Father Of Quantum Computing: How To Think Like A Genius - David Deutsch - #1164
1h 11m 36s
Chris Williamson presents a philosophy of knowledge and optimism grounded in Karl Popper’s epistemology, where learning is an iterative, error-driven process rooted in personal engagement, not authority or certainty. He argues that all individuals are inherently fallible and share infinite ignorance, making the idea of absolute truth or expert authority deeply flawed. Optimism is not about expecting success but seeing failure as a sign of missing knowledge, not insurmountable barriers. This mindset encourages critical inquiry, humility, and the formation of personal theories—like trusting a sandwich shop's reputation—rather than overanalyzing every detail. He critiques modern education for prioritizing testable outcomes over deep understanding, and warns against the overblown fear of AI, noting that current language models lack the creative, generative intelligence needed for true artificial general intelligence. Creativity, he claims, is the capacity to generate new knowledge—like evolution or early human ingenuity—and is fundamentally different from mechanical computation. He also advocates for a more flexible, self-directed approach to learning, where people build mental models and engage with ideas in a playful, error-tolerant way. This perspective is applied to everyday decisions, personal growth, and even societal structures, promoting a life of curiosity, adaptability, and intellectual courage. In a world increasingly driven by certainty and quick judgments, Williamson urges a return to the value of uncertainty, curiosity, and the joy of being wrong—essential ingredients for real progress.
People of the UK and Ireland, I'm coming to you live. Imagine that. Me, on stage, in your city. Dublin is completely sold out, but everywhere else has got limited tickets left, and you can get yours now at Chris Williamson.live. This is a custom-built live show. I absolutely adore it. I've spent over a year working on it. So, if you're a fan of everything in modern wisdom, come and see me on stage. This October, around the UK and Ireland, Chris Williamson. Live. I'm kind of fascinated in your worldview from a personal perspective, from a person's perspective. You know, we can talk about how important it is for a society, or for civilisation, or for humanity as a whole, to think about the importance of optimism, and our capacity to solve problems, and stuff like that. I'm kind of interested in how an individual takes that as well. I think that might be an interesting tension. Obviously, we've had all of this most recent stuff about anthropic researchers leaving, and over fears of AI and superintelligence and recursive stuff. I don't know if you're interested in that, or if you're kind of a little bit bored of it. I've been talking about it a lot. I'm also interested in how your worldviews changed over the last 15 years, since the last book, human potential, and stuff like that. So, we can start off and then scurry down whatever rabbit holes sound interesting. If that seems good to you. Sure. Wonderful. So, by the way, I think I agree with that maximum. So, you know, whenever someone doesn't understand you, it's your fault, not theirs. Unless they're a Golden Retriever. Literally. Are you telling me that I've got to get out of Jill Freakard today? Yeah, yeah. You're human, yes. Same more on that. Why is it the fault of misunderstanding? Why does that lie in an odd direction? So, I'm, as you will know, I'm a follower of the philosopher Karl Popper. And he has a theory of knowledge, which is, in my view, streets ahead of everyone else in the 20th century. He's strange kind of reputation because he's very well known, highly respected. You know, people always put him on the list of the 10 top philosophers or something like that. And in science, especially, they always talk about Popper's criterion for distinguishing science from philosophy or from pseudo-science. And yet, his actual philosophy is not very well understood. And one of the tenets of his philosophy is that there is only one way of creating knowledge. The details are different, but knowledge as created by the process of evolution, as created by a scientist, a mathematician, a child learning to speak their first language, those processes are all more alike than they are different. The differences are pretty inessential. And in particular, the process of learning something new, like learning a new law of physics that one has discovered, or learning an existing piece of knowledge, like from someone else. That is all the same process mentally. In all of them, the knowledge that is learned comes from within the learner. So, you're learning something, you can't download it like a computer. You have to guess what the other person means. And at first, you will guess wrong. And so, you will have to test those guesses and so on. So, if that process goes wrong, it is because the teacher or the professor. Yeah, the communicator has not pitched it to meet your problem situation. Yes, go ahead. Why, what is it that most people misunderstand about being wrong? I think we all have this aversion to making mistakes, to not understanding, to putting errors into the way that we understand the world, or how it is that we're interpreting something else. Is there a better framing for how people should think about wrongness? Yes. So, as Poppa said, I'm going to have to stop me quoting him every minute or two. We're all alike in our infinite ignorance, or longer. We may all know different things, different pieces of knowledge, but in our infinite ignorance we are all alike. So, this all comes from the idea that since there's an infinite distance to go, and we all have different finite amounts of knowledge, we are all at, like I say, in my book, we're all at the beginning of infinity. We're only ever at the beginning. And so, we have something common with everyone else who is also at the beginning. And to hold oneself up as an authority is a philosophical mistake, as well as what can you call it, a sociological mistake or a cultural mistake. It's a power play, rather than a participation in the growth of knowledge which we should all be participating in. How should someone hold strong convictions if we all kind of need to remember that we can be completely mistaken at all times, and we're vast in our ignorance and partial in our knowledge? Yes. Well, as you're suggesting here, it's a psychological matter. So, we should not be looking for certainty. We should be looking to correct errors. Sometimes when people say, "I'm certain about something," it means that they have investigated all the possible ways it could be different, and they satisfied themselves that those are all wrong, and they have their reasons, but more often, certainty is regarded as a virtue in past times, faith, obedience, that sort of state of mind, was regarded as virtuous, and people judge not only each other, but themselves, according to how much of that they had. Now, in modern times, especially with the growth of knowledge accelerating more and more in the last couple of hundred years, everyone's had the experience of, well, every adult that has had the experience of being proved wrong about something that they were sure was right, or something happened that they were sure would never happen. And so, one should infer from that experience, people don't, but one should infer from that experience, that the subjective sensation of being certain is no guide to the truth. It's no guide at all, and neither is, and this is even harder to internalize, neither is the extent of knowledge or ignorance, because somebody can be very ignorant, or even very malevolent, and yet, on a particular thing, they might have the truth, and you might not. So, it's no good saying, "That's a bad person, I won't listen to them," because you might be missing the one truth that would save you. So, again, like I say in the book, if your enemy says that he's going to come and kill you, it might be advisable to believe your enemy when you disbelieve your friend who says, "Oh, don't mind him, he's just, the bark is worse than his bite." So, you see, it has nothing to do with being knowledgeable, it has nothing to do with being benevolent. We're all alike in our fallibility. So, the only way to judge ideas is not by someone's authority, or by one's own authority, or by how sure one is, but only by the criterion of whether you have a good explanation for why that truth has had its errors corrected better than all the other truths you've heard or can think of. I can imagine a situation where this becomes, or at least it feels to an individual, very effortful, to go through the entire working of the equation in order to arrive at the truth, as opposed to using the shortcuts, as opposed to saying, "Well, this person seems to be from an illustrious background, and they've been right about other things before, seemingly, or other people seem to respect their opinion, or they're saying it with a level of further that implies that they know what they're talking about,
what is a practical way for people to not take half of the afternoon to decide which sandwich they want or which would be a more optimal yoghurt to purchase. How can people sort of apply this to life without it becoming clunky and slowing them down? So we have a theory about situations that we're in. You talk about sandwiches, so I go into town and buy a sandwich from a sandwich shop. And how do I know it's not poisoned? How do I know it's not off? How do I know that I haven't been handed the wrong sandwich and so on? Well, as you say, if I went back to first principles to work all that out, it would take all afternoon and I would be starving to death by the time I ate anything. So the rational thing to do, as I said, is to form a theory. I have a theory about how chains of sandwich shops work, how they are regulated. For example, by the government or by the market or the shop may have a particular ethos that I think they really do have rather than are pretending and so on. In the case where I can't say that, then I will have to use different criteria and in that particular case, I myself would not buy a sandwich unless I had that kind of history and that kind of idea of where this is coming from, where it's coming from intellectually as well as where it's coming from physically in mind. So you don't have to go through the whole thing because in short, not only am I able to criticize ideas myself, I'm able to formulate and criticize ideas about other people. It's just that when I formulate an idea about the knowledge of the doctor or the airline engineers who prepared the airplane that I'm going to fly on, I don't go by their reputation. I go by that theory and a small fact can destroy a larger reputation like if I'm due to fly it and then I read in the newspaper in the morning that that airline has had a scandal where their engineers have been shot in preparing the plane. They will not fly, even though I may also think that the chance of the plane going wrong with me on it are actually tiny, but maybe now they're only one in a thousand and ideally I'd like it to be one in a million. But I could be wrong always. Does that mean is certainty something that we should ever aspire to? No, we should aspire not to have any. Should we aspire to uncertainty then? Yes, I mean, if you want a life of scientific research, then it's highly desirable that you enjoy the sensation of being baffled, of being in the state of conflict of thinking, well, now it looks like this is true, but it can't be true. And that sensation is, for example, what attracts me to scientific research. I don't think one should even aspire to believe anything. I think belief is a corrupt kind of category that has come down to us from Plato and later from Christianity and Islam and so on. Most religions don't value belief. They value ritual and conformity and ways of life. Belief was something introduced by Christianity. And it's rather weird if you think about it. As Percy Shelley said in the essay for which he got expelled from Oxford University, he pointed out that you can't believe or disbelieve something by an act of will. It's got to become via your reason. Therefore, calling disbelief an immoral thing doesn't make sense. Do you know Oscar Wilde's idea of the Oxford Manor have you come across this? Don't think so. No. Beautiful. It's just this one line. He refers to the Oxford Manor as the ability to play gracefully with ideas rather than sort of falling into violent or rigid opinions. And I think in my world, which is significantly less solubrious than academia, but maybe just as cutthroat and as much backbiting, the internet is really quick to show its own smarts by pointing out the flaws of others. And one of the problems that I found is that the ability to put on a hypothetical hat or in my parlance a bro scientist hat. Look, I'm just trying to play gracefully with ideas. Please give me enough degrees of freedom here to maybe be wrong. But because how do you say like production and publication of ideas are one and the same on the internet? So you're coming up with things in real time and then they're kind of broadcast out into the world, which means there is no scratch pad. There is no whiteboard that's not publicly available. The whiteboard and the lecture kind of become one and the same. And that means that's been lost at least in a way that a lot of people consume ideas and understand information and sort of see the debate go on. And I get the sense that kind of what's happened over the last decade or so is a slow increase in the seductivity of certainty and a derogation of uncertainty or incongruence or lack of coherence or something like that. Because it becomes a target immediately for people on the internet or critics or naysayers or enemies or whatever to kind of point the finger. Look, he doesn't know that much about this thing because he was pontificating and playing in trying to play gracefully with ideas. And therefore that means that he must be wrong about that as well, which is I guess in one way we could call this weaponized uncertainty that it is being used as a tool to kind of dismiss someone as a wider, a wider thinker as opposed to, hey, like this is cool. He's prepared to, I mean, he missed the mark with that, but it's fun. He's able to try and play gracefully with ideas. I thought that kind of related to. Yes, ideally Twitter or X is the ideal medium for conjecture for just throwing ideas out and then having them criticized and come back to you and so on. But because of the phenomenon you're talking about, you can't really do that. And I have long ago stopped doing that on Twitter, so I think twice and three times and four times before putting something on Twitter on X. And one thing that's possible to take a middle ground and say, either ask it as a question, does anyone think so and so is true. Or you could say, I guess so and so might be true. Or if so and so were true, then it might, it might answer this other question. So look at the throat clearing land acknowledgement that we need to do before we actually put an idea out in a desperate attempt to dampen its impact. Yes, yes. Well, I think it's, it's inevitable. I mean, there are, there are plenty of other places to, to publish conjectures. The dinner table, maybe. Yes, in private or in a private chat or or in a more public thing where one labels it as conjecture, for example, I have just, I'm just finishing a book on the Fermi paradox or the Fermi problem. And I have, I have some conjectures there, which I think are, well, it's slightly strange. I think they're possible, they're possible solutions to the, to the Fermi problem. But I am sure certain, you know, which I shouldn't be, that they are not true. But I just would like to put them out there in the form, look how easy it is to make up ideas about this and for them to be wrong. That's the idea. So, so I've written it as a science fiction story set in another universe, not in our universe. So I don't have to answer for the discrepancies between this universe and our universe. I just mentioned that because that's one of, one of many ways one can get.
criticism of conjectures, but also, always, it is, one should think carefully about when to expose an idea to criticism. If one does it too early, it may cut off lines of thought, which, although false, would lead to something true. That is so cool. A quick aside, you've probably heard me talk about element before, and that's because I've started every single morning the same way for the last five years now, which is a coal glass of water with elements in it. Element is an electrolyte drink makes with everything that you need and nothing that you don't. It's a science-packed electrolyte ratio of sodium, potassium and magnesium, no sugar, no coloring, no artificial ingredients. It reduces muscle cramps and fatigue, the port's brain function helps to regulate your appetite throughout the day. I genuinely notice the difference when I take it versus when I don't, which is why I don't shut up about it and also why it's used by everyone, from Dr. Andrew Huberman to Olympic athletes and FBI sniper teams, the good sniper teams, not the bad ones. Also, there are no questions asked for refund policy, so if you don't like it for any reason, they'll just give you your money back. Plus, they offer free shipping in the US. Right now, you can get a free sample pack of elements most popular flavors with your first purchase by going to the link in the description below, heading to drinklmnt.com/modernwistam. That's drinklmnt.com/modernwistam. So you're saying that if you have this nascent early stage idea and you put that out, somebody comes in with a certainty in criticism, which cuts off at the knees, the progress of this particular idea of yours. You rob yourself from the opportunity of being wrong in a new way or wrong in multiple new ways, which would give you the idea. That is so fun. Also, I've got to call you out for this. The fact that you have been able to deal or try and play gracefully with ideas with regards to the Fermi problem by constructing an entire new fictional universe in an attempt to get yourself a few million light years of distance away from potential criticism is kind of hilarious. What did you, what have you come to believe about? It's also cool that you call it the Fermi problem, not the paradox, I suppose. What have you come to believe about the Fermi problem? We don't know the answer. You could also call it the Fermi mystery. It's not so unusual. We don't know most things. We don't know whether we are alone in the universe. We might be or we might not be. The point I wanted to make is that it's easy to come up with explanations for why the aliens or their robots are not here yet. This is not of the form, like I said, of the form of problems I like. Namely, it looks as though it must be so and so, and yet it also looks as though it can't be so and so. That's the kind of thing that I enjoy thinking about because there are two things which appear to be in collision and quantum gravity. How do you think about it? No matter what angle you look at it, it still seems like a collision. The Fermi problem is not really a collision between one fantasy and another fantasy. We just don't know, get over it. Getting back down to Terra Fermi, is it fair to say that you hold optimism as a philosophical stance? Yes, yes, although by optimism I don't mean having a cheerful outlook on life or thinking that everything is going to be all right as a matter of principle. I mean that whenever something goes, it's more of an explanation for failure than a prophecy of success. Whenever something goes wrong, it's because we had not yet created the knowledge to make it go right. It's always a matter of knowledge. What you asked earlier about when you fail to persuade someone of something or when you fail to teach someone something, it's because you haven't yet thought of the way of meeting their problem and of whether you really should be meeting their problem or maybe you should both go and do something better. Why does it really necessary for this other person to agree with you on this thing? That's a uniform application of optimism. And pessimism is the opposite. It's where you regard failure as a barrier, as a barrier to ever getting out of the situation or solving the problem or going from bad to good. Going from bad to good is always possible. When we fail, it is always because we don't yet have the knowledge to succeed. Should this broader world view around optimism should that extend to how we feel about our own lives individually? Because I have to assume that if you see failure as a way marker on route towards success, that's quite agentic. It's sort of personal determination. I have some sovereignty here. I imagine it must be difficult because you mentioned it's not just having a sort of cheerful, rosy outlook on life, but I imagine in some ways it must be quite difficult to maintain a non-rosy, non-chirical outlook on life if you have a world view that is predicated on this kind of optimism because you're going to see your own personal struggles through the lens of, well, I just need some more knowledge and I'm sure that I can overcome this thing or I can make the decision that I don't need to overcome this thing. I'm interested in how this sort of relates to the individual and how they do deal with adversity and challenges in their own life. So optimism is no guarantee that you will solve the problem. You might have a terminal illness and the doctor says to you, you've got X time to live and you might think, well, you might think correctly, that's because we don't yet have the medical knowledge. That doesn't mean that there exists a way of you to quickly bone up on all the relevant medical knowledge, solve that problem, cure that disease and then survive. Although that has happened remarkably often. Somebody who's been diagnosed with something that's supposedly terminal has just speed run the solution for it and fixed themselves. Yes, it has happened. So it's not impossible. That's like those wartime medics where they were the only medic available in the tent and somehow they'd got shot and you see these guys without anesthetic with a scalpel out operating on himself. It feels a little bit like that. Yes, yes. And the lack of knowledge there might extend further than just the knowledge of how to perform an operation on yourself. There's a war going on. That in itself should not have happened. With better knowledge, it would not have happened. But again, that's not a formula for correcting it yourself in the tent. So on the other hand, you can't say what you will solve. You might solve it. But in regard to what you do, you do not think this is insoluble. You do not think this is how far reason can reach and from now on reason doesn't have any access. That's always false. Yeah, I wonder why do you think it is that pessimism so often masquerades is sophistication? I thought you're going to ask a different question. Why it masquerades is sophistication? So say you're writing a story about some characters who are making the reader like the characters and suddenly one of the characters is going to get killed. And you're thinking, can they be saved? Can they be saved? And the last chapter, they're not saved. Now, that is easy to write because knowledge in fiction is very hard to create just as in real life. To make a realistic story about how this situation, which you've set up to look as though that favored character is going to die, how that can end up with them being saved is hard. It's similarly hard to solving it in real life. So some authors just pull the solution out out of a hat.
The day of sex machiner as the ancient Greeks presumably didn't say. So if you do that, the audience will be disappointed. They'll say, oh, we've been had. I've just spent two hours watching this movie, or several days reading this long novel. And the author has led me along, and then he's tricked me at the end. There was all the dream. For example, yeah, that's another way of doing it. So it's all a dream. But similarly, what is not really realized is that the opposite tactic of saying, not only does he die, but everybody dies, like in Hamlet. That is equally a cop out. Anyone can write that ending, just like anyone can write the day of sex machiner ending. What you need to do is to solve the problem so that you will have told the reader some knowledge, and if it's a good novel, it should be knowledge about life in general, which they can use to understand the world and their own life and their friends, and so on. It should enrich the person. But having it end unhappily is always a cheat, and that's true, whether it's a happier or a sad ending pulled out of a heart. That's a current problem that you think people are most unnecessarily pessimistic about right now. Well, I guess it's the A.I. Doom scenario. It might be the climate catastrophe scenario. I'm not sure exactly whether it's the same people who are worried about both, or different times. It's a good bit across over here. They are both examples of looking at a problem and thinking of it as a barrier. You say, "So and so could happen, we could all die." You're not taking into account that that is always true. That has always been true every day that the human species has existed. It's always been true that we could be hit by a comet and all die. In fact, just recently, the probability of that has gone down drastically, because we've finally turned our attention as a species to the problem of diverting comets and asteroids. But if they're big enough, we still can't do it. But still, the probability of it has gone down. People used to worry about things like the oxygen will run out of the air because we're consuming oxygen, and where is it going to come from? People have worried about things that aren't even a rational fear like the apocalypse, or the world is going to end on such and such a day, and we'll all be judged wanting and so on. At the moment, I think it's the AI thing and the climate catastrophe thing. It's not that those fears couldn't come true. It's that when you see them in perspective, you see that it's an arbitrary choice to pick those things. In a slightly different universe, we're still worrying about something else or we're worrying about whatever the next thing is, which we don't predict yet. You hold, I would imagine a rather unpopular opinion in the modern world, which is that AGIs aren't going to pose much greater risk than humans already are. What's your perspective at the moment on this AI thing? I mentioned to you earlier on, this Jacob Coxen guy who was an open AI, I think, for about three years and he was an anthropic recently and he tweeted yesterday, I resigned from anthropic today. I spent the last three years doing pre-training research at both open AI and anthropic. Now the company is acting responsibly. They are racing towards self-improving superintelligence and gambling with our lives. Some other safety researcher from anthropics said there's a more than 10% chance that advanced AI could kill all humans within the next decade, models, potential, like have a lower risk at the moment, but future systems could become more capable, et cetera, et cetera. How do you come to, given your background, quantum computing, et cetera? How do you come to think about this conversation? So I think it's not a justified fear, as I just said, for reasons I just said, but I'm old and I remember when people were saying this about nuclear actors and they said it so loudly and so often that people stop making nuclear reactors, thereby causing the present climate problem, so they didn't know they picked, from my point of view, they picked at random one of the many bad things that could happen, but we don't know whether they will or won't, but there's no particular reason to think that they will, even though they could, and they picked that one at random and they alarmed everybody and people took drastic action to avoid that alarm with catastrophic results, the worst effect on the environment that our species has ever had was the turn away from nuclear power. So if we turn away from artificial intelligence because of a similar fiction, will it be, no, I was going to say it might well be a bigger catastrophe, I think I was a bit tempted to say something dramatic, no, I think it would be a big catastrophe, but not as big. Tell me if this sounds familiar, you train regularly, you eat reasonably well, you feel fine, but you're just kind of going off vibes. Most people have absolutely no idea what's going on inside their body, and that is why I partnered with function. Function gives you access to more than 160 advanced lab tests spanning hormones, heart health, kidney function, and even detects early signals linked to more than 50 types of cancer. To put that in perspective, your typical annual physical might test 20 markers, function runs over 160. It's huge. Best of all, you test twice a year and everything lives inside of a simple dashboard. So you track trends over time, make sure you're moving in the right direction, and this level of testing would usually cost thousands, but with function, it is $365 per year. $1 a day to actually know what's happening inside of your body. And right now, you can get $25 offering it down to $340. Get the exact same blood panels that I use and save $25 by going to the link in the description below or heading to functionhealth.com/monum wisdom. That's functionhealth.com/ bottom wisdom. I don't know. I spent a bit of time over the last few months in NSF and talking to people on every side of the fence, including sort of with the fence up inside of them as well, straddling both sides. Certainly, at least, a relatively uncontroversial opinion seems to be LLMs are not the architecture that can get us to something that is very scary, that is going to be able to take over the world. Is that something that you would agree with? Absolutely. I think that follows directly from poppers epistemology, because the LLMs do not have a module in them capable of creativity. So they can do remarkable things. And a few years ago, I wouldn't have guessed that this kind of functionality is on the horizon for another 50 years. And yet, it came all at once and everything worked one after the other. And the people who did it think that AGI is going to work as well for the same reason. But the present LLM-based AIs not only have they not shown any sign of AGI, but we know how they work, or at least some people know how they work, but we do know that the people who designed them did not say, "Now we know what creativity really is, now we can program it." And all we need is some supercomputers and they didn't say that. They said, "Now we can build a language model, which we'll be able to speak English properly." And I would be like, "Good luck with that." And they did. But it's wanting to achieve functionality that makes sense epistemologically and to achieve it much faster than was thought. And it's another to achieve a functionality that violates our best theory of what knowledge is. And that's another thing, people who think that LLMs are going to deliver AGI don't say, "For example, well, Papa had only an approximation."
to the true theory of knowledge. He didn't realize that there's gap in his theory. And this gap, we have filled. We know how to fill that gap. And so if you just use his old theory, you'll say that AGI is impossible this way. But if you know what we know, then you'll see why it's possible. They're not claiming that. They're saying it'll just happen. If they have more compute, if they have more computer power available. But it's a previous kind of slight blip of the same type was when chess engines first started defeating grandmas, the best grandmasters at chess. So a lot of people say, well, some people were saying, no, they'll never do it because humans have got some special thing in their brains and whatever. And other people were saying, no, it's just a matter of doing it more computer power. But that's different because they had a theory of why it just requires more computer power. And when they achieved it, this is the thing that's hardly ever, hardly ever mentioned. When a chess engine beats a grandmaster, they're doing it in a different way. The computation that is going on in the chess engine is radically different kind of computation from the computation that's going on in the grandmaster. The grandmaster is doing only like one millionth of the amount of computing power of computation than the chess engine does. And yet, can reach a very high level, not quite as high as the machine as the program. But still, they are doing a completely different thing. And although we know how to write the program of a chess engine, we do not know how to write the program of a grandmaster. And this is, this is why grandmasters can write a book, you know, my greatest games and how I want them all, you know, something like that. And a chess engine can't. If you ask a chess engine how it won, it will say, well, if you do this move, then that will happen. And if that happens, this will happen. If that happens, this will have down to it, you know, have them any steps it can do nowadays. And a grandmaster will not say that. The grandmaster can't follow it down to anywhere near as many steps as a chess engine can. But a grandmaster will say something like, well, I thought that if I give up this pawn, it's going to create a weakness on the G file. And by weakness, he doesn't mean that he's followed down all the possible continuations. Whereas something that can follow down all the continu, and by the way, some of those continuations may not lead to victory. He might say, I thought this might work, but then five moves later, the bastard found a way out of it. And that can also happen. That also can't happen to a chess engine. So there are different types of program. We do not know how to write the grandmaster type of chess program, let alone an AGI. When the grandmaster gets up, he then starts performing computations of orders of magnitude greater complexity than playing chess. It's just that he is not engaging competitively in something that requires insight. What is creativity in your opinion? How do you think about explaining that simply? The way I use the term is perhaps different from the way philosophers and others use it. Creativity, I think, is not that impressive a thing, just creativity by itself. I use that word to mean the ability to create new knowledge. So evolution is creative, is a creative process in that sense, in that it starts off with an animal that can't fly and then a few million years later, it's a creative animal that can fly. And it can fly because it genes encode knowledge of how to fly, including implicitly knowledge of aerodynamics and all sorts of things that we don't even have a handle on yet. So it has created knowledge. The thing that humans have and that no existing other species has, although there were species in the past that had this, is explanatory creativity where we can, like with the chess master, not only we can say, "I prefer this move to that move," you can say, "Why?" So I want to pick up this burning branch from the wildfire, like say the first person who invented a campfire. I'm just writing about this in my false coming book, actually. I want to pick this up because I want to carry it with me. And if I carry it with me, maybe the predators who might otherwise attack me, and I'm carrying food from the latest kill, will run away from me instead of me running away from them. Now that idea, that's not, that's not induction, that's not any of the pre-popper ways of thinking of the growth of knowledge. He's not doing something he's seen before. He's imagining something that he's never seen before, that no one has ever seen before, namely carrying a branch for protection against their predators. And then, as he walks home with it, then he'll say, "Oh, well, it's getting dark, but I can still see." Maybe, if I get this all the way home, we'll all be able to be protected from the wild animals. And so on, that's the kind of thinking that is not, it cannot be characterized as optimizing for a given outcome, like checkmate, or like proving a mathematical theorem. It's more like discovering a new mathematical object, which is interesting, but you can't give a computer a criterion of interesting. So, humans can change the axioms to better axioms, and humans are not just meeting a fixed criterion, and also humans can change their mind. He might decide, well, we might scare off the predators this way, but we're getting burnt by the flames, and it's not going to last us all the way home, so we better throw it away now and run home. That's the sort of thing you can think if you have a genuine problem situation in mind, rather than a criterion to meet. What do you make given the importance of understanding education, modesty, or sort of nobility, humility when it comes to learning? What do you make of the current education system? So, I think that our society's present attitude to education, both for children and for universities, and for everybody in their own life, is based on a wrong theory. It's what Poppa calls the bucket theory of the mind, of the mind, which is that knowledge is a kind of fluid, which some people have, and some people don't have, of a particular kind, and the task is for the person who has it to pour it into the bucket, that is the recipient is a kind of bucket for knowledge, which is initially empty, and you pour the knowledge in. So, that is very bad in a number of ways. In fact, education is the last holdout of pre-enlightenment theories of knowledge. Everywhere else, we at least give lip service to enlightenment theories like you don't give someone authority to override the wishes of someone else. You don't necessarily respect the opinion of someone else just because of their status and so on. We may not enact this perfectly, as we were saying earlier in this conversation, but it's largely agreed that this is what we should be doing. In education is the other way around. We judge education by how well and how accurately you fill the bucket, and so one of the things that's wrong with that is that when something goes wrong, which
it nearly always does, then you will immediately jump for the conclusion. So what has gone wrong? Well, the bucket, it's either leaky or it didn't want to receive the fluid. But there can't be anything wrong with the fluid because the fluid is knowledge. That is by definition what we want to transfer. By definition, transferring it is success. So we measure success according to say exam results or something. And because of the natural, the natural arms race or self-sustaining situation that happens in many human situations that aren't rational, the incentive is to spend more and more time on meeting a criterion and less and less time on things that can't be measured, which are the important things. So at least with chess, you can measure how good a grandmaster is, although you cannot easily measure how good a grandmaster is at explaining or at teaching or at giving a running commentary on chess games. There is no criterion for that. There's no mechanical way. You can say, "Well, I've got 93% on explaining my moves tests, so I must be good at explaining my moves." There is no such thing. And everything that is important in education is of that type and not of the testable type. I omit things where being able to execute the criterion perfectly is the task, like being an airline pilot. But even an airline pilot, an airline pilot who doesn't know what the different controls do is not going to be a good airline pilot. But even with an airline pilot, understanding is extremely important. It may not be as important as being able to operate the controls, but it is extremely important. But things that we learn in school and in most university courses are not like that. The course and the exam are designed as proxies for the thing that you actually want. And they are very poor proxies. The only reason they are proxies at all is that people who really want to do the thing are willing to waste their time learning to pass the criterion. 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Need to be a terms and conditions apply if that brunco company fit for all times. What is a better approach then for somebody who wants to learn a lot from people who know a lot? People exit. Formal education as quickly as possible. We presumably can't append the entire system right now immediately. What's your advice? Our pending is outside my wheelhouse. I don't know how to formulate good political policies that will gain wide acceptance. But technically we do now with the internet, we do have the means of completely upending the system and not having any compulsory education certainly for children. But I think there are more and more ways of adapting university education to technologies like the internet and also collaborative technologies where you have, for example, access to somebody. Access to somebody can be very valuable, where compulsory subordination to that very same person would be very bad for you. Today you can write an email to any famous person and have a reasonable chance of getting an answer even if it's only read my book you dolt. But even that is a lot better than what things used to be like say even 30 years ago. But even 30 years ago it would have been better in my opinion, not to have compulsory subjects and not to have compulsory education of any kind. What do you think about discipline and forcing yourself to do things? I've seen that you appear to be very anti this despite it being kind of the one of the most popular worldviews at the moment to put your feelings to one side and push through and sort of ignore how you feel what your perspective on discipline and things like many things in epistemology and in psychology. The same words, the same terms can be used to describe absolutely opposite things. So for example take a mountaineer who enjoys climbing Mount Everest or difficult mountains who looks for difficult climb where other people have failed perhaps other people have been killed and he goes on the climb and on the climb he undergoes severe privation and what would be suffering to almost anyone else. But to him it's just privation. It's getting cold. Every fibre of his being wants to go back down and get back in the warm but he wants to get to the top and all the pain and suffering and discomfort is just it's not just it's not that he overrides it though in a sense he does but what's really happening is that that's what he's there for that's why he chose this climb. If it were easy he wouldn't have chosen it. So what is for one person the very you know this is the reason he's alive this is the reason he gets up in the morning it is it is an anticipation of doing this thing for almost anyone else it would be torture. What's more almost anyone else couldn't do it well enough they they would eventually fall off. It's only because he loves it that he has put in the the amount of practice and work and thinking and analysis and so on that allows him to reach the top of this difficult climb. This is in the case of mountaineering we're talking about actual pain and so on but most things don't have actual pain physical pain but they do have psychological pain boredom despair fear and all that kind of thing which and so in that sense I think the mountaineer is a good analogy to all learning all learning should be like that it should be something that you would uh you would pay the price to have it just like the mountaineer does or like I was talking the other the day to a Formula One driver and I was saying God you know in Formula One racing you have to have reactions that are approximately one half the length of a human reaction time so that means that you you must start doing the thing before you have the information in front of you because you have understood the course and the vehicle and so on well enough and you must do that again and again again during the race and every so often you will spin off and you will risk your life and so on and so most people again would hate to do that you know most people would would pay a lot to hurt to not have to do that but also if they were forced to do it they wouldn't do it well because they do not love it so um uh I think having discipline and forcing yourself could be a form of words that describes this mountaineer and in that case it is wonderful it is in a sense the best thing in the world whereas somebody forcing themselves to get the GCSE maths
thing and spending the whole summer preparing for the GCSE maths and just scraping through and then starting the very next day, forgetting everything they knew, that is the epitome of something bad. That's something that shouldn't happen. In a rational society, that would never happen. That would be, if that happened even once, it would be headline in the newspaper and heads would roll. So from an individual's perspective, obviously we are still contending with and navigating the world and it is in some ways scarce or misaligned what it is that we want to do. So sometimes you have to do that. You have to use your, I will get it done muscle. You don't want to take the, you don't want to take the trash out, the trash sucks and it smells and you don't do it, but you have to do it. So you're going to do it. Your perspective here is that if we were to construct a rational society, it would be people doing things that are in alignment with what they want to do and in the interim between where we are now and hopefully a future world, where that's the case, you're going to have to apply some of this, but the goal is to use less and less of it over time. Less and less, over time, but also less and less in your life. So first of all, the answer is to get it, get it over with. So you should be leading your, your good life, not, not, not, not being overwhelmed by the bad things. And then once you've, once you're getting it over with, you, you can improve the situation. There are no situations or almost no situations in everyday life that cannot be improved a little. So you can apply knowledge to getting it over with a little, you know, I don't know, by, by a better rubbish bin, which is not so disgusting to empty or living in a place where the rubbish bin emptying is easier or is a shorter way or, by a different type of bags that you enjoy seeing briefly as you take it toward the, yeah. Exactly, exactly. So, and then there's, there's also the opportunity to just learn to enjoy it. So the, the, even taking the rubbish out has aspects that one can enjoy. For example, if one has been working on the computer all day and, and one's, one's limbs are forgotten how to move, then at least going out with, with the rubbish takes you into the fresh air. And, and you can see the neighborhood and you, you can say hello to the person across the road, who is also taking out their rubbish and so on. So there, there's nothing that, that can't be improved at least a bit. And, and it's, it's bad to be in the state of mind that I should have discipline and therefore reducing it is reducing the good thing. It's not reducing the thing you don't like is always good. You mentioned the, the good life. What if you come to believe about how people should prioritize their focus in order to achieve something that resembles a good life? Like with many things, diversity is the key. So I don't think there's a formula which applies to, to everybody. In fact, I don't think there's a formula that applies to any two people. Any, any two people are very different. In fact, more different than we are really capable of understanding. Humans are, individual humans are as different from each other as humans in general are from other species. It's a person is like a different species. So what? Some people like to live a life of intellectual problem solving. There is a wonderful passage in poppers autobiography where he says that the, the thing to do in life is to find a problem, fall in love with it, live with it for the rest of your life. If, get married to it, live with it for the rest of your life until death to you part. And if you happen to solve it, then the, the tone in which he says that is, if you're unlucky enough to happen to solve it, then there will be delightful problem children. And it's quite interesting that he uses the phrase problem children deliberately to highlight the fact that problem in his philosophy has these two opposite meanings. So we can say, you know, problem children is a term, a sort of euphemism that was invented for children that you would not want to live with. Whereas he is using it for something that you really ought to live with. And, and a lot of people who are the survivors of doing unusual things and then advocate that people should do these unusual things, they often gloss over the difference between good discipline and bad discipline, good problem and bad problem. And they will say things that are exactly right for them because they were following the good path if I can put it that way. But it's often taken to mean that you have to knuckle down and do your chores and then your homework and then go to bed. And that's the, which is the opposite of what you should be doing, even though it can be described in the same words. Hmm. Yeah. There's this line from John Steinbeck, which is pretty fun. He says, I wonder why progress looks so much like destruction. And when doing it, a little bit of thinking about my golden retriever translation of your worldview on mass, civilizationally across time, individually, you know, existentially, it kind of, I think that's, that's probably, that's not a bad summation. I wonder why progress looks so much like destruction or you could say, feels so much like destruction or is accused of being so much of destruction. Yes. The last one is perhaps the best because what it feels, it could feel either way. That's the trouble. You can't really tell from the outside necessarily because people can force themselves as well as being forced by other people. And they can be pursuing a very hard path, which they want to pursue, which is joyful to them without that being noticeable. So either the only time that that's noticeable, the only times that that's noticeable is when the thing they're pursuing happens to have a good reputation. Like, like if somebody spends 10 hours a day practicing chess or practicing some martial art or whatever it is, people will see what they're doing. They are adopting the discipline and making themselves power through to being good at this thing, which society thinks is a good thing. But a very similar thing like a video game, which is almost the same thing psychologically, but which is socially frowned on, people will say that's not a good thing to be devoting yourself to. They will be blind to the effort and creativity that's going into it. And they will instead try to apply discipline in the opposite direction. I've learned from over a thousand podcast episodes, the easier that you make your health routine, the more consistent you'll be. It's like golf, right? You want to keep it simple and not make a bunch of pills. You want the eye of the tiger, not the DUI of the tiger. That's why I'm such a huge fan of A.G.1. One scoop contains 75 vitamins, minerals, probiotics and whole food sourcing ingredients in a single daily drink. And that's why I've been taking it every single morning for nearly five years now. And they've taken it a step further with A.G.1 next-gen back by four clinical trials. And those trials that were shown to fill common nutrient gaps, improve key nutrient levels in just three months and increase healthy gut bacteria by 10 times, even in people who already eat well. Plus, if you're still unsure, they've got a 90 day money back guarantee, so you can buy it and try it every single day for three months. If you don't like it, they will give you all of your money back. Right now, you can get 20% off a welcome kit and that 90 day money back guarantee by going to the link in the description below, are heading to drink A.G.1.com/modern wisdom. That's drink A.G.1.com/modern wisdom. You mentioned that you were working on a book. That's a fiction book. Have you got anything else that's in the pipeline as well? Or is that it? Yes. At least two other books. One is a textbook on quantum mechanics, quantum theory rather, which I'm writing with Sam Kipers and K.R. Molletto, my colleagues, because we think that existing textbooks and existing ways of teaching quantum theory are just misconceived in many ways and we want to get it right. So that's one thing. Another thing is I'm writing third book in my sort of sequel to my first two books.
fabric or reality in the beginning and infinity. I'm writing another one. Very difficult. I think it's an example of mountaineering rather than being forced. But it's tentatively called irrationality, though I don't quite like the title because it gives the wrong impression at least at first. The sub title at the moment is how thinking works and what the obstacles to it are. So that's I think a better title but it's a bit clunky. And whilst doing textbook plus difficult third album to previously quite complex initial two books, you also got the fiction book put together as well. Yes, I've also got my day job. So apart from those three, yes. Well, at least you're keeping yourself busy. David Deutsche, ladies and gentlemen, David Eurasum, I appreciate you. It's very nice to hear a fellow accent as well. What should people be looking out for over the next couple of months? When is this something going to drop before the end of the year, one of the books, one of the fiction book, do we know when that's going to come out? I think that's unlikely in the next couple of months. But in the next year, fingers crossed. Yes. One of them may drop. Beautiful. David, I appreciate you very much. Thank you for the day. Thank you for having me. Very pleasant.
Podcast Summary
Key Points:
Chris Williamson emphasizes a philosophy rooted in Karl Popper’s epistemology, arguing that all knowledge is created through personal, error-driven learning rather than direct transmission.
He advocates for intellectual humility, asserting that all individuals are equally ignorant and fallible, and that certainty is a dangerous illusion rather than a reliable guide to truth.
Optimism is reframed not as a cheerful outlook, but as a belief that failure stems from insufficient knowledge, not from inherent impossibility of success.
The current culture of online criticism often weaponizes uncertainty, dismissing ideas by labeling them as "ungrounded" or "unserious," which stifles creative and growth-oriented thinking.
True learning and progress require forming mental theories and models—like trusting a sandwich shop’s reputation—rather than obsessing over every detail, which would be impractical.
Creativity is defined as the ability to generate new knowledge, exemplified by evolutionary changes or human innovation like carrying a fire branch for protection.
Modern education is critiqued for relying on a flawed "bucket theory" of knowledge transfer, where success is measured by test scores, ignoring deeper understanding and critical thinking.
The rise of AI fears is seen as irrational and disproportionate, especially when compared to real-world risks, and Williamson argues that existing AI systems lack the creative, generative capacity necessary for true AGI.
Summary:
Chris Williamson presents a philosophy of knowledge and optimism grounded in Karl Popper’s epistemology, where learning is an iterative, error-driven process rooted in personal engagement, not authority or certainty. He argues that all individuals are inherently fallible and share infinite ignorance, making the idea of absolute truth or expert authority deeply flawed. Optimism is not about expecting success but seeing failure as a sign of missing knowledge, not insurmountable barriers.
This mindset encourages critical inquiry, humility, and the formation of personal theories—like trusting a sandwich shop's reputation—rather than overanalyzing every detail. He critiques modern education for prioritizing testable outcomes over deep understanding, and warns against the overblown fear of AI, noting that current language models lack the creative, generative intelligence needed for true artificial general intelligence. Creativity, he claims, is the capacity to generate new knowledge—like evolution or early human ingenuity—and is fundamentally different from mechanical computation.
He also advocates for a more flexible, self-directed approach to learning, where people build mental models and engage with ideas in a playful, error-tolerant way. This perspective is applied to everyday decisions, personal growth, and even societal structures, promoting a life of curiosity, adaptability, and intellectual courage. In a world increasingly driven by certainty and quick judgments, Williamson urges a return to the value of uncertainty, curiosity, and the joy of being wrong—essential ingredients for real progress.
FAQs
Optimism is not about having a cheerful outlook, but about believing that failure results from a lack of knowledge, not from insurmountable barriers. He sees failure as a sign that more knowledge is needed, not that a problem is unsolvable.
Certainty is often based on false confidence. He argues that we are all in a state of infinite ignorance and that the feeling of certainty is not a reliable guide to truth. Instead, the best way to evaluate ideas is by how well their errors are corrected over time.
We should evaluate ideas based on the quality of the reasoning and error-correction process, not on authority, reputation, or personal certainty. The best ideas are those that allow for growth and correction through exchange and testing.
Creativity, to him, is the ability to generate new knowledge. Unlike machines, humans can imagine possibilities that haven’t been seen before—like early humans carrying branches to protect themselves from predators—and then adapt based on new experiences and insights.
He believes current AI systems, especially LLMs, lack the creative and explanatory capacity needed for true AGI. He argues that the fear of AI causing catastrophe is based on a misunderstanding of how knowledge and creativity work, and that such fears are as misplaced as past fears of nuclear power.
The bucket theory assumes that knowledge is poured into a person's mind like fluid, and success is measured by how full the bucket is. This is flawed because it ignores deeper learning, understanding, and the importance of critical thinking—skills that aren't easily measured by tests.
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