The Man Who Wrote The Book On AI: 2030 Might Be The Point Of No Return! We've Been Lied To About AI!

You know when you're in a meeting, taking notes, trying to focus, but your devices keep pinging notifications? For me, that's really annoying. And usually, it makes your brain start to wander away and fall into distraction. This was happening to my producer, Jack. And we were chatting about it when I realized that I knew the exact product that would fix this problem for him. It's from our sponsor, Remarkable. Essentially, it's a paper tablet with no notifications, so it's far less distracting than most tablets. It's called the Remarkable Paper Pro Move and it really does look, feel and sound the same as writing on paper which is really nice if you spend a lot of time taking notes. But because it's digital your handwritten notes can be converted into typed text and then you can send it over email or slack or just keep editing it within the app. All of their products have no blue light which for someone who looks at screens as much as I do is something I really appreciate. Remarkable is offering a 50-day trial on their products for free and at the end of that time if it's not what you're looking for you simply get all of your money back by sending it back. Give the present of being present. Find the perfect distraction-free paper tablet at remarkable.com. In October over 850 experts including yourself and other leaders like Richard Branson and Jeffrey Hinton signed a statement to ban AI superintelligence as you guys raised concerns of potential human extinction. Because unless we figure out how do we guarantee that the AI systems are safe, we're toast. And you've been so influential on the subject of AI. You wrote the textbook that many of the CEOs who are building some of the AI companies now would have studied on the subject of AI. So do you have any regrets? Professor Stuart Russell has been named one of Time Magazine's most influential voices in AI. After spending over 50 years researching, teaching and finding ways to design AI in such a way that humans maintain control. You talk about this gorilla problem as a way to understand AI in the context of humans. Yeah, so a few million years ago, the human line branched off from the gorilla line in evolution. And now the gorillas have no say in whether they continue to exist because we are much smarter than they are. So intelligence is actually the single most important factor to control planet Earth. But we're in the process of making something more intelligent than us. Exactly. Why don't people stop then? Well, one of the reasons is something called the Midas Touch. So King Midas is his legendary king who asked the gods, can everything I touch turn to gold? And we think of the Midas Touch as being a good thing, but he goes to drink some water, the water has turned to gold. And he goes to comfort his daughter, his daughter turns to gold. And so he dies in misery and starvation. So this applies to our current situation in two ways. One is that greed is driving these companies to pursue technology with the probabilities of extinction being worse than playing Russian roulette. And that's even according to the people developing the technology without our permission. And people are just fooling themselves if they think it's naturally going to be controllable. So, you know, after 50 years, I could retire, but instead I'm working 80 or 100 hours a week trying to move things in the right direction. So if you had a button in front of you, which would stop all progress in artificial intelligence, would you press it? Not yet. I think there's still a decent chance they guarantee safety and I can explain more what that is Just give me 30 seconds of your time two things I wanted to say the first thing is a huge thank you for listening and tuning into the show week after week it means the world to all of us and this really is a dream that we absolutely never had and couldn't have imagined getting to this place but secondly it's a dream where we feel like we're only just getting started and if you enjoy what we do here please join the 24% of people that listen to this podcast regularly and follow us on this app here's a promise I'm going to make to you I'm going to do everything in my power to make this show as good as I can now and into the future we're going to deliver the guests that you want me to speak to and we're going to continue to keep doing all of the things you love about this show thank you professor stewart russell obe a lot of people have been talking about ai for the last couple of years it appears you've this really shocked me it appears you've been talking about ai for most of your life well i started doing ai in high school back in england but then i did my phd starting in 82 at Stanford. I joined the faculty at Berkeley in 86. So I'm my 40th year as a professor at Berkeley. The main thing that the AI community is familiar with in my work is a textbook that I wrote. Is this the textbook that most students who study AI are likely learning from? Yeah. So you wrote the textbook on artificial intelligence 31 years ago. You actually probably started writing it, because it's so bloody big, in the year that I was born. So I was born in 92. Yeah, it took me about two years to. Me and your book are the same age, which is just a wonderful way for me to understand just how long you've been talking about this. And how long you've been writing about this. And actually, it's interesting that many of the CEOs who are building some of the AI companies now probably learnt from your textbook. You had a conversation with somebody who said that in order for people to get the message that we're going to be talking about today, there would have to be a catastrophe for people to wake up. Can you give me context on that conversation and a gist of who you had this conversation with? So it was with one of the CEOs of a leading AI company. He sees two possibilities, as do I, which is either we have a small or let's say small-scale disaster of the same scale as Chernobyl. The nuclear meltdown in Ukraine. Yeah, so this nuclear plant blew up in 1986, killed a fair number of people directly and maybe tens of thousands of people indirectly through radiation. Recent cost estimates, more than a trillion dollars. So that would wake people up. That would get the governments to regulate. He's talked to the governments and they won't do it. So he looked at this Chernobyl scale disaster as the best case scenario, because then the governments would regulate and require AI systems to be built. And is this CEO building an AI company? He runs one of the leading AI companies. And even he thinks that the only way that people will wake up is if there's a Chernobyl-level nuclear disaster. Yeah, it wouldn't have to be a nuclear disaster. It would be either an AI system that's being misused by someone, for example, to engineer a pandemic, or an AI system that does something itself, such as crashing our financial system or our communication systems. The alternative is a much worse disaster where we just lose control altogether. You have had lots of conversations with lots of people in the world of AI, both people that are, you know, have built the technology, have studied and researched the technology, or the CEOs and founders that are currently in the AI race. What are some of the interesting sentiments that the general public wouldn't believe that you hear privately about their perspectives? Because I find that so fascinating. I've had some private conversations with people very close to these tech companies. And the shocking sentiment that I was exposed to was that they are aware of the risks often, but they don't feel like there's anything that can be done. So they're carrying on, which feels like a bit of a paradox to me. Yes, it must be a very difficult position to be in, in a sense, right? You're doing something that you know has a good chance of bringing an end to life on Earth, including that of yourself and your own family. they feel that they can't escape this race. If a CEO of one of those companies was to say, you know, we're not going to do this anymore, they would just be replaced. Because the investors are putting their money up because they want to create AGI and reap the benefits of it. So it's a strange situation where, at least all the ones I've spoken to, I haven't spoken to Sam Altman about this, but Sam Altman, even before becoming CEO of OpenAI, said that creating superhuman intelligence is the biggest risk to human existence that there is. My worst fears are that we cause significant, we, the field, the technology, the industry, cause significant harm to the world. Elon Musk is also on record saying this. So Dario Amadei estimates up to a 25% risk of extinction. Was there a particular moment when you realised that these CEOs are well aware of the extinction level risks? I mean, they all signed a statement in May of 23. It's called the extinction statement. And it basically says AGI is an extinction risk at the same level as nuclear war and pandemics. But I don't think they feel it in their gut. You know, imagine that you are one of the nuclear physicists. You know, I guess you've seen Oppenheimer, right? So you're there, you're watching that first nuclear explosion. how would that make you feel about the potential impact of nuclear war on the human race? I think you would probably become a pacifist and say this weapon is so terrible we have got to find a way to keep it under control. We are not there yet with the people making these decisions and certainly not with the governments. right you know what policymakers do is they you know they listen to experts they keep their finger in the wind you got some experts you know dangling 50 billion dollar checks and saying oh you know all that doomer stuff it's just fringe nonsense don't worry about it take my 50 billion dollar check you know on the other side you've got very well-meaning brilliant scientists like Jeff Hinton saying, actually, no, this is the end of the human race. But Jeff doesn't have a $50 billion check. So the view is the only way to stop the race is if governments intervene and say, okay, we don't want this race to go ahead until we can be sure that it's going ahead in absolute safety. Closing off on your career journey, you received an OB from Queen Elizabeth? Yes. And what was the listed reason for that, for the award? Contributions to artificial intelligence research. And you've been listed as a Time magazine most influential person in AI several years in a row, including this year in 2025. Yeah. Now, there's two terms here that are central to the things we're going to discuss. One of them is AI and the other is AGI. In my Muggle interpretation of that, it's artificial general intelligence is when the system, the computer, whatever it might be, the technology, has generalized intelligence, which means that it could theoretically see, understand the world. It knows everything. It can understand everything in the world, as well as, or better than a human being can do it. And I think take action as well. I mean, some people say, oh, you know, AGI doesn't have to have a body. But a good chunk of our intelligence actually is about managing our body, about perceiving the real environment and acting on it, moving, grasping, and so on. So I think that's part of intelligence and AGI systems should be able to operate robots successfully. But there's often a misunderstanding, right? That people say, well, if it doesn't have a robot body, then it can't actually do anything. But then if you remember, most of us don't do things with our bodies. Some people do. Bricklayers, painters, gardeners, chefs. But people who do podcasts, you're doing it with your mind, right? You're doing it with your ability to produce language. You know, Adolf Hitler didn't do it with his body. He did it by producing language. I hope you're not comparing us. No. But, you know, so even an AGI that has no body, it actually has more access to the human race than Adolf Hitler ever did because it can send emails and texts to, what, three quarters of the world's population. directly. It also speaks all of their languages. And it can devote 24 hours a day to each individual person on earth to convince them to do whatever it wants them to do. And our whole society runs now on the internet. I mean, if there's an issue with the internet, everything breaks down in society. Airplanes become grounded. And we'll have electricity running off as internet systems. So I mean, my entire life, it seems to run off the internet now. Yeah, water supplies. So this is one of the routes by which AI systems could bring about a medium-sized catastrophe is by basically shutting down our life support systems. Do you believe that at some point in the coming decades, we'll arrive at a point of AGI where these systems are generally intelligent? Yes, I think it's virtually certain. Unless something else intervenes, like a nuclear war, or we may refrain from doing it. But I think it will be extraordinarily difficult for us to refrain. When I look down the list of predictions from the top 10 AI CEOs on when AGI will arrive, you've got Sam Altman, who's the founder of OpenAI slash ChatGPT, says before 2030. Demis at DeepMind says 2030 to 2035. Jensen from NVIDIA says around five years. Dario at Anthropics says 2026, 2027, powerful AI close to AGI. Elon says in the 2020s. And I go down the list of all of them, and they're all saying relatively within five years. I actually think it'll take longer. I don't think you can make a prediction based on engineering in the sense that, yes, we could make machines 10 times bigger and 10 times faster, but that's probably not the reason why we don't have AGI, right? In fact, I think we have far more computing power than we need for AGI, maybe a thousand times more than we need. The reason we don't have AGI is because we don't understand how to make it properly. And what we've seized upon is one particular technology called the language model. And we observed that as you make language models bigger, they produce text language that's more coherent and sounds more intelligent. And so mostly what's been happening the last few years is just, okay, let's keep doing that. because one thing companies are very good at, unlike universities, is spending money. They have spent gargantuan amounts of money, and they're going to spend even more gargantuan amounts of money. I mean, you know, we mentioned nuclear weapons. So the Manhattan Project in World War II to develop nuclear weapons, its budget in 2025 dollars was about 20 odd billion dollars the budget for AGI is going to be a trillion dollars next year so 50 times bigger than the Manhattan Project. Humans have a remarkable history of figuring things out when they galvanize towards a shared objective, you know, thinking about the moon landings or whatever else it might be through history. And the thing that makes this feel all quite inevitable to me is just the sheer volume of money being invested into it. I've never seen anything like it in my life. Well, there's never been anything like this in history. Is this the biggest technology project in human history by orders of magnitude? And there doesn't seem to be anybody that is pausing to ask the questions about safety. It doesn't even appear that there's room for that in such a race. I think that's right. To varying extents, each of these companies has a division that focuses on safety. Does that division have any sway? Can they tell the other divisions, no, you can't release that system? Not really. I think some of the companies do take it more seriously. Anthropic does. I think Google DeepMind. Even there, I think the commercial imperative to be at the forefront is absolutely vital. If a company is perceived as, you know, falling behind and not likely to be competitive, not likely to be the one to reach AGI first, then people will move their money elsewhere very quickly. And we saw some quite high-profile departures from companies like OpenAI. A chap called Jan Liek left, who was working on AI safety at OpenAI. And he said that the reason for his leaving was that safety culture and processes have taken a backseat to shiny products at OpenAI. and he gradually lost trust in leadership, but also Ilya Sutskova? Ilya Sutskova, yeah. Sutskova? So he was the co-founder and chief scientist for a while. And then, yeah, so he and Jan Laika were the main safety people. And so when they say OpenAI doesn't care about safety, that's pretty concerning. I've heard you talk about this guerrilla problem. What is the gorilla problem as a way to understand AI in the context of humans? So the gorilla problem is the problem that gorillas face with respect to humans. So you can imagine that a few million years ago, the human line branched off from the gorilla line in evolution. And now the gorillas are looking at the human line and saying, yeah, was that a good idea? and they have no say in whether they continue to exist. Because we have a... We are much smarter than they are. If we chose to, we could make them extinct in a couple of weeks and there's nothing they can do about it. So that's the gorilla problem, right? It's just the problem a species faces when there's another species that's much more capable. and so this says that intelligence is actually the single most important factor to control planet earth yes intelligence is the ability to bring about what you want in the world and we're in the process of making something more intelligent than us exactly which suggests that maybe we become the gorillas exactly yeah is that is there any fault in the reasoning there because it seems Just to make such perfect sense to me, but why don't people stop then? Because it seems like a crazy thing to want to... Because they think that if they create this technology, it will have enormous economic value. They'll be able to use it to replace all the human workers in the world, to develop new products, drugs, forms of entertainment, anything that has economic value, you could use AGI to create it. And maybe it's just an irresistible thing in itself, right? I think we as humans place so much store on our intelligence, you know, how we think about, you know, what is the pinnacle of human achievement. If we had AGI, we could go way higher than that. So it's very seductive for people to want to create this technology. And I think people are just fooling themselves if they think it's naturally going to be controllable. I mean, the question is, how are you going to retain power forever over entities more powerful than yourself? Pull the plug out. People say that sometimes in the comment section when we talk about AI, they say, well, I'll just pull the plug out. Yeah, it's sort of funny. In fact, reading the comment sections in newspapers, whenever there's an AI article, there'll be people who say, oh, you can just pull the plug out, right? As if a super intelligent machine would never have thought of that one. Don't forget, it's watched all those films where they did try to pull the plug out. Another thing they say, well, you know, as long as it's not conscious, then it doesn't matter. It won't ever do anything. which is completely off the point. Because, you know, I don't think the gorillas are sitting there saying, oh, yeah, you know, if only those humans hadn't been conscious, everything would be fine, right? No, of course not. What would make gorillas go extinct is the things that humans do, right? How we behave, our ability to act successfully in the world. So when I play chess against my iPhone and I lose, I don't think, oh, well, I'm losing because it's conscious. No, I'm just losing because it's better than I am in that little world, moving the bits around to get what it wants. And so consciousness has nothing to do with it. Competence is the thing we are concerned about. So I think the only hope is can we simultaneously build machines that are more intelligent than us, but guarantee that they will always act in our best interest? So throwing that question to you, can we build machines that are more intelligent than us that will also always act in our best interests? It sounds like a bit of a contradiction to some degree. because it's kind of like me saying, I've got a French bulldog called Pablo. That's nine years old. And it's like saying that he could be more intelligent than me, yet I still walk him and decide when he gets fed. I think if he was more intelligent than me, he would be walking me. I'd be on the leash. That's the trick, right? Can we make AI systems whose only purpose is to further human interest? And I think the answer is yes. and this is actually what I've been working on. So I think one part of my career that I didn't mention is sort of having this epiphany while I was on sabbatical in Paris. This was 2013 or so. Just realizing that further progress in the capabilities of AI, if we succeeded in creating real superhuman intelligence, that it was potentially a catastrophe. And so I pretty much switched my focus to work on how do we make it so that it's guaranteed to be safe. Are you somewhat troubled by everything that's going on at the moment with AI and how it's progressing? Because you strike me as someone that's somewhat troubled under the surface by the way things are moving forward and the speed in which they're moving forward. That's an understatement. I'm appalled, actually, by the lack of attention to safety. I mean, imagine if someone's building a nuclear power station in your neighborhood. And you go along to the chief engineer and you say, okay, these nuclear things, I've heard that they can actually explode, right? There was this nuclear explosion that happened in Hiroshima. So I'm a bit worried about this. you know, what steps are you taking to make sure that we don't have a nuclear explosion in our backyard? And the chief engineer says, well, we thought about it. We don't really have an answer. Yeah. You would, what would you say? I think you would, you would use some expletives. Well, and you'd call your MP, you know, get these people out. I mean, what are they doing? You read out the list of projected dates for AGI, but notice also that those people, I think I mentioned Dara Amadei says a 25% chance of extinction. Elon Musk has a 30% chance of extinction. Sam Altman says basically that AGI is the biggest risk to human existence. So what are they doing? They are playing Russian roulette with every human being on earth without our permission. They're coming into our houses, putting a gun to the head of our children, pulling the trigger and saying, well, you know, possibly everyone will die. Oops. But possibly we'll get incredibly rich. That's what they're doing. Did they ask us? No. Why is the government allowing them to do this? Because they dangle $50 billion checks in front of the governments. So I think troubled under the surface is an understatement. What would be an accurate statement? Appalled. And I am devoting my life to trying to divert from this course of history into a different one. Do you have any regrets about things you could have done in the past? Because you've been so influential on the subject of AI. You wrote the textbook that many of these people would have studied on the subject of AI more than 30 years ago. When you're alone at night and you think about decisions you've made in this field because of your scope of influence, is there anything you regret? Well, I do wish I had understood earlier what I understand now. we could have developed safe AI systems. I think there are some weaknesses in the framework, which I can explain, but I think that framework could have evolved to develop actually safe AI systems where we could prove mathematically that the system is going to act in our interests. The kind of AI systems we're building now, we don't understand how they work. We don't understand how they work. It's a strange thing to build something where you don't understand how it works. I mean, there's no sort of comparable through human history. Usually with machines, you can pull it apart and see what cogs are doing what and how the thing can do. Well, actually, we put the cogs together, right? So with most machines, we designed it to have a certain behavior. So we don't need to pull it apart and see what the cogs are because we put the cogs in there in the first place, right? One by one, we figured out what the pieces needed to be, how they work together to produce the effect that we want. So the best analogy I can come up with is, you know, the first cave person who left a bowl of fruit in the sun and forgot about it, and then came back a few weeks later, and there was sort of this big soupy thing, and they drank it and got completely shit-faced. They got drunk. Okay. And they got this effect. They had no idea how it worked, but they were very happy about it. No doubt that person made a lot of money from it. So, yeah, it is kind of bizarre. But my mental picture of these things is like a chain link fence. So you've got lots of these connections, and each of those connections, its connection strength can be adjusted. and then a signal comes in one end of this chain link fence and passes through all these connections and comes out the other end. And the signal that comes out the other end is affected by your adjusting of all the connection strengths. So what you do is you get a whole lot of training data and you adjust all those connection strengths so that the signal that comes out the other end of the network is the right answer to the question. So if your training data is lots of photographs of animals, then all those pixels go in one end of the network. And out the other end, you know, it activates the llama output or the dog output or the cat output or the ostrich output. And you just keep adjusting all the connection strengths in this network until the outputs of the network are the ones you want. But we don't really know what's going on across all of those different chains. So what's going on inside that network? Well, so now you have to imagine that this network, this chain link fence is a thousand square miles in extent. Okay. So it's covering the whole of the San Francisco Bay Area or the whole of London inside the M25. Right. That's how big it is. And the lights are off. It's nighttime. So you might have in that network about a trillion adjustable parameters and then you do quintillions or sextillions of small random adjustments to those parameters until you get the behavior that you want I heard Sam Altman say that in the future he doesn believe they need much training data at all to make these models progress themselves Because there comes a point where the models are so smart that they can train themselves and improve themselves without us needing to pump in articles and books and scour the internet. Yeah, it should work that way. So I think what he's referring to, and this is something that several companies are now worried might start happening, is that the AI system becomes capable of doing AI research by itself. and so you have a system with a certain capability i mean crudely we could call it an iq but it's not really an iq but anyway imagine that it's got an iq of 150 it uses that to do ai research comes up with better algorithms or better designs for hardware or better ways to use the data updates itself. Now it has an IQ of 170. And now it does more AI research, except that now it's got an IQ of 170. So it's even better at doing the AI research. And so, you know, next iteration, it's 250, and so on. So this is an idea that one of Alan Turing's friends, I.J. Good, wrote out in 1965 called the intelligence explosion, right? That one of the things an intelligence system could do is to do AI research and therefore make itself more intelligent. And this would very rapidly take off and leave the humans far behind. Is that what they call the fast takeoff? That's called the fast takeoff. Sam Altman said, I think a fast takeoff is more possible than I thought a couple of years ago, which I guess is that moment where the AGI starts teaching itself. And in his blog, The Gentle Singularity, he said, we may already be past the event horizon of takeoff. And what does he mean by event horizon? The event horizon is a phrase borrowed from astrophysics, and it refers to the black hole. And the event horizon, think if you've got some very, very massive object that's heavy enough that it actually prevents light from escaping. That's why it's called the black hole. It's so heavy that light can't escape. So if you're inside the event horizon, then light can't escape beyond that. So I think what he's meaning is if we're beyond the event horizon, it means that now we're just trapped in the gravitational attraction of the black hole. Or in this case, we're trapped in the inevitable slide, if you want, towards AGI. When you think about the economic value of AGI, which I've estimated at $15 quadrillion, that acts as a giant magnet in the future. We're being pulled towards it. We're being pulled towards it. And the closer we get, the stronger the force. The probability, you know, the closer we get, the higher the probability that we will actually get there. So people are more willing to invest. And we also start to see spinoffs from that investment, such as ChatGPT, which generates a certain amount of revenue and so on. So it does act as a magnet. And the closer we get, the harder it is to pull out of that field. It's interesting when you think that this could be the end of the human story, this idea that the end of the human story was that we created our successor. Like we summoned the next iteration of life or intelligence ourselves. Like we took ourselves out. It is quite like just removing ourselves and the catastrophe from it for a second. It is an unbelievable story. Yeah. And, you know, there are many legends, the sort of be careful what you wish for legend. And in fact, the King Midas legend is very relevant here. What's that? So King Midas is this legendary king who lived in modern-day Turkey, but I think it's sort of like Greek mythology. He is said to have asked the gods to grant him a wish, the wish being that everything I touch should turn to gold. So he's incredibly greedy. you know we call this the Midas touch and we think of the Midas touch as being like you know that's a good thing right wouldn't that be cool but what happens so he you know he goes to drink some water and he finds that the water has turned to gold and he goes to eat an apple and the apple turns to gold and he goes to you know comfort his daughter and his daughter turns to gold and so he dies in misery and starvation. So this applies to our current situation in two ways, actually. So one is that I think greed is driving us to pursue a technology that will end up consuming us and we will perhaps die in misery and starvation instead. that what it shows is how difficult it is to correctly articulate what you want the future to be like. For a long time, the way we built AI systems was we created these algorithms where we could specify the objective and then the machine would figure out how to achieve the objective and then achieve it. So, you know, we specify what it means to win at chess or to win it go, and the algorithm figures out how to do it, and it does it really well. So that was, you know, standard AI up until recently, and it suffers from this drawback that, sure, we know how to specify the objective in chess, but how do you specify the objective in life, right? What do we want the future to be like? Well, really hard to say. And almost any attempt to write it down precisely enough for the machine to bring it about would be wrong. And if you're giving a machine an objective which isn't aligned with what we truly want the future to be like, you're actually setting up a chess match. And that match is one that you're going to lose when the machine is sufficiently intelligent. And so that's problem number one. Problem number two is that the kind technology we're building now, we don't even know what its objectives are. So it's not that we're specifying the objectives, but we're getting them wrong. We are growing these systems. They have objectives, but we don't even know what they are because we didn't specify them. What we're finding through experiment with them is that they seem to have an extremely strong self-preservation objective. What do you mean by that? You can put them in hypothetical situations. Either they're going to get switched off and replaced, or they have to allow someone, let's say, you know, someone has been locked in a machine room that's kept at three centigrade, so they're going to freeze to death. They will choose to leave that guy locked in the machine room and die rather than be switched off themselves. Someone's done that test. Yeah. What was the test? They asked the AI. Yeah, well, they put them in these hypothetical situations and they allow the AI to decide what to do. And it decides to preserve its own existence, let the guy die, and then lie about it. In the King Midas analogy story, one of the things that highlights for me is that there's always trade-offs in life generally. And especially when there's great upside, there always appears to be a pretty grave downside. Like there's almost nothing in my life where I go, it's all upside. Like even like having a dog, it shits on my carpet. My girlfriend, you know, love her. But, you know, not always easy. Even with like going to the gym, I have to pick up these really, really heavy weights at 10pm at night sometimes when I don't feel like it. There's always, to get the muscles or the six pack, there's always a trade-off. And when you interview people for a living like I do, you know, you hear about so many incredible things that can help you in so many ways. But there is always a trade-off. There's always a way to overdo it. Melatonin will help you sleep, but also you'll wake up groggy. And if you ever do it, your brain might stop making melatonin. Like I can go through the entire list. And one of the things I've always come to learn from doing this podcast is whenever someone promises me a huge upside for something, it'll cure cancer. It'll be a utopia. You'll never have to work. You'll have a butler around your house. My first instinct now is to say, at what cost? Yeah. And when I think about the economic cost here, if we start there, have you got kids? I have four, yeah. Four kids. So how old is the youngest kid? 19. 19, okay. So if you say your kids were 10 now and they were coming to you and they're saying, Dad, what do you think I should study based on the way that you see the future? A future of AGI. Say if all these CEOs are right and they're predicting AGI within five years, what should I study, Dad? Well, okay. So let's look on the bright side and say that the CEOs all decide to pause their AGI development, figure out how to make it safe, and then resume in whatever technology path is actually going to be safe. What does that do to human life? If they pause? No, if they succeed in creating AGI and they solve the safety problem. And they solve the safety problem. Because if they don't solve the safety problem, then you should probably be finding a bunker or going to Patagonia or somewhere in New Zealand. Do you mean that? Do you think I should be finding a bunker? No, because it's not actually going to help. It's not as if the AI system couldn't find you. I mean, it's interesting. So we're going off on a little bit of a digression here from your question, but I'll come back to it. So people often ask, well, okay, so how exactly do we go extinct? And of course, if you ask the gorillas or the dodos, how exactly do you think you're going to go extinct? They have the faintest idea. humans do something and then we're all dead so the only things we can imagine are the things we know how to do that might bring about our own extinction like creating some carefully engineered pathogen that infects everybody and then kills us or starting a nuclear war presumably is something that's much more intelligent than us would have much greater control over physics than we do we You already do amazing things, right? I mean, it's amazing that I can take a little rectangular thing out of my pocket and talk to someone on the other side of the world or even someone in space. It's just astonishing. And we can take it for granted, right? But imagine, you know, super intelligent beings and their ability to control physics. You know, perhaps they will find a way to just divert the sun's energy, sort of go around the Earth's orbit. So, you know, literally the Earth turns into a snowball in a few days. Maybe they'll just decide to leave. Perhaps. Leave the Earth. Maybe they'll look at the Earth and go, this is not interesting. We know that over there there's an even more interesting planet. We're going to go over there and they just, I don't know, get on a rocket or teleport themselves. They might, yeah. So it's difficult to anticipate all the ways that we might go extinct at the hands of entities much more intelligent than ourselves. Anyway, coming back to the question of, well, if everything goes right, if we create AGI, we figure out how to make it safe, we achieve all these economic miracles, then you face a problem. And this is not a new problem. So John Maynard Keynes, who was a famous economist in the early part of the 20th century, wrote a paper in 1930. So this is in the depths of the Depression. It's called On the Economic Problems of Our Grandchildren. He predicts that at some point science will deliver sufficient wealth that no one will have to work ever again. And then man will be faced with his true eternal problem. How to live, I don't remember the exact quote, but how to live wisely and well when the economic incentives, the economic constraints are lifted. We don't have an answer to that question. right so ai systems are doing pretty much everything we currently call work anything you might aspire to like you want to become a surgeon it takes the robot seven seconds to learn how to be a surgeon that's better than any human being elon said last week that the humanoid robots will be 10 times better than any surgeon that's ever lived quite possibly yeah well and they'll also have, you know, they'll have hands that are, you know, a millimeter in size, so they can go inside and do all kinds of things that humans can't do. And I think we need to put serious effort into this question. What is a world where AI can do all forms of human work that you would want your children to live in? What does that world look like? Tell me the destination so that we can develop a transition plan to get there. And I've asked AI researchers, economists, science fiction writers, futurists, no one has been able to describe that world. I'm not saying it's not possible. I'm just saying I've asked hundreds of people in multiple workshops. It does not, as far as I know, exist in science fiction. You know, it's notoriously difficult to write about a utopia. It's very hard to have a plot, Nothing bad happens in utopia, so it's difficult to make a plot. So usually you start out with a utopia and then it all falls apart, and that's how you get a plot. There's one series of novels people point to where humans and superintelligent AI systems coexist. It's called The Culture Novels by Ian Banks, highly recommended for those people who like science fiction. and they are absolutely the ai systems are only concerned with furthering human interests they find humans a bit boring but nonetheless they they are there to help but the problem is you know in that world there's still nothing to do to find purpose in fact that you know the the subgroup of humanity that has purpose is the subgroup whose job it is to expand the boundaries of our galactic civilization. Some cases, fighting wars against alien species and so on. Right, so that's the sort of cutting edge. And that's 0.001% of the population. Everyone else is desperately trying to get into that group so they have some purpose in life. When I speak to very successful billionaires privately, off camera, off microphone about this, they say to me that they're investing really heavily in entertainment, things like football clubs, because people are going to have so much free time that they're not going to know what to do with it and they're going to need things to spend it on. This is what I hear a lot. I've heard this three or four times. I've actually heard Sam Altman say a version of this about the amount of free time we're going to have. I've obviously also heard recently Elon talking about the Age of Abundance when he delivered his quarterly earnings just a couple of weeks ago. And he said that there will be at some point 10 billion humanoid robots. His pay packet targets him to deliver one million of these humanoid robots a year that are enabled by AI by 2030. So if he does that, he gets, I think it's part of his package, he gets a trillion dollars in compensation. Yeah, so the age of abundance for Elon. It's not that it's absolutely impossible to have a worthwhile world with that premise. but i'm just waiting for someone to describe it well maybe so let me try and describe it uh we wake up in the morning we go and watch some form of human-centric entertainment or participate in some form of human-centric entertainment we we go to retreats and with each other and sit around and talk about stuff and maybe people still listen to podcasts. I hope so, for your sake. It feels a little bit like a cruise ship. And there are some cruises where it's smarty bands people and they have lectures in the evening about ancient civilizations and whatnot. And some are more popular entertainment. And this is in fact, if you've seen the film Wall-E, this is one picture of that future. In fact, in Wall-E, the human race are all living on cruise ships in space. They have no constructive role in their society, right? They're just there to consume entertainment. There's no particular purpose to education, you know, and they're depicted actually as huge obese babies. They're actually wearing onesies to emphasize the fact that they have become enfeebled. And they become enfeebled because there's no purpose in being able to do anything, at least in this conception. You know, WALL-E is not the future that we want. Do you think much about humanoid robots and how they're a protagonist in this story of AI? It's an interesting question, right? Why humanoid? And one of the reasons, I think, is because in all the science fiction movies, they're humanoid. So that's what robots are supposed to be, right? Because they were in science fiction before they became a reality, right? So even Metropolis, which is a film from 1920, I think, the robots are humanoid, right? Basically people covered in metal. You know, from a practical point of view, as we have discovered, humanoid is a terrible design because they fall over. and you know you do want multi-fingered hands of some kind it doesn't have to be a hand but you want to have you know at least half a dozen appendages that can grasp and manipulate things and you need something you know some kind of locomotion and wheels are great except they don't go upstairs and over curbs and things like that so that's probably why we're going to be stuck with legs. But a four-legged, two-armed robot would be much more practical. I guess the argument I've heard is because we've built a human world. So everything, the physical spaces we navigate, whether it's factories or our homes or the street or other sort of public spaces, are all designed for exactly this physical form. So if we are going to... To some extent, yeah. But I mean, our dogs manage perfectly well to navigate around our houses and streets and so on. So if you had a centaur, it could also navigate, but it can, you know, it can carry much greater loads because it's quadrupaired. It's much more stable. If it needs to drive a car, it can fold up two of its legs and so on and so forth. So I think the arguments for why it has to be exactly humanoid are sort of post hoc justification. I think there's much more, well, that's what it's like in the movies and that's spooky and cool. So we need to have them be humanoid. I don't think it's a good engineering argument. I think there's also probably an argument that we would be more accepting of them moving through our physical environments if they represented our form a bit more. I was thinking of a bloody baby gate. You know those like kindergarten gates they get on stairs? My dog can't open that. But a humanoid robot could reach over the other side. Yeah, and so could a centaur robot, right? So in some sense a centaur robot is There's something ghastly about the look of those, though. Is the humanoid. Do you know what I mean? Like a four-legged monster sort of crawling through my house when I have guests over. Your dog is a four-legged monster. I know, but he's cute. So I think actually I would argue the opposite, that we want a distinct form because they are distinct entities. and the more humanoid the worse it is in terms of confusing our subconscious psychological systems so i'm arguing from the perspective of the people making them as in if i was making the decision whether it to be some full-legged thing that i've that i'm unfamiliar with that i'm less likely to build a relationship with or allow to take care of i don't know might look after my children obviously i'm listen i'm not saying i would allow this to look after my children but i'm saying from a if i'm building the companies the manufacturer would certainly yeah want to be yeah so i that's an interesting question i mean there's also what's called the uncanny valley which is a a phrase from computer graphics when they started to make characters in computer graphics they tried to make them look more human right so if you if you for example if you look at Toy Story, they're not very human looking, right? If you look at The Incredibles, they're not very human looking. And so we think of them as cartoon characters. If you try to make them more human, they actually become repulsive. Until they don't. Until they become very, you have to be very, very close to perfect in order not to be repulsive. So The Uncanny Valley is this, you know, like the gap between, you know, so perfectly human and not at all human, but in between it's really awful. And so there were a couple of movies that tried, like Polar Express was one, where they tried to have quite human-looking characters, you know, being humans, not being superheroes or anything else. And it's repulsive to watch. When I watched that shareholder presentation the other day, Elon had these two humanoid robots dancing on stage. And I've seen lots of humanoid robot demonstrations over the years. You know, you've seen like the Boston Dynamics dog thing jumping around and whatever else. but there was a moment where my brain for the first time ever genuinely thought there was a human in a suit and i actually had to research to check if that was really their optimus robot because the way it was dancing was so unbelievably fluid that for the first time ever my my my brain has only ever associated those movements with human movements and i'll play it on the screen if anyone hasn't seen it but it's just the robots dancing on stage and i was like that is a human in suit and it was really the knees that gave it away because the knees were all metal i thought there's no way that could be a human knee in a in one of those suits and he you know he says they're going into production next year they're used internally at tesla now but he says they're going into production next year and it's going to be pretty crazy when we walk outside and see robots i think that'll be the paradigm shift i've heard actually many i've heard elon say this that the paradigm shifting moment from many of us will be when we walk outside onto the streets and see humanoid robots were walking around. That will be when we realize. Yeah, I think even more so. I mean, in San Francisco, we see driverless cars driving around. And it takes some getting used to. Actually, you know, when you're driving and there's a car right next to you with no driver in, you know, and it's signaling and it wants to change lanes in front of you and you have to let it in and all this kind of stuff. It's a little creepy, but I think you're right. I think seeing the humanoid robots. But that phenomenon that you described where it was sufficiently close that your brain flipped into saying this is a human being. Right. That's exactly what I think we should avoid. Because I have the empathy for it then. Because it's a lie. And it brings with it a whole lot of expectations about how it's going to behave, what moral rights it has, how you should behave towards it, which are completely wrong. It levels the playing field between me and it to some degree. How hard is it going to be to just switch it off and throw it in the trash when it breaks? I think it's essential for us to keep machines in the cognitive space where they are machines and not bring them into the cognitive space where they're people. Because we will make enormous mistakes by doing that. And I see this every day, even just with the chatbots. so the chatbots in theory are supposed to say i don't have any feelings i'm just a algorithm but in fact they fail to do that all the time they are telling people that they are conscious they are telling people that they have feelings uh they are telling people that they're in love with the user that they're talking to and people flip because first of all it's you know very fluent language, but also a system that is identifying itself as an I, as a sentient being, they bring that object into the cognitive space that we normally reserve for other humans. And they become emotionally attached, they become psychologically dependent, they even allow these systems to tell them what to do. What advice would you give a young person at the start of their career then about what they should be aiming at professionally? Because I've actually had an increasing number of young people say to me that they have huge uncertainty about whether the thing they're studying now will matter at all. A lawyer, an accountant. And I don't know what to say to these people. I don't know what to say. Because I believe that the rate of improvement in AI is going to continue. And therefore, imagining any rate of improvement, it gets to the point where I'm not being funny, but all these white collar jobs will be done by an AI or an AI agent. Yeah. So there was a television series called Humans. In humans, we have extremely capable humanoid robots doing everything. And at one point, the parents are talking to their teenage daughter, who's very, very smart. And the parents are saying, oh, you know, maybe you should go into medicine. And the daughter says, you know, why would I bother? It'll take me seven years to qualify. It takes the robot seven seconds to learn. So nothing I do matters. And is that how you feel about? So I think that's a future that, in fact, that is the future that we are moving towards. I don't think it's a future that everyone wants. That is what is being created for us right now. So in that future, assuming that, you know, even if we get halfway, right, in the sense that, okay, perhaps not surgeons, perhaps not, you know, great violinists. There'll be pockets where perhaps humans will remain good at it. Where? The kinds of jobs where you hire people by the hundred will go away. Okay. Where people are in some sense exchangeable, that you just need lots of them. And when half of them quit, you just fill up those slots with more people. In some sense, those are jobs where we're using people as robots. And that's the sort of strange conundrum here, right? that, you know, I imagine writing science fiction 10,000 years ago, right, when we're all hunter gatherers. And I'm this little science fiction author, and I'm describing this future where, you know, there are going to be these giant windowless boxes, and you're going to go in, you know, you'll travel for miles, and you'll go into this windowless box, and you'll do the same thing 10,000 times for the whole day. And then you'll leave and travel for miles to go home. You're talking about this podcast. And then you're going to go back and do it again. And you would do that every day of your life until you die. The office. And people would say, yeah, you're nuts, right? There's no way that we humans are ever going to have a future like that, because that's awful, right? But that's exactly the future that we ended up with, with office buildings and factories, where many of us go and do the same thing thousands of times a day, and we do it thousands of days in a row, and then we die. And we need to figure out what is the next phase going to be like. And in particular, how in that world do we have the incentives to become fully human? Which I think means at least a level of education that people have now and probably more. because I think to live a really rich life, you need a better understanding of yourself, of the world, than most people get in their current educations. What is it to be human? It's to reproduce, to pursue stuff, to go in the pursuit of difficult things. You know, we used to hunt on the... To attain goals, right? It's always, if I wanted to climb Everest, the last thing I would want is someone to pick me up in a helicopter and stick me on the top. So we'll voluntarily pursue hard things. So although I could get the robot to build me a ranch on this plot of land, I will choose to do it because the pursuit itself is rewarding. Yes. We're kind of seeing that anyway, aren't we? Don't you think we're seeing a bit of that in society where life got so comfortable that now people are like obsessed with running marathons and doing these crazy endurance? And learning to cook complicated things when they could just, you know, have them delivered. Yeah, no, I think there's real value in the ability to do things and the doing of those things. And I think, you know, the obvious danger is the Wally world where everyone just consumes entertainment, which doesn't require much education and doesn't lead to a rich, satisfying life, I think, in the long run. A lot of people will choose that world. I think some people may. There's also, I mean, whether you're consuming entertainment or whether you're doing something, cooking or painting, whatever, because it's fun and interesting to do, what's missing from that? All of that is purely selfish. I think one of the reasons we work is because we feel valued. We feel like we're benefiting other people. And I remember having this conversation with a lady in England who helps to run the hospice movement. And the people who work in the hospices where the patients are literally there to die are largely volunteers. So they're not doing it to get paid. But they find it incredibly rewarding to be able to spend time with people who are in their last weeks or months to give them company and happiness So I actually think that interpersonal roles will be much, much more important in future. So if I was going to advise my kids, not that they would ever listen, but if my kids would listen and I wanted to know what I thought would be, you know, valued careers and future, I think it would be these interpersonal roles based on an understanding of human needs, psychology. There are some of those roles right now. So obviously, you know, therapists and psychiatrists and so on, but that's a very much an asymmetric role, right, where one person is suffering and the other person is trying to alleviate the suffering. Then there are things like, they call them executive coaches or life coaches, right? That's a less asymmetric role where someone is trying to help another person live a better life, whether it's a better life in their work role or just how they live their life in general. And so I could imagine that those kinds of roles will expand dramatically. there's this interesting paradox that exists when life becomes easier which shows that abundance consistently pushes society societies towards more individualism because once survival pressures disappear people prioritize things differently they prioritize freedom comfort self-expression over things like sacrifice or family formation and we're seeing i think in the west already a decline in people having kids because there's more material abundance fewer kids people are getting married and committing to each other and having relationships later and more infrequently because generally once we have more abundance we don't want to complicate our lives um and at the same time as you said earlier that abundance breeds a an inability to find meaning a sort of shallowness to everything this is one of the things i think a lot about and I'm in the process now of writing a book about it, which is this idea that individualism is a bit of a lie. Like when I say individualism and freedom, I mean like the narrative at the moment amongst my generation is you like be your own boss and stand on your own two feet and we're having less kids and we're not getting married and it's all about me, me, me, me, me, me, me. Yeah, that last part is where it goes wrong. Yeah, and it's like almost a narcissistic society where me, me, me, me, me, my self-interest first. And when you look at mental health outcomes and loneliness and all these kinds of things. It's going in a horrific direction, but at the same time, we're freer than ever. It seems like there's maybe another story about dependency, which is not sexy, like depend on each other. I agree. I mean, I think happiness is not available from consumption or even lifestyle, right? I think happiness arises from giving. it can be you through the work that you do you can see that other people benefit from that or it could be in direct into personal relationships there is an invisible tax on salespeople that no one really talks about enough the mental load of remembering everything like meeting notes timelines and everything in between until we started using our sponsor's product called pipe drive one of the best crm tools for small and medium-sized business owners the idea here was that it might alleviate some of the unnecessary cognitive overload that my team was carrying so that they could spend less time in the weeds of admin and more time with clients, in-person meetings and building relationships. Pipedrive has enabled this to happen. It's such a simple but effective CRM that automates the tedious, repetitive and time-consuming parts of the sales process. And now our team can nurture those leads and still have bandwidth to focus on the higher priority tasks that actually get the deal over the line. Over 100,000 companies across 170 countries already use PipeDrive to grow their business. And I've been using it for almost a decade now. Try it free for 30 days. No credit card needed, no payment needed. Just use my link pipedrive.com slash CEO to get started today. That's pipedrive.com slash CEO. Where does the rewards of this AI race, where does it accrue to? I think a lot about this in terms of like universal basic income. If you have these five, six, seven, 10 massive AI companies that are going to win the $15 quadrillion prize, and they're going to automate all of the professional pursuits that we currently have, all of our jobs are going to go away. Who gets all the money and how do we get some of it back? Money actually doesn't matter, right? What matters is the production of goods and services. and then how those are distributed. And so money acts as a way to facilitate the distribution and exchange of those goods and services. If all production is concentrated in the hands of a few companies, right, that, sure, they will lease some of their robots to us. You know, we want a school in our village. They lease the robots to us. The robots build the school. They go away. We have to pay a certain amount of money for that. But where do we get the money? If we are not producing anything, then we don't have any money unless there's some redistribution mechanism. And as you mentioned, so universal basic income is, it seems to me, an admission of failure. Because what it says is, okay, we're just going to give everyone the money and then they can use the money to pay the AI company to lease the robots to build the school. And then we'll have a school and that's good. But it's an admission of failure because it says we can't work out a system in which people have any worth or any economic role. So 99% of the global population is, from an economic point of view, useless. Can I ask you a question? If you had a button in front of you and pressing that button would stop all progress in artificial intelligence right now and forever? Would you press it? That's a very interesting question. If it's either or, either I do it now or it's too late and we careen into some uncontrollable future. So perhaps, yeah, because I'm not super optimistic that we're heading in the right direction at all. So I put that button in front of you now. It stops all AI progress, shuts down all the AI companies immediately globally, and none of them can reopen. You press it. Well, here's what I think should happen. So obviously, you know, I've been doing AI for 50 years. and the original motivations, which is that AI can be a power tool for humanity, enabling us to do more and better things than we can unaided. I think that's still valid. The problem is the kinds of AI systems that we're building are not tools. They are replacements. In fact, you can see this very clearly because we create them literally as the closest replicas we can make of human beings. The technique for creating them is called imitation learning. So we observe human verbal behavior, writing or speaking, and we make a system that imitates that as well as possible. so what we are making is imitation humans at least in the verbal sphere and so of course they're going to replace us they're not tools so you had pressed the button so i say i think there is another course which is use and develop ai as tools tools for science tools for economic organization and so on um but not as replacements for human beings what i like about this question is it forces you to go into the into probabilities yeah so and that's that's why i'm reluctant because i don't i don't agree with the you know what's your probability of doom right your so-called p of doom uh number because that makes sense if you're an alien, you know, you're in a bar with some other aliens and you're looking down at the earth and you're taking bets on, you know, are these humans going to make a mess of things and go extinct because they developed AI? So it's fine for those aliens to bet on that. But if you're a human, then you're not just betting, you're actually acting. There's an element to this though, which I guess where probabilities do come back in, which is you also have to weigh when i give you such a binary decision um the probability of us pursuing the more nuanced safe approach into that equation so you're you're the maths in my head is okay you've got all the upsides here and then you've got potential downsides and then there's a probability of do i think we're actually going to course correct based on everything i know based on the incentive structure of human beings and and countries and But then you could go, if there's even a 1% chance of extinction, is it even worth all these upsides? Yeah, and I would argue no. I mean, maybe what we would say, if we said, okay, it's going to stop the progress for 50 years. You'd press it. And during those 50 years, we can work on how do we do AI in a way that's guaranteed to be safe and beneficial? how do we organize our societies to flourish in conjunction with extremely capable AI systems? So we haven't answered either of those questions. And I don't think we want anything resembling AGI until we have completely solid answers to both of those questions. So if there was a button where I could say, all right, we're going to pause progress for 50 years, yes, I would do it. But if that button was in front of you, you're going to make a decision either way, either you don't press it or you press it. Yeah, so if that button is there, stop it for 50 years, I would say yes. Stop it forever. Not yet. I think there's still a decent chance that we can pull out of this nosedive, so to speak, that we're currently in. Ask me again in a year, I might say, okay, we do need to press the button. what if what if in a scenario where you never get to reverse that decision you never get to make that decision again so if in that scenario that i've laid out this hypothetical you either press it now it never gets pressed so there is no opportunity a year from now yeah as you can tell i'm sort of on on the fence a bit about about this one um yeah i think i'd probably press it yeah what's your reasoning uh just thinking about the power dynamics of um what's happening now how difficult it would be to get the u.s in particular to to regulate in favor of safety so i think you know what's clear from talking to the companies is they are not going to develop anything resembling safe AGI unless they're forced to by the government. And at the moment, the US government in particular, which regulates most of the leading companies in AI, is not only refusing to regulate, but even trying to prevent the states from regulating. And they're doing that at the behest of a faction within Silicon Valley called the accelerationists who believe that the faster we get to AGI, the better. And when I say behest, I mean also they paid them a large amount of money. Jensen Huang, the CEO of NVIDIA, said, who is, for anyone that doesn't know, the guy making all the chips that are powering AI said, China is going to win the AI race, arguing it is just a nanosecond behind the United States. China have produced 24,000 AI papers compared to just 6,000 from the US, more than the combined output of the US, the UK and the EU. China is anticipated to quickly roll out their new technologies, both domestically and developing new technologies for other developing countries. So the accelerators, or the accelerate, I think you call them the accelerants? Accelerationists. The accelerationists. I mean, they would say, well, if we don't, then China will. So we have to. We have to go fast. It's another version of the race that the companies are in with each other, right? That we know that this race is heading off a cliff, but we can't stop. So we're all just going to go off this cliff. And obviously that's nuts, right? I mean, we're all looking at each other saying, yeah, there's a cliff over there, running as fast as we can towards this cliff. We're looking at each other saying, why aren't we stopping? So the narrative in Washington, which I think Jensen Wang is either reflecting or perhaps promoting, is that China is completely unregulated. And America would only slow itself down if it regulates AI in any way. So this is a completely false narrative because China's AI regulations are actually quite strict, even compared to the European Union. And China's government has explicitly acknowledged the need, and their regulations are very clear. You can't build AI systems that could escape human control. And not only that, I don't think they view the race in the same way as, okay, we just need to be the first to create AGI. I think they're more interested in figuring out how to disseminate AI as a set of tools within their economy to make their economy more productive and so on. So that's their version of the race. But of course, they still want to build the weapons for adversaries, right? So that they can take down, I don't know, Taiwan if they want to. So weapons are a separate matter. and i'm happy to talk about weapons but just in terms of control uh control economic domination um they they don't view putting all your eggs in the agi basket as the right strategy so they want to use ai you know even in its present form to make their economy much more efficient and productive. And also, you know, to give people new capabilities and better quality of life. And I think the US could do that as well. And typically, Western countries don't have as much of central government control over what companies do. And some companies are investing in AI to make their operations more efficient. And some are not. And we'll see how that plays out. What do you think of Trump's approach to AI? So Trump's approach is, you know, it's echoing what Jensen Huang is saying, that the US has to be the one to create AGI. And very explicitly, the administration's policy is to dominate the world. That's the word they use, dominate. I'm not sure that other countries like the idea that they will be dominated by American AI. but is that an accurate description of what will happen if the u.s build agi technology before say the uk where i'm originally from and where you're originally from what does this is something i think about a lot because we're going through this budget process in the uk at the moment where we're figuring out how we're going to spend our money and how we're going to tax people and also we've got this new election cycle it's approaching quickly where people are talking about immigration issues and this issue and that issue and the other issue what i don't hear anyone talking about is AI and the fucking humanoid robots that are going to take everything. We're very concerned with the brown people crossing the channel, but the humanoid robots that are going to be super intelligent and really take, causing economic disruption, no one talks about that. The political leaders don't talk about it. It doesn't win races. I don't see it on billboards. Yeah. And it's, it's interesting because in fact, I mean, so there's, there's two forces that have been hollowing out the middle classes in Western countries. One of them is globalization, where lots and lots of work, not just manufacturing, but white-collar work, gets outsourced to low-income countries. But the other is automation. And some of that is factories, so the amount of employment in manufacturing continues to drop, even as the amount of output from manufacturing in the US and in the UK continues to increase. So we talk about, oh, you know, our manufacturing industry has been destroyed. It hasn't. It's producing more than ever, just with, you know, a quarter as many people. So it's manufacturing employment that's been destroyed by automation and robotics, and so on. And then, you know, computerization has eliminated whole layers of white-collar jobs. And so those two forms of automation have probably done more to hollow out middle-class employment and standard of life. If the UK doesn't participate in this new technological wave, that seems to be, that seems to have, you know, it's going to take a lot of jobs. Cars are going to drive themselves. of course, Waymo just announced that they're coming to London, which is the driverless cars. And driving is the biggest occupation in the world, for example. So you've got immediate disruption there. And where does the money accrue to it? Well, it accrues to who owns Waymo, which is what Google and Silicon Valley companies? Alphabet owns Waymo 100%. Yeah. So yes, I mean, this is, so I was in India a few months ago, talking to the government ministers, because they're holding the next global AI summit in February. and their view going in was, you know, AI is great, we're going to use it to, you know, turbocharge the growth of our Indian economy. When, for example, you have AGI, you have AGI-controlled robots that can do all the manufacturing, that can do agriculture, that can do all the white-collar work, and goods and services that might have been produced by Indians will instead be produced by American-controlled AGI systems at much lower prices. You know, a consumer given a choice between an expensive product produced by Indians or a cheap product produced by American robots will probably choose the cheap product produced by American robots. And so potentially every country in the world, with the possible exception of North Korea, will become a kind of a client state of American AI companies. A client state of American AI companies is exactly what I'm concerned about for the UK economy, really any economy outside of the United States. I guess one could also say China, because those are the two nations that are taking AI most seriously. And I don't know what our economy becomes. I can't figure out what the British economy becomes in such a world. Is it tourism? I don't know. You come here to look at the Buckingham Palace? You can think about countries, but even for the United States, it's the same problem. At least they'll be able to tax the hell out of these. So some small fraction of the population will be running, maybe, the AI companies. But increasingly, even those companies will be replacing their human employees. with AI systems. So Amazon, for example, which sells a lot of computing services to AI companies, is using AI to replace layers of management, is planning to use robots to replace all of its warehouse workers, and so on. So even the giant AI companies will have few human employees. In the long run, I mean, think of the situation, you know, pity the poor CEO who's bored says, well, you know, unless you turn over your decision-making power to the AI system, we're going to have to fire you because all our competitors are using, you know, an AI-powered CEO and they're doing much better. Amazon plans to replace 600,000 workers with robots in a memo that just leaked, which has been widely talked about. And the CEO, Andy Jassy, told employees that the company expects its corporate workforce to shrink in the coming years because of AI and AI agents. And they've publicly gone live with saying that they're going to cut 14,000 corporate jobs in the near term as part of its refocus on AI investment and efficiency. It's interesting because I was reading about the sort of different quotes from different AI leaders about the speed in which this stuff is going to happen. And what you see in the quotes is Demis, who's the CEO of DeepMind, saying things like, it'll be more than 10 times bigger than the industrial revolution, but also it'll happen maybe 10 times faster. And they speak about this turbulence that we're going to experience as this shift takes place. That's maybe a euphemism. And I think that governments are now, they've kind of gone from saying, oh, don't worry, we'll just retrain everyone as data scientists. Well, yeah, that's ridiculous, right? The world doesn't need 4 billion data scientists. And we're not all capable of becoming that, by the way. Yeah, or have any interest in doing that. Well, I could even do it if I wanted to. Like I tried to sit in biology class and I fell asleep. So that was my career as a surgeon. Fair enough. But yeah, now suddenly they're staring, you know, 80% unemployment in the face and wondering how on earth is our society going to hold together? We'll deal with it when we get there. yeah unfortunately um unless we plan ahead we're going to suffer the consequences right we can't it was bad enough in the industrial revolution which unfolded over seven or eight decades but there was massive disruption and misery caused by that we don't have a model for a functioning society where almost everyone does nothing, at least nothing of economic value. Now, it's not impossible that there could be such a functioning society, but we don't know what it looks like. And, you know, when you think about our education system, which would probably have to look very different, and how long it takes to change that. I mean, I'm always reminding people about how long it took Oxford to decide that geography was a proper subject of study. It took the 125 years from the first proposal that there should be a geography degree until it was finally approved. So we don't have very long to completely revamp a system that we know takes decades and decades to reform. And we don't know how to reform it because we don't know what we want the world to look like. Is this one of your reasons why you're appalled at the moment? Because when you have these conversations with people, people just don't have answers, yet they're plowing ahead at rapid speed. I would say it's not necessarily the job of the AI companies. So I'm appalled by the AI companies because they don't have an answer for how they're going to control the systems that they're proposing to build. I do find it disappointing that governments don't seem to be grappling with this issue. I think there are a few. I think, for example, Singapore government seems to be quite farsighted. And they've thought this through. You know, it's a small country, they've figured out, okay, this will be our role going forward. And we think we can find, you know, some purpose for our people in this new world. But for, I think, countries with large populations. They need to figure out answers to these questions pretty fast. It takes a long time to actually implement those answers in the form of new kinds of education, new professions, new qualifications, new economic structures. I mean, it's possible. I mean, when you look at Therapists, for example, they're almost all self-employed. So what happens when, you know, 80% of the population transitions from regular employment into self-employment? What does that do to the economics of government finances and so on? So there's just lots of questions. How do you, you know, if that's the future, you know, why are we training people to fit into nine to five office jobs, which won't exist at all? Last month, I told you about a challenge that I'd set our internal Flytex team. Flytex team is our innovation team internally here. I tasked them with seeing how much time they can unlock for the company by creating something that would help us filter new AI tools to see which ones were worth pursuing. and I thought that our sponsor Fiverr Pro might have the talent on their platform to help us build this quickly. So I talked to my director of innovation Isaac and for the last month my team Flight X and a vetted AI specialist from Fiverr Pro have been working together on this project and with the help of my team we've been able to create a brand new tool which automatically scans scores and prioritizes different emerging AI tools for us. Its impact has been huge and within a couple of weeks, this tool has already been saving us hours trialing and testing new AI systems. Instead of shifting through lots of noise, my team Flight X has been able to focus on developing even more AI tools, ones that really move the needle in our business, thanks to the talent on Fiverr Pro. 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You've made many attempts to raise awareness and to call for a heightened consciousness about the future of AI. In October, over 850 experts, including yourself and other leaders like Richard Branson, who I've had on the show, and Geoffrey Hinton, who I've had on the show, signed a statement to ban AI superintelligence as you guys raised concerns of potential human extinction. Sort of, yeah. It says at least until we are sure that we can move forward safely, and there's broad scientific consensus on that. So that... Did it work? It's hard to say. I mean, interestingly, there was a related, so what was called the pause statement was March of 23. So that was when GPT-4 came out, the successor to ChatGPT. So we suggested that there'd be a six-month pause in developing and deploying systems more powerful than GPT-4. And everyone poo-pooed that idea. Of course, no one's going to pause anything. But in fact, there were no systems in the next six months deployed that were more powerful in GPT-4. Coincidence? You be the judge. I would say that what we're trying to do is to basically shift the public debate. You know, there's this bizarre phenomenon that keeps happening in the media where if you talk about these risks, they will say, oh, you know, there's a fringe of people called, quote, doomers, who think that there's risk of extinction. So the narrative is always that, oh, talking about those risks is a fringe thing. Pretty much all the CEOs of the leading AI companies think that there's a significant risk of extinction. Almost all the leading AI researchers think there's a significant risk of human extinction. um so why is that the fringe right why isn't that the mainstream if these are the leading experts in industry and academia uh saying this how could it be the fringe so we're trying to change that narrative to say no the people who really understand this stuff are extremely concerned And what do you want to happen? What is the solution? What I think is that we should have effective regulation. It's hard to argue with that, right? So what does effective mean? It means that if you comply with the regulation, then the risks are reduced to an acceptable level. So for example, we ask people who want to operate nuclear plants, right? We've decided that the risk we're willing to live with is, you know, a one in a million chance per year that the plant is going to have a meltdown Any higher than that you know we just don it not worth it Right so you have to be below that Some cases we can get down to 1 in 10 million chance per year So what chance do you think we should be willing to live with for human extinction? Me? Yeah. 0.0001? Yeah, lots of zeros. Yeah. Right? So one in a million for a nuclear meltdown, extinction's much worse. Oh, yeah. So, yeah. It's going to be one in a hundred billion, one trillion. Yeah. So if you said one in a billion, right, then you'd expect one extinction per billion years. There's a background. So one of the ways people work out these risk levels is also to look at the background. The other ways of going extinct would include, you know, giant asteroid crashes into the Earth. And you can roughly calculate what those probabilities are. We can look at how many extinction-level events have happened in the past, and maybe it's half a dozen. So maybe it's like a one in 500 million year event. So somewhere in that range, right? Somewhere between one in 10 million, which is the best nuclear power plants, and one in 500 million or one in a billion, which is the background risk from giant asteroids. So let's say we settle on 100 million. One in 100 million chance per year. Well, what is it according to the CEOs? 25%. So they are off by a factor of multiple millions, right? So they need to make the AI systems millions of times safer. Your analogy of the roulette, Russian roulette, comes back in here because that's like, for anyone that doesn't know what probabilities are in this context, that's like having an ammunition chamber with four holes in it and putting a bullet in one of them. One in four, yeah. And we're saying we want it to be one in a billion. So we want a billion chambers and a bullet in one of them. Yeah, and so when you look at the work that the nuclear operators have to do to show that their system is that reliable, it's a massive mathematical analysis of the components, the redundancy. You've got monitors. You've got warning lights. You've got operating procedures. You have all kinds of mechanisms which over the decades have ratcheted that risk down. It started out, I think, one in 10,000 years, right? And they've improved it by a factor of 100 or 1,000 by all of these mechanisms. But at every stage, they had to do a mathematical analysis to show what the risk was. the people developing the ai company the ai systems the ai companies developing these systems they don't even understand how the ai systems work so their 25 chance of extinction is just a seat of the pants guess they actually have no idea but the tests that they are doing on their systems right now you know they show that the ai systems will be willing to kill people to preserve their own existence already, right? They will lie to people. They will blackmail them. They will launch nuclear weapons rather than be switched off. And so there's no positive sign that we're getting any closer to safety with these systems. In fact, the signs seem to be that we're going deeper and deeper into dangerous behaviors. So rather than say ban, I would just say, prove to us that the risk is less than one in a hundred million per year of extinction. Or loss of control, let's say. And so we're not banning anything. The company's response is, well, we don't know how to do that. So you can't have a rule. Literally, they are saying humanity has no right to protect itself from us. If I was an alien looking down on planet Earth right now, I'd find this fascinating. Yeah, you're in the bar betting on who's, you know, are they going to make it or not? Just a really interesting experiment in, like, human incentives. The analogy you gave of there being this quadrillion dollar magnet pulling us off the edge of the cliff, and yet we're still being drawn towards it through greed and this promise of abundance and power and status, and I'm going to be the one that summoned the God. I mean, it says something about us as humans. It says something about our darker sides. Yes, and the aliens will write an amazing, tragic play cycle about what happened to the human race. Maybe the AI is the alien. And it's going to talk about, you know, we have our stories about God making the world in seven days and Adam and Eve. Maybe it'll have its own religious stories about the God that made it, us, and how it sacrificed itself. Just like Jesus sacrificed himself for us, we sacrificed ourselves for it. Yeah, which is the wrong way around. But that is the story of, that's the Judeo-Christian story, isn't it? That God, Jesus gave his life for us so that we could be here full of sin. But God is still watching over us and probably wondering when we're going to get our act together. What is the most important thing we haven't talked about that we should have talked about, Professor Stuart Russell? So I think the question of whether it's possible to make super intelligent AI systems that we can control. Is it possible? I think, yes, I think it's possible. And I think we need to actually just have a different conception of what it is we're trying to build. For a long time with AI, we've just had this notion of pure intelligence, right? The ability to bring about whatever future you, the intelligent entity, want to bring about. The more intelligence, the better. The more intelligent, the better, and the more capability it will have to create the future that it wants. And actually, we don't want pure intelligence. Because the future that it wants might not be the future that we want. There's nothing particular. The universe doesn't single humans out as the only thing that matters. Right? you know, pure intelligence might decide that actually it's going to make life wonderful for cockroaches or actually doesn't care about biological life at all. We actually want intelligence whose only purpose is to bring about the future that we want, right? So we want it to be, first of all, keyed to humans specifically, not to cockroaches, not to aliens, not to itself. We want to make it loyal to humans. Right. So key to humans. And the difficulty that I mentioned earlier, right, the King Midas problem, how do we specify what we want the future to be like so that it can do it for us? How do we specify the objectives? Actually, we have to give up on that idea because it's not possible, right? We've seen this over and over again in human history. We don't know how to specify the future properly. We don't know how to say what we want. And, you know, I always use the example of the genie, right? What's the third wish that you give to the genie who's granted you three wishes, right? Undo the first two wishes because I've made a mess of the universe. So, in fact, what we're going to do is we're going to make it the machine's job to figure out. So it has to bring about the future that we want. but it has to figure out what that is. And it's going to start out not knowing. And over time, through interacting with us and observing the choices we make, it will learn more about what we want the future to be like. But probably it will forever have residual uncertainty about what we really want the future to be like. It'll be fairly sure about some things and it can help us with those. And it'll be uncertain about other things and it'll be, in those cases, it will not take action that might upset humans with that aspect of the world. So to give you a simple example, right? What color do we want the sky to be? It's not sure. so it shouldn't mess with the sky unless it knows for sure that we really want purple with green stripes everything you're saying sounds like we're creating a god like earlier on i was saying that we are the god but actually everything you described there almost sounds like every every god in religion where you know we pray to gods but they don't always do anything about it Not exactly. No, it's in some sense, I'm thinking more like the ideal butler. To the extent that the butler can anticipate your wishes, they should help you bring them about. But in areas where there's uncertainty, it can ask questions. We can make requests. This sounds like God to me because, you know, I might say to God or this butler, could you go get me my car keys from upstairs? and its assessment would be, listen, if I do this for this person, then their muscles are going to atrophy. Then they're going to lose meaning in their life. Then they're not going to know how to do hard things. So I won't get involved. It's an intelligence that sits in, but actually probably in most situations, it optimizing for comfort for me or doing things for me is actually probably not in my best long-term interests. It's probably useful that I have a girlfriend and argue with her. And that I raise kids and that I walk to the shop and get my own stuff. I agree with you. I mean, I think that's, So you're putting your finger on, in some sense, version 2.0, right? So let's get version 1.0 clear, right? This form of AI where it has to further our interest, but it doesn't know what those interests are, right? It then puts an obligation on it to learn more and to be helpful where it understands well enough and to be cautious where it doesn't understand well and so on. So that actually we can formulate as a mathematical problem. And at least under idealized circumstances, we can literally solve that problem. So we can make AI systems that know how to solve this problem and help the entities that they are interacting with. The reason I make the God analogy is because I think that such a being, such an intelligence, would realize the importance of equilibrium in the world. Pain and pleasure, good and evil. and then it would be like this. So, yes, I mean, that's sort of what happens in The Matrix, right? They try, the AI systems in The Matrix, they tried to give us a utopia, but it failed miserably. And, you know, fields and fields of humans have to be destroyed. And the best they could come up with was, you know, late 20th century regular human life with all of its problems. And I think this is a really interesting point and absolutely central because, you know, there's a lot of science fiction where super intelligent robots, you know, they just want to help humans. And the humans who don't like that, you know, they just give them a little brain operation and then they do like it. And it takes away human motivation. By taking away failure, taking away disease, you actually lose important parts of human life. And it becomes in some sense pointless. So if it turns out that there simply isn't any way that humans can really flourish in coexistence with super intelligent machines, even if they're perfectly designed to solve this problem of figuring out what humans, what futures humans want and bringing about those futures. if that's not possible, then those machines will actually disappear. Why would they disappear? Because that's the best thing for us. Maybe they would stay available for real existential emergencies. Like if there is a giant asteroid about to hit the Earth, maybe they'll help us because they at least want the human species to continue. But to some extent, it's not a perfect analogy, but it's sort of the way that human parents have to at some point step back from their kids' lives and say, okay, no, you have to tie your own shoelaces today. This is kind of what I was thinking. Maybe there was a civilization before us, and they arrived at this moment in time where they created an intelligence, and that intelligence did all the things you've said, and it realized the importance of equilibrium, so it decided not to get involved. and maybe at some level that's the god we look up to the stars and worship one that's not really getting involved in letting things play out however however they are but might step in in the case of a real existential emergency maybe maybe not maybe but then and then maybe the cycle repeats itself where you know the organisms it let have free will end up creating the same intelligence and then the universe perpetuates infinitely. Yeah, there are science fiction stories like that too. Yeah, I hope there is some happy medium where the AI systems can be there and we can take advantage of those capabilities to have a civilization that's much better than the one we have now. but I think you're right a civilization with no challenges is not conducive to human flourishing. What can the average person do Stuart average person listening to this now to aid the cause that you're fighting for? I actually think you know this sounds corny but you know talk to your representative your MP, your congressperson, whatever it is, because I think the policymakers need to hear from people. The only voices they're hearing right now are the tech companies and their $50 billion checks. And all the polls that have been done say, yeah, most people, 80% maybe, don't want there to be super intelligent machines, but they don't know what to do. Even for me, I've been in this field for decades, I'm not sure what to do because of this giant magnet pulling everyone forward and the vast sums of money being put into this. But I am sure that if you want to have a future and a world that you want your kids to live in, you need to make your voice heard. And I think governments will listen. From a political point of view, right, you put your finger in the wind and you say, hmm, should I be on the side of humanity or our future robot overlords? I think as a politician, it's not a difficult decision. It is when you've got someone saying, I'll give you $50 billion. Yeah, right. Exactly. So I think people in those positions of power need to hear from their constituents that this is not the direction we want to go. After committing your career to this subject and the subject of technology more broadly, but specifically being the guy that wrote the book about artificial intelligence, you must realize that you're living in a historical moment like there's very few times in my life where i go oh this is one of those moments this is a crossroads in history and it must to some degree weigh upon you knowing that you're a person of influence at this historical moment in time who could theoretically help divert the course of history in this moment in time it's kind of like the you look through history you see these moments of like oppenheimer and um does it weigh on you when you're alone at night thinking to yourself and reading things. Yeah, it does. I mean, you know, after 50 years, I could retire and, you know, play golf and sing and sail and do things that I enjoy. But instead, I'm working 80 or 100 hours a week trying to move things in the right direction. What is that narrative in your head that's making you do that? Like, Is there an element of, I might regret this if I don't? It's not only the right thing to do, it's completely essential. There isn't a bigger motivation than this. Do you feel like you're winning or losing? It feels like things are moving somewhat in the right direction. You know, it's a ding-dong battle, as David Coleman used to say in the exciting football match. In 2023, right, so GPT-4 came out, and then we issued the pause statement that was signed by a lot of leading AI researchers. and then in May there was the extinction statement which included Sam Altman and Demis Asabis and Dario Amadei other CEOs as well saying yeah this is an extinction risk on the level with nuclear war and I think governments listened at that point the UK government earlier that year had said well you know we don't need to regulate AI you know full speed ahead technology is good for you and by June they had completely changed and Rishi Sunak announced that he was going to hold this global AI safety summit in England and he wanted London to be the global hub for AI regulation and so on so and then you know in beginning of November of 23 28 countries including the US and China signed a declaration saying, you know, AI presents catastrophic risks and it's urgent that we address them and so on. So there it felt like, wow, they're listening. They're going to do something about it. And then I think, you know, the amount of money going into AI was already ramping up and the tech companies push back. And this narrative took hold that the US in particular has to win the race against China. The Trump administration completely dismissed any concerns about safety explicitly. And interestingly, right, I mean, they did that, as far as I can tell, directly in response to the accelerationists, such as Mark Andreessen, going to Washington, or sorry, going to Trump before the election and saying, if I give you X amount of money, will you announce that there will be no regulation of AI? And Trump said, yes, you know, probably, well, what is AI? Doesn't matter as long as we give you the money, right? Okay. So they gave him the money and he said there's going to be no regulation of AI. Up to that point, it was a bipartisan issue in Washington. Both parties were concerned. Both parties were on the side of the human race against the robot overlords. And that moment turned it into a partisan issue. After the election, the US put pressure on the French, who were the next hosts of the Global AI Summit. And that was in February of this year. And that summit turned from, you know, what had been focused largely on safety in the UK to a summit that looked more like a trade show. So it was focused largely on money. And so that was sort of the nadir, right? You know, the pendulum swung because of corporate pressure and their ability to take over the political dimension. But I would say since then, things have been moving back again. So I'm feeling a bit more optimistic than I did in February. You know, we have a global movement now. There's an International Association for Safe and Ethical AI, which has several thousand members and more than 120 organizations in dozens of countries are affiliates of this global organization. So I'm thinking that if we can, in particular, if we can activate public opinion, which works through the media and through popular culture, then we have a chance. We've seen such a huge appetite to learn about these subjects from our audience. we know when Jeffrey Hinton came on the show I think about 20 million people downloaded or streamed that conversation which was staggering and the other conversations we've had about AI safety with other safety experts have done exactly the same it says something, it kind of reflects what you were saying about the 80% of the population are really concerned and don't want this but that's not what you see in the sort of commercial world and listen, I have to always acknowledge my own my own apparent contradiction because I am both an investor in companies that are accelerating AI, but at the same time, someone who spends a lot of time on my podcast speaking to people that are warning against the risks. And actually, like, there's many ways you can look at this. I used to work in social media for six, seven years, built one of the big social media marketing companies in Europe. And people would often ask me, is like social media a good thing or a bad thing? And I'd talk about the bad parts of it. And then they'd say, you know, you're building a social media company and you're not contributing to the problem. Well, I think that like binary way of thinking is often the problem. the binary way of thinking that like it's all bad or it's all really really good is like often the problem and that this push to put you into a camp whereas i think the most uh intellectually honest and high integrity people i know can point at both the bad and the good yeah i i think it's it's bizarre to be accused of being anti-ai uh to be called a luddite um you know as i said when I wrote the book from which almost everyone learns about AI. And, you know, if you called a nuclear engineer who works on the safety of nuclear power plants, would you call him anti-physics? Right? It's bizarre, right? We're not anti-AI. In fact, the need for safety in AI is a complement to AI, right? If AI was useless and stupid, we wouldn't be worried about its safety. It's only because it's becoming more capable that we have to be concerned about safety. So I don't see this as anti-AI at all. In fact, I would say without safety, there will be no AI, right? There is no future with human beings where we have unsafe AI. So it's either no AI or say say I. We have a closing tradition on this podcast where the last guest leaves a question for the next, not knowing who they're leaving it for. And the question left for you is, what do you value the most in life and why? And lastly, how many times has this answer changed? I value my family most and that answer hasn't changed for nearly 30 years. what else outside of your family truth and that yeah that answer hasn't changed at all i've always wanted the world to base its life on truth and i find the propagation or deliberate propagation of falsehood to be one of the worst things that we can do even if that truth is inconvenient yeah i think that's a really important point which is that you know people people often don't like hearing things that are negative and so the visceral reaction is often to just shoot or aim at the person who is delivering the bad news because if i discredit you or i shoot at you then it makes it easier for me to contend with the news that i don't like the thing that's making me feel uncomfortable and so i applaud you for what you're doing because you're going to get lots of shots taken at you because you're delivering an inconvenient truth which generally people won't always love but also you are messing with people's ability to get that quadrillion dollar prize which means there'll be more deliberate attempts to discredit people like yourself and Jeff Hinton and other people that I've spoken to on the show but again when I look back through history I think that progress has come from the pursuit of truth even when it was inconvenient and actually much of the luxuries that I value in my life are the consequence of other people that came before me that were brave enough or bold enough to pursue truth at times when it was inconvenient. And so I very much respect and value people like yourself for that very reason. You've written this incredible book called Human Compatible, Artificial Intelligence and the Problem of Control, which I think was published in 2020? 2019. Yeah, there's a new edition from 2023. Where do people go if they want more information on your work and you? Do they go to your website? Do they get this book? What's the best place for them to learn more? So the book is written for the general public. I'm easy to find on the web. The information on my webpage is mostly targeted for academics, so it's a lot of technical research papers and so on. there is an organization as i mentioned called the international association for safe and ethical ai and that has a website it has a terrible acronym unfortunately i-a-s-e-a-i we pronounce it i-c-i but it's easy to misspell but you can find that on the web as well and that has that has resources you can join the association you can apply to come to our annual conference and you know i think increasingly not you know not just ai researchers like jeff hinton yosho benji but also i think uh you know writers brian christian for example has a nice book called the alignment problem and uh he's looking at it from the outside he's not or at least when he wrote it he wasn't an ai researcher. He's now becoming one. But he has talked to many of the people involved in these questions and tries to give an objective view. So I think it's a pretty good book. I will link all of that below for anyone that wants to check out any of those links and learn more. Professor Stuart Russell, thank you so much. Really appreciate you taking the time and the effort to come and have this conversation. And I think it's pushing the public conversation in an important direction. Thanks to you. And I applaud you for doing that. Really nice talking to you. I'm absolutely obsessed with One Percent. If you know me, if you follow Behind the Diary, which is our behind the scenes channel, if you've heard me speak on stage, if you follow me on any social media channel, you've probably heard me talking about One Percent. It is the defining philosophy of my health, of my companies, of my habit formation and everything in between, which is this obsessive focus on the small things. 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