Moonshots with Peter Diamandis - Why AI Matters w/ Emad Mostaque | EP #52

Episode Date: June 29, 2023

In this episode, Peter and Emad discuss the AI revolution, Stability AI as a key player, and how AI and humanity will intertwine.   11:03 | Technology Transforming Creativity 17:01 | Revolutionize Education Through Innovation 23:08 | AI for All: A Human Right Emad Mostaque is the CEO and Co-Founder of Stability AI, a company funding the development of open-source music- and image-generating systems such as Dance Diffusion and Stable Diffusion. Check out Stability AI’s latest release: SDXL 0.9 _____________ I send weekly emails with the latest insights and trends on today’s and tomorrow’s exponential technologies. Stay ahead of the curve, and sign up now:  Tech Blog _____________ Connect With Peter: Twitter Instagram Youtube Moonshots and Mindsets Learn more about your ad choices. Visit megaphone.fm/adchoices

That's the sound of unaged whiskey transforming into Jack Daniel's Tennessee whiskey in Lynchburg, Tennessee. Around 1860, Nearest Green taught Jack Daniel how to filter whiskey through charcoal for a smoother taste, one drop at a time. This is one of many sounds in Tennessee with a story to tell. To hear them in person, plan your trip at tnvacation.com. Tennessee sounds perfect. We are all connected. Discover Echo from Cirque du Soleil opens May 8th under the Big Top at Toronto Lakeshore Boulevard West. Tickets at cirquetosoleil.com. Echo thanks its presenting partners Sun Life. Four of the top 10 App Store apps in December were based on stable diffusion. 41% of all code on GitHub right now is AI generated. We have figured out how to make humans scale.

So you have this amazing thing that can create anything. How far out are you able to see? Can you have a sense of predicting where we are in 10 years? I can't see past five years. There's enough fear and some of it is deserved, but there also needs to be hope. Humans are humans. Bring them the information that creates the most value and you will change the world. I'm excited to share with you one of the most extraordinary conversations I had at this year's

annual Abundance 360 Summit. It was with a friend, someone I've had on this podcast before, Imad Mustaq, who's the founder and CEO of Stability AI. You know his company from a number of his products, including Stable Diffusion. We sat down to talk about his moonshots, to talk about how generative AI is changing the world. What do you do if you're a 20-year-old just getting involved, or if you're a seasoned CEO or entrepreneur, and how is this going to change the world of Hollywood, education, healthcare? It was an incredible conversation.

I'm excited for you to hear. My mission through this podcast is to help you hear the voices that are filled with optimism and abundance. If that's of interest to you, then please subscribe to this podcast. All right, enjoy the episode. By the end of this episode, you should have a pretty good idea where you stand on AI. Are you excited about it? Are you fearful of it? I'd love to know. Feel free to share your stance with me on Twitter. Hey, pal. How's it going, buddy? Listen, I know you have so much going on right now.

It's insane. We're in the midst of the most extraordinary period of technology ever, and you're in the thick of it. Yeah, I think, what's it? A good phrase is everything ever all at once. Yes. That's basically what it is. Yeah.

I can't mention the conversations he's been having the last 30 minutes, but it would blow your mind. I'm going to give you this clicker. You have some slides to show. I think the very first question to ask is if you were going to sort of bring people up to speed on where we are right now, would you share some of what your thoughts are here?

We have figured out how to make humans scale. How do you make humans scale? That's the most difficult thing. Basically, classical AI was all about taking stuff and extrapolating it. We figured out how to figure out principles and latent knowledge with huge compression in these files, as we'll talk about in a bit. The most valuable thing you can have is a good EA or a really good analyst. I have Esther. She's amazing. Makes such a difference. I'm sure all of you in this audience realize that, right?

We now have that. Basically, what we've done is we've trained these things on large amounts, huge amounts of data to understand principles. And now when you use a GPT-4, it's like a really talented intern analyst with a bad memory. And we're about to fix the memory. And it knows how to pass the medical bar exam or medical licensing and others. It knows how to draw beautiful pictures or create audio of any type. And it's basically available to everyone for pennies.

And so we have to think, what does that mean? It can mean huge disruption or it can mean basically we're at the point of utopia and abundance. So if you don't mind, I'd like people know stable diffusion and you'll show them the chart that really rocked me when I first saw it. But what are the wide range of things that stability AI is working on right now? Where do you want to go? You can tell us about, please. No, I can tell you. Basically, my aim is to provide the building blocks

for a society OS. Every part of society, if you have skilled experts in them, our mission is to build the foundation to activate humanity's potential. And across every single modality, we're building models. So audio, video, protein folding, DNA, chemical reactions, language, and others. We're doing it for every sector. So you've got

a banker GPT, a board GPT to replace all your crap board members, you know, all the way down to national models. So we're doing an Indian national model at the moment, an Indonesian one, a Japanese one, so that everyone can have a file that they put words in and images, audio, text, anything pops out that's appropriate to you to enhance you. So I want to click on that one because it's very important. People talk about biases in the system, but what you're talking about is creating what you're calling a foundational model that is biased to you or to your company or your country.

Yes? The existing internet has centralized artificial intelligence that guides our attention, our memorization, where we go. With this technology, we can push internet intelligence to the edge so every single person, country, culture, company can have their own AIs. And that's an amazing thing because it can work for you not against you and so that's the personalization because what is bias right there are inherent biases in our society and

things we can never move fast on this thing we can't move fast enough to address them but then what if you could have your own stories everyone here has a story everyone your members of a 360 you believe in abundance you know there's a whole variety of things that make us who we are. Have the AI respond to your own story and work for you. And I think that's the intelligent internet and that's the amazing future we have coming. That is. And you built Stability AI as an open platform, which is very different from everybody else. I mean, it's interesting, right? OpenAI has that name. And very funny, if's interesting right openai has that name and very funny if you go to openai.com it doesn't go to openai it goes to stable well actually open.ai here

open.ai sorry yeah uh which is pretty funny so uh uh inappropriate because you are the open ai platform we are i mean actually openai.com also works. But, yeah, I mean, basically where we were was that we had this explosion of research. Look at this. Again, exponential, literal exponential of the amount of ML research that occurred. And we were like, let's build a generalized intelligence. When OpenAI and others started, we didn't know how to do it. And then we found this one thing called a transformer that pays attention to the important things. Like, you guys are paying attention to the important things that we're saying right now. As opposed to just treating everything the same.

And it figured out that we could scale it with these GPUs. Gigantic supercomputers. They didn't even know exactly how to do it. So they just kept on adding more and more supercomputers. And we've got a lot. Like our supercomputer is 10 times faster than NASA's, right? Our new supercomputer is 10 times faster than that. Which is again, exponential.

But then they thought, this solves everything. Scale solves everything. But have you ever seen a generalized system that outperforms a specialized system? No. But that means you have to give people the tools to make it a specialized system. You're never going to send all your internal company data to chat GPT or GPT-4. So that's an interesting point. And I don't know if I heard it from you or elsewhere, where some of the banks and large corporations are not sending their data

and allowing employees to use chat GPT. They don't want Microsoft having access to it. So what's the alternative? How do you go around that? We have the most popular language models in the world, GPT-J, Neo and X, 25 million downloads. And we're about to release our next generation open source models. Again, base models, and then you'll have the banker board versions, Indian versions.

So I get to use it on my own system that no one else has access to. You get to go via Amazon, Google, Intel, anyone on-prem in your cloud, you own it. Again, it's like you basically, it's like actually one thing. It's like, again, these are like very talented analysts. Getting an analyst on secondment from Microsoft, he goes back to Microsoft, versus hiring your own analyst, right? These are the two modalities. So you'll have these big private proprietary models, where results of secret source, and you have these open interpretable models, where you see how the cookie is made as it were, that you own. And I think the latter is far more powerful than the former because you

don't need a model that does everything then you give people the tools they need and the ownership to create their own experiences and accelerate themselves let me ask you you know we're all here to understand where this is going how far out are you able to see? Can you have a sense of predicting where we are in 10 years, five years? I can't see past five years. You can't see past five years? No, because by next year, end of the year, I believe you'll have chat GPT on your mobile phone. Say that one more time. By the end of next year, you'll have chat GPT on your mobile phone without internet. Wow. So we're talking about someone that, yeah. And is it a stability chat, right? A stable chat. Let's name it properly. So incredible. Cause you've talked

about taking how many terabytes of data down to a couple of gigabytes. So like, um, actually, this is probably one thing that I wanted to talk about quickly. Please, yeah. The easiest way for us to communicate has been speech. It's what we're doing now. Text has been harder, but you've seen with ChatGBT, it's not easy. You just ask it to rewrite your kind of emails. And with Office 365 and Workspace, it'll do that. And visual was the hardest.

These have all been flattened by this technology now, so we can communicate anything. But the technology behind it, as you said, was a bit crazy. To do this, what we did, so stable diffusion was our text-to-image model. We were like, do we do it big and do loads of layers, or do we make it accessible? And we were like, accessible. So we worked super hard, Manhattan Project, and we took 100,000 gigabytes of images, 2 billion, and created a 2 gigabyte file that can generate anything. Okay, let's slow that down, because the meaning of that is insane. How many terabytes was it? It was 100 terabytes, 100,000 gigabytes, and the output was a two

gigabyte file that can create anything. And that two gigabytes sits on your phone, your laptop, in your brain. It was the whole stack. So intelligence is compression. You're going to go away from this event, and you're going to compress the things that you learn and have takeaways, right? That's what we do, and that's what these machines do now. But again, it's a single file. Four of the top 10 App Store apps in December

were based on stable diffusion, and it was the entire stack. A single file of weights of numbers that's extraordinary words go in images come out and it's the same chat gpt is a single file actually it's a couple of files but let's say it's a single file words go in code comes out amazing essays come out so this is something a bit different and again again, it's like, again, you've taught an analyst just about everything. Or it's an artist, the analyst and things like that. I think we'll get it down to 100 megabytes. And it went insane because we made it like that. So this is what you texted me and I said, huh? So, you know, a lot of us were doing Web3 and

we were always like developers. developers developers are cool, right? In three months we overtook Bitcoin and Ethereum and develop a popularity so on the bottom here is the years and on the axis and the y-axis here is the number of github developers yeah, developers who love it and so when I when you me that, I thought that was the access line. Yeah. So cumulatively, the whole ecosystem built around this thing, which is a bit like a game engine, has overtaken Linux. Again, Linux 20 years, this five months. Because we gave it to everyone and it runs on your MacBook, on your iPhone without internet. So you have this amazing thing that can create anything. I think that's profound right? So we've seen this profound indeed.

We've seen the speed just explode. Can we expect it to get faster and faster? Yeah I think you can. So look, words go in, images come out. A lot of you have kind of seen this. You can generate anything. But since the release in August we've sped up a hundred times well we've gone from six seconds an image to 60 images a second and the quality has improved and basically the next version is photo realistic so 60 images per second is like video yeah we pretty much got video so my question is is Hollywood scared shitless or are they excited this They're scared. It's a mixture.

There's a few people who are scared shitless, and we'll talk about some of the stuff coming down the pipeline later. Because, you know, Peter and I had a discussion, like, should we scare everyone shitless completely? Or should we kind of do hope? And so I'm going to do hope, actually. I think I'm going to focus on this. This is the most disruptive thing ever because, again, humans can scale, so you don't need as many humans. There was an MIT study, I think, I'll send it to you, which just came out. It showed that basically the third to the seventh decile got like 30% better,

the top 5% got orders of magnitude better or multiples better with this technology. And so it lifts humanity and the ability to communicate and do things. So this is the hopeful future that we share and the abundance mindset that I think is really important for people to take away. There's enough fear and some of it is deserved, but there also needs to be hope. I think we always have to look at the unchanging versus the inevitable. So an inevitable is 41% of all code on GitHub right now is AI generated. Wow. To six months. ChatGPT can pass a glue level three programmer exam and it will run pretty much on a MacBook

or a phone. And that's this year? This year, right now. Yeah. There are no programmers in five years. No programmers in five years. So those of you with kids who you were having, you know, with Python lessons and so forth, maybe it's instead helping them to understand how to ask great questions or give great directions or prompts. Yeah, like with this, this is a technological marvel that we sped up 100 times because we have amazing developers and we have communities of hundreds of thousands.

I went to GPT-4 and I said, help me write some code to change the nature of inference to something called int8 to int4, which is only a year old, so it's not in the data set. And it figured it out, and it worked. It figured it out. Awesome. Straight out. I also had to create asteroids in D3. I love asteroids. And I copy-pasted it, it worked the game straight out.

So again, we have to kind of think about this, and we have to think, but what can you do? Well, the answer is you can do anything now, because a lot of the stuff that blocks you isn't there anymore. Any of you can now be creative. Any of you can now build systems. And so you build the systems that adhere to the unchanging demands of people to make their lives better. And that's value, and they'll pay you for that value. We're all creators and we're in fact, we had Will.i.am last night at our patron dinner, who's just this incredible creative energy

across all modalities. And all of a sudden you're not restricted by what you learned in school. You can bring the best to anything you desire. It's the best to anything you desire. You can control it. So you can just say like, you know, take something and change it to its original form, you know, like this, you desire. It's the best to anything you desire. You can control it. So you can just say, like, you know, take something and change it to its original form, you know, like this.

From mindset to materialization. Which version of you do you like best? Exactly. And this is just with words. There's no more prompts. I just say I want to change it to this or that, and it happens instantly now with the new version. You know?

You can say, let's do dynamic adaptation again. It happens in one second. You generate all of these variants, you know, and you don't need those prompts. People say like, there's all these magical spells. You don't say that. You say, I want to turn Woody into a still from a Western, right? Or a place of fruit with cake. So it also becomes more natural. What are interfaces in the future? Interfaces are nothing. It's all about human extension. And it's about information theories at the core of all computer science. Information is valuable in as much as it changes the state. Now we finally have a friend to be with us all the time that can bring us the most valuable information and the most valuable state changes.

You're a 20-year-old on our Zoom audience here or in the room or 23-year-old and you're trying to decide what to do now. What is your advice? You just throw yourself 100% into this. It's the biggest change in society ever. It'll be more disruptive than the pandemic in the next year or two. And I led the United Nations AI Initiative Against COVID-19, CAIAC, you know, helping organize the world's COVID knowledge and making it accessible and useful. So I saw that coming. It'll be for positive and negative

because you can do things that can never be heard of. As an example, we have an upscaler. It goes from 128 pixels to 4K in 1.5 seconds. Back to that. That's amazing.

What can you do with that? This is the thing. You are given now the recipes and amazing. What can you do with that? This is the thing. You are given now the recipes and tools. What can you do? So there's going to be a thousand companies spending $10 million each this year. I spoke to one of the big four accounting firms. They were like, do we need auditors anymore? I'm like, probably not as many.

And then they said, okay, we're going to spend $300 million in the next two quarters trying to figure this out. But that's times many, many firms. Everything, everywhere, all at once. And again, this is the memeticness. We've seen this type of thing happen, like with the Silicon Valley bank collapse. Society's become more and more connected. And we've talked about expert systems. I mean, how long have we talked about expert systems for?

Yeah, a bit. Yonks. They're here now, right? And again, this is why you can do these crazy things. Like, why don't you create your own studio? So, how do we play this? Can we play this video? You speak and it magically happens. Play. There you go. This is a video of rock, paper, scissors that was done using our technology by two guys in like four days. And it's a whole

seven minute video at this level of quality. That's all you need. So why not create amazing kind of videos and things like that? But we're going to get to a point soon enough and I'll ask for your prediction where I can say, I want a movie about this theme, 90 minutes long, starring my favorite stars.

How, when do we see that? A personalized movie? I think you get there in the next couple of years like rock paper scissors 2 again look it up on google will be five times as fast the next version will be fully generated by putting a script in i mean like this one if you press play and it automatically generates a music lyric video so unfortunately we don't have sound uh but you can go on deep floyd ai on twitter and see it automatically generated kind of this music lyric video you know just from a song input with the entire kind of style of this as well so everyone here is a filmmaker everyone i mean for me we have a common passion in disrupting and reinventing education yeah uh where i can have

in a virtual world i learn about anything I want, a time machine to go and have my favorite characters teaching me about anything I need. And that's two years away. Yeah, I mean, that actually might be here right now. I mean, again, kind of you've seen glasses 3D displays and all sorts of crazy things. But one of the things with this business is contextualization.

Because again, we are the stories we make. So one of the things we're working on that's quite fun is, can you make remake Game of Thrones as a J-drama from Korea? So you input it and the characters turn Korean, right? I'm also trying to get George R.R. Martin and H.P.O. to let me remake Game of Thrones Season 8

because it was terrible. Yeah, and actually it's very interesting why because Game of Thrones season one to seven, everyone had agency and the meaning was in the interaction between our stories of the characters. Whereas the last one tried to get us to an ending and so it felt so disjointed.

So I'm like, I'll help you write your book. We have a script writing AI coming out and a book writing AI coming out. And so we can tell better stories that are more empathetic and engaging. Because again, this is more engaging for the thing. You can customize your thing everywhere. You can customize to every learner. How crazy is that? And there's even crazier. All at once, a new theme. Let's imagine you're in the audience here. You're a business owner,

entrepreneur, CEO. And what do you do next? I think what you have to do next again, it's kind of what you said. You need to have a dedicated, there's nothing more important in your entire business than this. Yeah. I have to, so I want to echo that, right?

Today, the world changes. Electricity is made available. The telephone is made available. Internet's made available. And this is all of those things together, all at once, everywhere. Yeah, this is 5G. This is bigger than 5G.

Over a trillion dollars went to 5G, more will go into here. Actually, I'll give you an example, because again, it's always the unchanging versus the inevitable, right? I gave the whole of Stability AI the week off at the end of the year, because I was like, holy crap, you're doing a lot, right? Because we do everything, right? And we only have 150 people, yet we do every modality, because we have the power of the year because i was like holy crap you're doing a lot right because we do everything right and we do it with we only have 150 people yet we do every modality because we have the power of community and open behind us setting the standard so i give the whole team

the week off said go to sleep turned off all the things because you're all going to die if you don't get some rest so of course business insider covered that stability ai ceo emma mostak competitors to open open ai says you're all going to die in 2023 we might remake press as well what can i say um but then what happened is i you know i was just chilling and i got like five calls from headmasters of uk schools emad what's our generative ai strategy what all our children are usingGPT to do their homework essays. I was like, don't set homework essays. Get good. So again, homework is never the same for every teacher all at once. And so you have to look at your industry. And again, what will not be the

same when you have the ability to scale humans? This is the question that you have to ask yourself. Like in Eton now, a bastion of British education education they do their essays live by hand because I told them to do that because I went to Westminster who I told to embrace the technology right so again it's as Peter says there'll only be companies that embrace and those who don't I think the way that it pairs up because I was a hedge fund manager invested tens of billions of dollars you you know, I understand markets as well, is that if you are in something that's a SaaS company, you're gonna have to rethink hard because GPT-4 for example, and again we'll have our equivalent of that but we're taking a different approach of swarm intelligence

versus general, has a 32,000 token context window which means you can feed it 20,000 words of instructions. Wow. What is OpenAI at right now? That's their one, GPT-4. OpenAI is the best language. You should use OpenAI, and you should use our models coming up as well. Private data and general data. Hybrid AI. But that means you can basically tell it all of HR instructions for something like Workday. What does Workday do then? Because it can be replaced by a single 200 megabyte file.

Which you can query on your laptop or your phone. Well, yeah, eventually, but not now. But it doesn't matter. It costs like $2 for a query, right? I mean, it's insane. But then you have to think, if you're in a regulated industry, you have super normal margins. If you're in a creative industry, again, you can basically either embrace it to have higher revenue cheaper costs or not like i give you an example one of our movie directors um did a film well actually i can't give you an example let's just say millions of dollars are being saved at the moment using this technology and again you just have to really think through it

so going back and go going back to our audience here who use technology but don't have AI embedded in their DNA, I've shared the idea of having a chief AI officer who's really a strategist for you because you're not building your own AIs. You're deciding which platforms to use, right? Yeah. And again, a very few companies will build their own AI. So I think it'll just be Google, Microsoft, OpenAI, and us that build the foundation models that everyone uses. You don't need to. Because again, it's like we're the universities churning out the most amazing graduates, effectively.

Some of them you can borrow, and they're specialized by those guys. And some of them you can hire yourself through your GPUs or kind of whatever. My suggestion is that that... But the thing is, how do you find that person? Until they're an AI. How do you find that person? Advice. The advice is you need to first find someone

who's passionate about this because it's so new. So one of the things that makes us different is that we're a community-based organization. We came out of a community. So we have developers. One of them was an Amazon warehouse worker last year and taught himself how to code. Nice. Another one's a 19 year old, 50 year PhD with three graduate degrees. You know, it's not going to be the person who is traditionally the person you would think about.

It is driven by passion. It's driven by passion. Everyone here understands the importance of passion and passion is what you need for this because this is a regime change. It is not more of what came before so you have to throw yourself in it and have that flexibility of mind and the key thing is can it bring you what the next thing is for your industry you know hey everybody this is peter a quick break from the episode i'm a firm believer that science and technology and how entrepreneurs can change the world is the only real news out there worth consuming. I don't watch the crisis news network I call CNN or Fox and hear every devastating piece of news on the planet.

I spend my time training my neural net the way I see the world by looking at the incredible breakthroughs in science and technology, how entrepreneurs are solving the world's grand challenges, what the breakthroughs are in longevity, how exponential technologies are transforming our world. So twice a week, I put out a blog. One blog is looking at the future of longevity, age reversal, biotech, increasing your health span. The other blog looks at exponential technologies, AI, 3D printing, synthetic biology, AR, VR, blockchain. These technologies are transforming what you as an entrepreneur can do. If this is the kind of news you want to learn about and shape your neural nets with, go to demandus.com backslash blog and learn more. Now back to the episode. We share a moonshot in education. I've had the ability to support to some degree what you're doing.

Just chat one second about your vision on Malawi. Yeah, so, you know, X Prize for Learning, fantastic prize by Tony, who's here next week, tomorrow, I think, and then Elon Musk. The first app that could teach literacy and numeracy in 18 months without internet. We've been deploying that into refugee camps, the winner of that, all around the world from Rohingya to Malawi to Kenya. And we're teaching 76% of kids literacy and numeracy in one hour a day in 13 months in the worst places in the world with adaptive learning.

Let's give it up for this. That's been the core of Imad's passion and moonshot, but he's taking it a step further. Taking it a step further because by doing that, this is without this AI. So we work with the Malawian government as the first example. We're feeding 30% of all the kids in Malawi.

We're going to go to 100% and give every child in Malawi their own AI. I want to call it one AI per child, but I've been told not to. And that's kind of what our charity Imagine Worldwide. But then we've built a special type of bond with the World Bank and UBS, whereby you put down $20 million, you only pay if a million kids are provably educated. And so we're going to use that, and the World Bank pays up

front, and then you can have it in your pension fund and see how a million kids are doing. We're going to use that to scale these Bank pays up front and then you can have it in your pension fund and see how a million kids are doing. We're going to use that to scale these tablets plus high speed internet in every school to every child across Africa. Nine out of 10 kids in Africa cannot read and write a sentence by the age of 10. What happens when they all have their own AI that works for them that's as intelligent as ChatGPT and healthcare on that tablet? The AI teaches the kids, learns from the kids,

and that will also create the national models for every country. Because right now we hold the eyes open of the AI and we teach the whole internet, which is why it goes a bit crazy. You know? And again, we use reinforcement learning and other things to guide it.

This will be different. So that technology scales. Again, there's nothing more as impactful as one-to-one tuition, and now we can do it in an empathetic way that adapts to each child. I believe that we can also address things like dyslexia and other things, so it's just information processing, and you will see that coming. We're doing a big drive towards that. Any information processing issues will be solved by this. Are you

an auditory learner, visual learner? There are no more interfaces. So it's completely customized learning for the individual, their favorite color, sports star, way of learning modality, knows exactly where they are and where they need to go. Building the foundation to activate humanity's potential. And so we're going to open source our new language models in the next month. And then we're going to announce the next generation of this. An open model for all of the world that you deserve for education and health and other things because humans are humans bring them the information that

creates the most value and you will change the world is this going to revolutionize health care to the point of yes let's give it up for him out on that one yes you got just two minutes left here health and then you're coming back to the Q&A, which will be the fun part, because the audience gets to participate. I've always talked about the best diagnosticians,

the best healthcare is going to be AI, which is going to level a playing field. The poorest child, the wealthiest child, same level across the board. Yes? Humans are humans. This is why I kind of did the kayak project. What a great advantage that is.

It's a huge advantage. And again, this is the thing. This is the great equalizer or it's the great controller, which is why I'm open versus closed. This cannot be controlled by any entity. We have to distribute this because I believe this is a human right. It's the next element we can reduce. So speaking about that, we're in the middle of the AI wars and a little rumor told me that you got kicked off LinkedIn today. Yeah, they identified our website as malware first last week and then made all our job descriptions and today we got to LinkedIn.

And who owns LinkedIn by the way? I couldn't say. Oh, Microsoft. So it's going to be very interesting. The stakes are really high. So there's a lot of people that don't want this technology to go out to the world. Again, I think putting it on these tablets for all these kids, building a national model to everyone. Again, our mission is to build a foundation to activate humanity's potential.

And our motto is not don't be evil. It's make people happier. And the happiest you can be is when you have agency. Let everyone have their own agency and create insane things. On that note, let's give it up for Iman Muskaq.