressed by others. Please see https://a16z.com/disclosures for additional important information. Stay Updated:Find a16z on YouTube: YouTubeFind a16z on XFind a16z on LinkedInListen to the a16z Show on SpotifyListen to the a16z Show on Apple PodcastsFollow our host: https://twitter.com/eriktorenberg Please note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures. Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

Transcript
Discussion (0)
Starting point is 00:00:00 Hi everyone, welcome to the A6 and Z podcast. I'm Sonal and I'm here today with the 10th episode of our short form news show, 16 minutes, where we cover recent headlines The A6 and Z way. This week we cover multiple topics, Amazon's virtual care, what it means for incumbents and startups, and the future of healthcare. Then we do a quick take on Oculus Connect and where are we with VR and AR. And finally, we discuss the leaked paper slash news that Google may have achieved quantum supremacy. What does it mean? Where are we with quantum computing? But first, please be sure to subscribe to 16 minutes separately in your podcast app. Just search for it there because we will no longer be dropping this show here, at least regularly, that is, in the main A6 and Z podcast feed.
Starting point is 00:00:42 So go subscribe now. I always include links and relevant references or background that's mentioned in the show notes, and you can find those at A6NZ.com slash 16 minutes. And finally, please note that none of the following is investment advice or intended for investors. please be sure to see A6NC.com slash disclosures for important information. So their first segment of this week's episode is about the news that Amazon just launched something called Amazon Care, which was described as a virtual medical clinic for employees. And what that really is is a combination of telemedicine in targeted in-home follow-ups. And I think it's really significant that it's for employees because previously Amazon joined up with J.P. Morgan and Berkshire Hathaway.
Starting point is 00:01:22 And the reason they did this is because they're like, we need to move the needle on how expensive health care is as employers come. covering this, they have 1.2 million employees combined, so they basically banded forces to figure out this problem. And Amazon had also acquired pill pack, which is an online pharmacy. And so all these pieces are kind of coming together. And so let me now welcome our A6 and Z experts, A6 and Z bio partners, Jorge Condé and Julie U. It's great to be here, Sonal. Thanks for having us. So let's talk about this news. Why do we care? Well, I think the reason to care about this is really, I'd say, as you pointed out, the cost
Starting point is 00:01:54 of health care continues to go up. They just published a report that the cost of employer-based health care just topped $20,000 for a family plan annually. And employers bear about 70% of that cost. So that's one important sort of trend that is driving a lot of this. The other one, which is to some extent related, is consumers are being asked to bear more and more of the cost of their care out of pocket as well. So the average consumers investing something north of $6,000 a year to there and their family's health care.
Starting point is 00:02:23 And so I think what's particularly interesting about this is you have a large employer that also has the ability to deploy technology coming up with a solution for their employees initially, but if history is any guide here, this is also testing ground. I think another interesting thing of significance from the incumbent lens is we often hear from whether it be payers or providers or even self-insured employers as they're having strategic dialogue about their healthcare operations.
Starting point is 00:02:47 Oftentimes the question comes up, what does Amazon's presence in the health care market mean for me? And oftentimes those conversations end by saying, well, at least Amazon's not delivering health care. And so that excuse has now been officially taken off the table. And by the way, it's worth noting that Amazon is not the first employer to do this. I think it's more Amazon's position in the market as a key consumer-facing brand. That's really what has been the source of fear for many of these organizations.
Starting point is 00:03:11 Well, even something like AWS, Amazon Web Services, was something they built internally for their own use that then became something they opened up to a ton of startups. And so what it ended up enabling was this whole new wave of companies being built. So if they do open up these services in the future, who knows what's possible. There are at least two vectors that you could see this taking. One is Amazon actually turning this into a direct-to-consumer service or taking more of that AWS approach and going B-to-B and saying, you know, we're now going to be selling a benefit.
Starting point is 00:03:39 One of the things that's really interesting here is that they're providing care, but they're doing that through a contract. So they haven't hired, you know, nurses and physicians. Right. It's a part, is a company called OASIS or something? A company called OASIS. It's a local medical group. So what you're also winning out then with the partnering side is that they essentially right now are buying versus building,
Starting point is 00:03:57 or at least partnering versus building. And that's really interesting me because Amazon at core is a tech company. So why wouldn't they be building this tech themselves? Do you have any thoughts on this whole bill versus buy aspect of their moves? There's a virtual care component, which certainly is technology enabled. There is a home visit component, which is human clinical services. And then there's the pharmacy component, which is really what people believe to be pill pack sort of repackaged. And I would say the first and the third of that certainly are tech.
Starting point is 00:04:22 And Amazon has built the first. and then acquired essentially the third. I think it's really that middle piece why people were skeptical that Amazon was going to get into health care is that the clinical service delivery operations is really the most complex part of that. Having on the ground services
Starting point is 00:04:36 to enable nurses to walk into people's homes and have the right equipment, so that piece intuitively makes sense for this organization to actually sort of bring through a partnership. But that is also something that people will be watching very closely is will Amazon actually backwards integrate into those services
Starting point is 00:04:53 ultimately themselves? I think there's also an assumption one can make here in that tech and bucket that you lay out, Julie, that there is an incredible lift that one could get from technology in terms of helping with the coordination of care, scheduling, and scaling it. Yeah, because I mean, I think one of the things that is incredibly true about health care is, we know it's very analog still. And so the things that get down on cliffboards. Facts machine medicine people call it.
Starting point is 00:05:15 Exactly. So I think, I mean, it'd be interesting to see how and if Amazon is helping to essentially supercharge or power or oasis in this whole delivery. I have a question, though, just a pushback, which is this is all very tech-centric. What would the counterpart be to sort of saying the realities of how health care really works? Yeah, and it's a great point. So I know, some of the challenges that one would kind of see around a business like this are the very reasons why sort of tech-only companies haven't been able to scale on this market historically.
Starting point is 00:05:45 So certainly one is how do you sort of integrate yourself into the supply chain of the broader health care landscape? Because at the end of the day, the services that Amazon is providing now are, primary care. They're not doing anything related to specialty care, certainly anything that's related to sort of procedural, you know, surgical services that would require you to go into a hospital, et cetera. And when you look at actually the distribution of spend, primary care is really a small component of that. And so in order to truly get at the, even the cost equation, let alone the overall, how you manage a patient's entire healthcare experience, this is really only scratching the surface. So then honestly, is there room when you have huge players like this,
Starting point is 00:06:21 like for startups? I mean, at the end of the day, we always say that, every small niche in health care is at least a billion dollars wide. It's such a massive market. Primary care alone is a $220 billion market opportunity. And so I believe that it will not be a winner-take-all market, especially given some of the characteristics of how you need to scale a business like this. And when we look at these sort of novel primary care models, there's a few questions that we will ask. One is, how does this service get distribution? That is oftentimes the hardest part of building businesses in health care is you're really fighting against very, very heavily ensconced incumbents, and to get around those channels or build new channels is very,
Starting point is 00:06:57 very difficult. I love, by the way, Alex Rampel's line, which is that the game for startups is to get distribution before the incumbent gets innovation. That nails that. Exactly. And so that's sort of one thing to think about. The second thing is, you know, how does whatever upstart company sort of integrate itself into the broader supply chain of healthcare? And that could be through referral relationships, you know, how do you build a referral network and sort of overcome some of the barriers to becoming essentially a new market entrant? And then the third, piece is scale on sort of a geographic basis. And health care is one of those sort of businesses where just because you have a contract with a payer in a given sort of market or state,
Starting point is 00:07:32 that means nothing for reducing friction as you're trying to enter into other geographies. And so I think that step by step, that brute force model of how you sort of build reach is challenging. Amazon, if they were to bundle this as an offering with something like an Amazon Prime, distribution becomes a no-brainer. I think the downside for them will arise. from, you know, what about all of the data and how will my privacy be affected? What is the future that it takes us to, we've been talking about the news so far,
Starting point is 00:08:01 like what's the big picture of what happens next in healthcare when there's things like this new virtual care? I think it pretends what the future of health care might look like. In a lot of ways, it's becoming much more of a decentralized thing, and so you can get healthcare in a retail setting, whether it's a minute clinic, you can get healthcare at home, whether it's telepresents, whether it's home visits.
Starting point is 00:08:19 I think what we're going to see is, you know, in many ways, healthcare, is leaving the building. Health care is leaving the pill bottle. In many ways, health care is leaving the traditional idea of having a medicine back in that now we have technology like iPhones that can do an increasing number of ways to detect health and disease. You know, an Apple Watch can now act as an EKG. And so, you know, there's so many things that are coming together that I think we're going to hopefully have a very positive impact on our health care system. Healthcare is leaving the building, the bag, and the bottle. So bottom line it for me.
Starting point is 00:08:51 Yeah, I think what Amazon is doing will be what, you know, large employers will start to do. I also think that it is sort of a forcing function for people to recognize that this is now a thing, that this will be a category of how care is delivered, certainly at the lower acuity ends of the spectrum, versus more specialty care and higher need. And startups have plenty of market opportunity left across the surface area of healthcare to innovate in similar ways from the bottoms up. Well, thank you guys for joining this segment of 16 minutes. Okay, so for our next segment, I asked Aisickson's-Denital partner, Chris Dixon,
Starting point is 00:09:21 for his quick take on Facebook's annual developer event, Oculus Connect 6, which just took place this past week, and what it means for VR virtual reality and AR, augmented reality. And Dixon, as you go through and just quickly summarize the news, quickly share the broad implication of each. Yeah, so Oculus made a number of announcements. To me, the TLDR is they continue to advance VR and AR at a very rapid rate. There's the Oculus Quest, which is their marquee device right now.
Starting point is 00:09:48 It's really kind of a game changer and I think really has the potential to go mainst stream and they actually said that the event that they are selling them as fast as they can make them. They announced support for the Quest will now run PCVR games, which unlocks a whole bunch of sort of new content. On the technical side, they've gotten full hand tracking working, which means in the future won't need to have the controllers in your hands, and also will have a much more granular ability to interact with the virtual world. I think of this in the larger theme is what you're going to see over time as you get rid of the controllers and then you see the headset shrinking and shrinking and eventually just simply be glasses that can do both AR.
Starting point is 00:10:21 and VR functionality. And this is an important step along the way. They also announced the Oculus Quest has some simple AR functionality where you can see through. It's called Pass Through. And they announced a Pass Through Plus, which is kind of a more advanced version of that,
Starting point is 00:10:34 I think, kind of signaling that they are thinking very much about kind of AR and VR converging. Really, they're very similar technology where, you know, VR is when the real world is fully occluded, and AR is when you can see partly the virtual and the real world. Just a break pass-through down. So when you're playing like VR game
Starting point is 00:10:48 or just in a VR environment, right now to see the physical world, you actually have to take your headset off and then put it back on. And so the significance of that is that when you talk about blending VR and AR, your point that you actually can be immersed in a world and also have virtual world overlaid over the physical world.
Starting point is 00:11:04 Yeah, so one of the limits of VR now, like I'm a fan of VR, but like after an hour, there are some things that are not optimal comfort-wise. And so as you chip away at all those things, I think it becomes a much more, first of all, I'm much more social, I guess one thing about VR. Like right now they have this cool thing where you can screencast
Starting point is 00:11:18 and so people can see on their phone what you're seeing and that makes it more social, but make it more inclusive, make it more open, so people feel like they're still in the room, but they're having the full immersion. I mean, there's two sides of the coin. On the other hand, the whole benefit of VR is the deep immersion. So you want that, but you also want, I think you want a balance. So that's what they're trying to do with, like, the AR features and just the obvious things. They also announced some more futuristic stuff.
Starting point is 00:11:38 So, for example, one thing that they've been working a lot on, what are called verifocal lenses. Can you slightly explain that? Yeah, just very briefly, it turns out there's a number of ways in which people see in 3D, because you have two eyes and your brain puts together the difference in what you see it. And VR is able to replicate that very well. If you want to try it, there's an app called Big Screen, which we're investors in, where you can watch 3D movies, and you get a much more richer 3D effect than you do in the movie theater
Starting point is 00:12:01 because you have true eye separation. But it turns out there's other ways in which your eye sees depth. Not an expert on this, but I'll try. So what your eye expects is that when an object is farther away, the light bends in a certain way. And right now in VR it doesn't happen that way, right? Because the screen in front of you, it has an infinite focal distance is what the technology. just would say. And so one of the things they've now gotten working in the lab is something where you actually can have many dozens of layers of focal distance in the same headset.
Starting point is 00:12:26 I would expect the next device to have what's called foviated rendering, which is basically fracture phobia, which is where your eyes looking and render. So it turns out the way you look in real life is when you're looking at something, you see high-res and the thing directly in front and then low-res around it. And this is your way of your brain kind of saving compute cycles. And so VR will do something similar where you only render the center. Wait, so for video rendering, if I understand correctly, it basically trades off the broader field of view with higher resolution for where your eye is actually focusing and not for focusing on things in the periphery as a way to trade off the available processing power. Yeah, so for example, the Oculus Quest is running on a mobile processor. Unlike the Oculus Rift, which you have to physically plug into your PC and has much more GPU power.
Starting point is 00:13:09 And so as a result, if you look, you can see like less lighting effects, just simpler textures, things like that. And that's because the GPU is running at full speed. And it's amazing that they can do this on a mobile GPU. The GPU is doing both inside-out positional tracking, which is itself a hard machine learning problem, and it's rendering a full game engine and everything else. And that's just one of many things that are being advanced. A big question when you have a new technology is,
Starting point is 00:13:32 are you kind of following a linear or an exponential path? And I think we're following an exponential path. We will be soon once we get the developer ecosystem really going. The missing piece right now is enough users that developers can invest right now, the major kind of game studios and other kinds of software developers don't see it as a big enough platform.
Starting point is 00:13:52 At some point, we'll hit that tipping point. It's probably 10 million active users or something. It needs to be in the billions and tens of billions. But all signs point to this technology really getting rapidly better and Facebook driving the vast majority of it. There are other companies doing cool stuff. Like Valve is doing some very cool stuff.
Starting point is 00:14:08 Microsoft tests at HoloLens and AR and things. I think they're kind of betting more in enterprise use cases in AR. Okay. So that's a quick update at the device level and where we are, where we're not in the trend. Bottom line it for me, Dixon. The bottom line is going to be a major new platform, I believe, and we're seeing evidence of it. I think we went through the Tropho disillusionment in VR, and we're coming out of it,
Starting point is 00:14:27 and the rate of improvement is very quick. I get the feeling watching Oculus Connect the way I used to watching the Steve Jobs, Apple Keynotes. Like today, it feels more incremental, frankly, on the mobile phone side. But here there's like sort of genuine big breakthroughs. Fantastic. Well, thank you for joining this week's episode. 16 minutes. Thank you. So in this last segment, we're going to talk about the recent news. And honestly, I wouldn't normally put this in the news because it's really journal article, but enough media
Starting point is 00:14:52 headlines covered it that I want us to talk about it, which is this paper apparently Google claims quantum supremacy. But here's a funny part. The paper was accidentally released by some of their collaborators at NASA who put it on their public website. So then it was really quickly taken down. But in that period, a ton of media headlines hit about it. And just to quickly summarize a news. So a group at Google achieved so-called quantum supremacy with a 53-cubit superconducting device. And a qubit just for
Starting point is 00:15:19 definition is a quantum bit. And they're doing this with a quantum processor called sycamore. And just a quick definition on what generally people may define as quantum supremacy is just very simply put, it's a point at which a quantum computer surpasses classical computers for some specific set of problems in a given domain.
Starting point is 00:15:35 And then there's also some other recent news and movements. But what we really want to talk about today just tease apart the facts from the fiction. Scott Aronson, the professor at UT Austin, who writes a lot about quantum computing, a blog post he wrote about the Google News. He had this line that said, fact-free pontificating about what it means has predictably proliferated. So we're here to unproliferate that. That voice you just heard is A6 and Z bio-general partner Vijay,
Starting point is 00:15:57 who has a PhD in physics, which is very relevant here, but also early in his lab at Stanford did pioneering work on a distributed computing protein folding project called Folding at Home. And it's pioneering because it really pushed the boundaries of computing and was very early to using GPUs. And by the way, just to quickly define what quantum computing is, simply put, it's a type of computing based on nature's operating system of quantum mechanics. So unlike classical computers, which are limited to human-style binary code,
Starting point is 00:16:27 quantum computers can do things that classical computers can't do or can't do fast enough. And this is really important, especially as Moore's Law continues to achieve in seemingly impossible feats, at some point it really hits its limits. And that's where quantum computers come in. But people have been talking about them for ages, and they also always tend to go right to the saying, oh, no, once this happens, all our cryptography will break too. So what's your quick take there, Vijay? So what's interesting here is that there are some people who think that this is nothing,
Starting point is 00:16:53 and that's wrong, actually, and then some people think this is in the world, and that's wrong too. So is quantum computing real? Is it here? Yes. Now, does this mean that cryptography is broken? Does this mean that classical computers aren't useful? That part is not true. And I think supremacy is a term that really maybe is a little bit grander than it needs to be.
Starting point is 00:17:12 Yeah. Actually, can we talk about this? Because people get really caught up in it. And I think it's one of the funniest jokes I've heard about the term quantum supremacy. Someone once told me that it's a way for Google to convince management that they're doing good work. Because it gives like the managers, like how do you even do milestones and really cutting edge work like quantum computing? But the other thing that is you've actually coined this concept of a quantum intercept when we wrote about our investment in Rigetti computing. That's right.
Starting point is 00:17:34 And I've also heard the term quantum computing. inimitability. And also like Rigides used the term quantum advantage. I think quantum supremacy is a big way to say that you can run a calculation on a quantum computer faster than whatever that calculation would be on a classical machine. It doesn't have to be a calculation that any of us would ever want to run or need to run. It just can do it better, basically. And just to be clear, this can be very different for very different types of problems in different domains. That number of cubits required to do it is very different across all of them. Absolutely. You told me about the part that isn't hype. Can you tell me the part that doesn't work about this?
Starting point is 00:18:08 Okay, so here's what you can do. It definitely isn't a general purpose machine. You couldn't run any sort of calculation on it. But, you know, GPUs are like that too in a sense. And then the second thing that it isn't is that people have been saying, oh, now cryptography's broken and Google, like, I can do this and that. That is not the case. When people talk about a quantum computer, they mean different things. And this is part of the problem. And so when some people talk about quantum computers, they mean error correcting or no noiseless quantum computers. And what Google and IBM and Rigetti are working on
Starting point is 00:18:39 is sort of near-intermediate sort of noisy quantum computers. Are you talking about NISC, like noisy intermediate scale quantum? Yes. And in layman's terms, is it basically the idea, like how to basically get useful information out of a crazy quantum machine? It has a little bit of noise, but there's a lot of things you can do to work around that. And so in that sense, it's maybe almost a little bit more similar to analog computing
Starting point is 00:19:00 in the early days where noise doesn't have to be a problem, but you have to have clever algorithms. and there's several clever algorithms that run on these NIST-style machines. But cryptography is not one of them. And so here's why this is interesting. You know, you talked about the early folding home days. When we first coded on GPUs before Kuda or languages for GPUs were common, we were one quarter of the speed of a CPU.
Starting point is 00:19:21 And a lot of people in my lab were kind of disappointed about this. I was excited because what happens is that when you have two curves, and one is growing fast in another, with the GPU curve going faster in the CPU curve, just the fact that you could get this to work means that in a relatively short period of time, it will become dominant. It's interesting you mentioned from CPU to GPU because people have talked about also TPUs like tensor processor unit, but then after that, a QPU, a quantum processing unit.
Starting point is 00:19:46 Well, the QPU and a quantum computer are one of the same. So quantum computers are very different approach to computing, and that instead of doing calculations with a typical processor, you're essentially running a quantum experiment with these multiple qubits. And why would you bother? So just concretely, what are the early applications where this might play out Yeah, the early applications that people are thinking about are one in areas of actually doing quantum mechanics calculations.
Starting point is 00:20:09 But also there's a whole burgeoning area of quantum machine learning. Basically, the non-linearity of quantum mechanics allows a much simpler version of quantum machine learning to reproduce what you normally have to do in a much more complex way with classical machine learning. And of course, you know, in the world I care about an engineering biology, now we can finally engineer it in some aspects that we can't today. So quantum mechanics is the world of molecules as it is. And so being able to finally calculate that is entering to a world where we can apply engineering
Starting point is 00:20:36 like principles into areas that we just can't right now. So then let's go back to this idea of quantum supremacy. So give me your quick take on do you think it's just BS and some hypey thing or is it like a real thing? I think it's real that they've been actually able to run a bona fide algorithm on a machine of that scale. So I think that's impressive. And I think what this hopefully does is take people who are quantum skeptics and make them
Starting point is 00:20:56 realize that actually is something here. The other part that I think is really, really important to emphasize. is that it's not like we're jumping from one Moore's Law curve to another that's going a little faster. If Moore's Law says the power of the machine doubles, like, roughly every year, the quantum machine, its power is exponential in the number of qubits for certain types of applications. And so where GPUs, we just had a faster version of Moore's Law. From CPU to QPU's, the paradigm shift, it's a completely different game. This is something like, it's a completely different law.
Starting point is 00:21:25 Well, to break down concretely with the implication for people building software, and anything that's relying on computing, it means that if that law plays out, the surprise of when people hit that moment of quantum supremacy, intercept, advantage, whatever label we put it, will happen much faster when you think. Nothing happens. And all of a sudden, oh, my God, it's there. That's exactly right. You know, people are making analogies for this to Sputnik. You know, Sputnik was just a very simple satellite, but there was a lot more to come. Scott Aronson actually likens it to the Wright brothers. And it's the perfect example. This is exactly what you said. It's not here, but it's also not not here.
Starting point is 00:21:58 because the Wright brothers, there was all these false starts. But then they actually did learn how to fly. You and I just talked about this a couple of weeks ago on 16 minutes. There's always a hybrid phase when you're doing really cutting-edge stuff. Absolutely. So we talked about these different types of machines. There's like the noiseless machine. There's the NISC machine.
Starting point is 00:22:13 You could actually think about a third type of architecture where you combine some aspects of quantum and classical. And when you think about when you run on a GPU, you never run just on the GPU. It's a GPU and the CPU and the CPU and some parts are on the CPU, some parts on the GPU. So a CPU-QPU hybrid makes a ton of sense,
Starting point is 00:22:30 especially now. Fantastic. Thank you for joining this segment. Great. Thank you.

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