Pod Insights Lex Fridman Podcast #107 – Peter Singer: Suffering in Humans, Animals, and AI About this episode Peter Singer is a professor of bioethics at Princeton, best known for his 1975 book Animal Liberation, that makes an ethical case against eating meat. He has written brilliantly from an ethical perspective on extreme poverty, euthanasia, human genetic selection, sports doping, the sale of kidneys, and happiness including in his books Ethics in the Real World and The Life You Can Save. He was a key popularizer of the effective altruism movement and is generally considered one of the most influential philosophers in the world.
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Here’s the outline of the episode. On some podcast players you should be able to click the timestamp to jump to that time.
OUTLINE:
00:00 – Introduction
05:25 – World War II
09:53 – Suffering
16:06 – Is everyone capable of evil?
21:52 – Can robots suffer?
37:22 – Animal liberation
40:31 – Question for AI about suffering
43:32 – Neuralink
45:11 – Control problem of AI
51:08 – Utilitarianism
59:43 – Helping people in poverty
1:05:15 – Mortality
Transcript 10,852 words · 2 speakers
Speaker names marked ? are inferred from speaking time and the show’s known hosts — they are not voice-verified.
0:00 Lex Fridman? The following is a conversation with Peter Singer, professor of bioethics at Princeton University, best known for his 1975 book, Animal Liberation, that makes an ethical case against eating meat. He has written brilliantly from an ethical perspective on extreme poverty, euthanasia, human genetic selection, sports doping, the sale of kidneys, and generally happiness. Including in his books, Ethics in the Real World and The Life You Can Save. He was a key popularizer of the effective altruism movement and is generally considered one of the most influential philosophers in the world. Quick summary of the ads. Two sponsors,
0:45 Lex Fridman? Cash App and MasterClass. Please consider supporting the podcast by downloading Cash App and using code LEXPODCAST and signing up at masterclass.com/lex. Click the links, buy the stuff. It really is the best way to support the podcast and the journey I'm on. As you may know, I primarily eat a ketogenic or carnivore diet, which means that most of my diet is made up of meat. I do not hunt the food I eat, though one day I hope to. I love fishing, for example. Fishing and eating the fish I catch has always felt much more honest than participating in the supply chain of factory farming. From an ethics perspective, this part of my life
1:29 Lex Fridman? has always had a cloud over it. It makes me think. I've tried a few times in my life to reduce the amount of meat I eat. But for some reason, whatever the makeup of my body, whatever the way I practice the dieting I have, I get a lot of mental and physical energy and performance from eating meat. So both intellectually and physically, it's a continued journey for me. I return to Peter's work often to reevaluate the ethics of how I live this aspect of my life. Let me also say that you may be a vegan or you may be a meat eater and may be upset by the words I say or Peter says. But I ask for this podcast
2:13 Lex Fridman? and other episodes of this podcast that you keep an open mind. I may and probably will talk with people you disagree with. Please try to really listen, especially to people you disagree with, and give me and the world the gift of being a participant in a patient, intelligent, and nuanced discourse. If your instinct and desire is to be a voice of mockery towards those you disagree with, please unsubscribe. My source of joy and inspiration here has been to be a part of a community that thinks deeply and speaks with empathy and compassion. That is what I hope to continue being a part of, and I hope you join as well.
2:56 Lex Fridman? If you enjoy this podcast, subscribe on YouTube, review it with five stars on Apple Podcasts, follow on Spotify, support it on Patreon, or connect with me on Twitter at Lex Fridman. As usual, I'll do a few minutes of ads now and never any ads in the middle that can break the flow of the conversation. This show is presented by Cash App, the number one finance app in the App Store. When you get it, use code LexPodcast. Cash App lets you send money to friends, buy Bitcoin, and invest in the stock market with as little as $1. Since Cash App allows you to buy Bitcoin, let me mention that cryptocurrency in the context of the history of money is fascinating. I recommend A Scent of Money as a great book on this history.
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4:23 Lex Fridman? Sign up at masterclass.com/lex to get a discount and to support this podcast. When I first heard about MasterClass, I thought it was too good to be true. For $180 a year, you get an all-access pass to watch courses from, to list some of my favorites. Chris Hadfield on space exploration, Niall Gass Tyson on scientific thinking and communication, Will Wright, creator of SimCity and Sims on game design. I promise I'll start streaming games at some point soon. Carlos Santana on guitar, Garry Kasparov on chess, Daniel Negrono on poker, and many more. Chris Hadfield explaining how rockets work and the experience of being launched into space alone is worth the money.
5:08 Lex Fridman? By the way, you can watch it on basically any device. Once again, sign up at masterclass.com/lex to get a discount and to support this podcast. And now, here's my conversation with Peter Singer.
5:42 Lex Fridman? When did you first become conscious of the fact that there is much suffering in the world?
5:49 Speaker 01 I think I was conscious of the fact that there's a lot of suffering in the world pretty much as soon as I was able to understand anything about my family and its background because I lost three of my four grandparents in the Holocaust. And obviously, I knew why I only had one grandparent, and she herself had been in the camps and survived. So I think I knew a lot about that pretty early.
6:15 Lex Fridman? My entire family comes from the Soviet Union. I was born in the Soviet Union. Sort of, World War II has deep roots in the culture and the suffering that the war brought, the millions of people who died, is in the music, is in the literature, is in the culture. What do you think was the impact of the war broadly on our society?
6:42 Speaker 01 The war had many impacts. I think one of them, a beneficial impact, is that it showed what racism and authoritarian government can do, and at least as far as the West was concerned. I think that meant that I grew up in an era in which there wasn't the kind of overt racism and antisemitism that had existed for my parents in Europe. I was growing up in Australia, and certainly that was clearly seen as something completely unacceptable. There was also, though, a fear of a further outbreak of war, which this time we expected
7:25 Speaker 01 would be nuclear because of the way the Second World War had ended. So there was this overshadowing of my childhood about the possibility that I would not live to grow up and be an adult because of a catastrophic nuclear war. There was a film on the beach was made in which the city that I was living, Melbourne, was the last place on earth to have living human beings because of the nuclear cloud that was spreading from the north. So that certainly gave us a bit of that sense. There were many, you know, there were clearly many other legacies that we got of the war as well, and the whole setup of the world and the Cold War that followed.
8:08 Speaker 01 All of that has its roots in the Second World War.
8:11 Lex Fridman? You know, there is much beauty that comes from war. Sort of, I had a conversation with Eric Weinstein. He said, "Everything is great about war except all the death and suffering." Do you think there's something positive that came from the war? The mirror that it put to our society, sort of the ripple effects on it, ethically speaking? Do you think there are positive aspects to war?
8:41 Speaker 01 I find it hard to see positive aspects in war. And some of the things that other people think of as positive and beautiful
8:51 Speaker 01 may be questioning. So there's a certain kind of patriotism. People say, you know, during wartime, we all pull together. We all work together against the common enemy. And that's true. An outside enemy does unite a country. And in general, it's good for countries to be united and have common purposes. But it also engenders a kind of a nationalism and a patriotism that can't be questioned and that I'm more skeptical about.
9:19 Lex Fridman? What about the brotherhood that people talk about from soldiers? The sort of counterintuitive, sad idea that the closest that people feel to each other is in those moments of suffering, of being at the sort of the edge of seeing your comrades dying in your arms. That somehow brings people extremely closely together. Suffering brings people closely together. How do you make sense of that?
9:49 Speaker 01 It may bring people close together, but there are other ways of bonding and being close to people, I think, without the suffering and death that war entails.
9:59 Lex Fridman? Perhaps you could see, you could already hear the romanticized Russian in me.
10:05 Lex Fridman? We tend to romanticize suffering a little bit in our literature and culture and so on. Could you take a step back? And I apologize if it's a ridiculous question, but what is suffering? If you were to try to define what suffering is, how would you go about it?
10:22 Speaker 01 Suffering is a conscious state. There can be no suffering for a being who is completely unconscious. And it's distinguished from other conscious states in terms of being one that, considered just in itself.
10:40 Speaker 01 We would rather be with that. It's a conscious state that we want to stop if we're experiencing, or we want to avoid having again if we've experienced it in the past. And that's, I say, emphasized for its own sake. Because of course, people will say, well, suffering strengthens the spirit. It has good consequences. And sometimes it does have those consequences. And of course, sometimes we might undergo suffering. We set ourselves a challenge to run a marathon or climb a mountain, or even just to go to the dentist so that the toothache doesn't get worse, even though we know the dentist is going to hurt us to some extent. So I'm not saying that we never choose suffering, but I am saying that, other things being equal,
11:24 Speaker 01 we would rather not be in that state of consciousness.
11:27 Lex Fridman? Is the ultimate goal sort of, you have the new 10 year anniversary release of the Life You Can Save book, really influential book. We'll talk about it a bunch of times throughout this conversation. But do you think it's possible to eradicate suffering? Or is that the goal? Or do we want to achieve a kind of minimum threshold of suffering? And then keeping a little drop of poison
12:00 Lex Fridman? to keep things interesting in the world?
12:04 Speaker 01 In practice, I don't think we ever will eliminate suffering. So I think that little drop of poison, as you put it, or if you like, the contrasting dash of an unpleasant color, perhaps something like that in an otherwise harmonious and beautiful composition. That is going to always be there. If you ask me whether in theory, if we could get rid of it, we should. I think the answer is whether in fact, we would be better off, or whether in terms of by eliminating the suffering, we would also eliminate some of the highs, the positive highs. And if that's so, then we might be prepared to say it's worth having
12:46 Speaker 01 a minimum of suffering in order to have the best possible experiences as well.
12:51 Lex Fridman? Is there a relative aspect to suffering? So we...
12:57 Lex Fridman? When you talk about eradicating poverty in the world, is this the more you succeed, the more the bar of what defines poverty raises? Or is there, at the basic human ethical level, a bar that's absolute, that once you get above it, then it, we can morally converge to feeling like we have eradicated poverty?
13:23 Speaker 01 I think they're both. And I think this is true for poverty as well as suffering. There's an objective level of suffering or of poverty, where we're talking about objective indicators, like you're constantly hungry, you can't get enough food, you're constantly cold, you can't get warm, you have some physical pains that you're never rid of. I think those things are objective. But it may also be true that if you do get rid of that and you get to the stage where all of those basic needs have been met, there may still be then new forms of suffering that develop.
14:06 Speaker 01 And perhaps that's what we're seeing in the affluent societies we have, that people get bored, for example. They don't need to spend so many hours a day earning money to get enough to eat and shelter. So now they're bored, they lack a sense of purpose. That can happen. And that then is a kind of a relative suffering that is distinct from the objective forms of suffering.
14:31 Lex Fridman? But in your focus on eradicating suffering, you don't think about that kind of, the kind of interesting challenges and suffering that emerges in affluent societies? That's just not, in your ethical philosophical brain, is that of interest at all?
14:48 Speaker 01 It would be of interest to me if we had eliminated all of the objective forms of suffering, which I think of as generally more severe and also perhaps easier at this stage anyway to know how to eliminate. So, yes, in some future state, when we've eliminated those objective forms of suffering, I would be interested in trying to eliminate the relative forms as well. But that's not a practical need for me at the moment.
15:17 Lex Fridman? Sorry to linger on it because you kind of said it, but just is elimination the goal for the affluent society? So.
15:27 Lex Fridman? Is there a, you know, do you see as suffering is a creative force?
15:31 Speaker 01 Suffering can be a creative force. I think I'm repeating what I said about the highs and whether we need some of the lows to experience the highs. So it may be that suffering makes us more creative and we regard that as worthwhile. Maybe that that brings some of those highs with it that we would not have had if we'd had no suffering. I don't really know. Many people have suggested that and I certainly can't have no basis for denying it. And if it's true, then I would not want to eliminate suffering completely.
16:08 Lex Fridman? But the focus is on the absolute, not to be cold, not to be hungry.
16:13 Speaker 01 Yes, that's at the present stage of where the world's population is, that's, that's the focus.
16:21 Lex Fridman? Talking about human nature for a second. Do you think people are inherently good? Or do we all have good and evil in us that basically everyone is capable of evil based on the environment?
16:34 Speaker 01 Certainly, most of us have potential for both good and evil. I'm not prepared to say that everyone is capable of evil, that maybe some people who even in the worst of circumstances would not be capable of it. But most of us are very susceptible to environmental influences. So when we look at things that we were talking about previously, let's say the, what the Nazis did during the Holocaust. I think it's quite difficult to say, I know that I would not have done those things, even if I were in the same circumstances as those who did them. Even if, let's say, I had grown up under the Nazi regime and had been indoctrinated with racist ideas, had also...
17:21 Speaker 01 Had the the idea that I must obey orders, follow the commands of the Fuhrer. Plus, of course, perhaps the threat that if I didn't do certain things, I might get sent to the Russian front and that would be a pretty grim fate. I think it's really hard for anybody to say. Nevertheless, I know I would not have killed those Jews or whatever else it was that.
17:45 Lex Fridman? Well, what's your intuition? How many people will be able to say that?
17:49 Speaker 01 Truly be able to say it? I think very few, less than 10%.
17:54 Lex Fridman? To me, it seems a very interesting and powerful thing to meditate on. So I've read a lot about the war, World War II. And I can't escape the thought that I would have not been one of the 10%.
18:08 Speaker 01 Right. I have to say, I simply don't know. I would like to hope that I would have been one of the 10%, but I don't really have any basis for claiming that I would have been different from the majority. Is it a worthwhile thing to contemplate? It would be interesting if we could find a way of really finding these answers. There obviously is quite a bit of research on people during the Holocaust, on how ordinary Germans got led to do terrible things. And there's also studies of the resistance, some heroic people in the White Rose Group,
18:48 Speaker 01 for example, who resisted even though they knew they were likely to die for it. But I don't know whether these studies really can answer your larger question of how many people would have been capable of doing that.
19:04 Lex Fridman? Well, sort of the reason I think it's interesting is in the world, as you've described, you know, when when there are things that you'd like to do that are good, that are objectively good, it's useful to think about whether I'm not willing to do something or I don't even, I'm not willing to acknowledge something as good and the right thing to do because I'm simply scared of.
19:31 Lex Fridman? Putting my life of damaging my life in some kind of way. And that kind of thought exercise is helpful to understand what is, what is the right thing in my current skill set and the capacity to do. Sort of there's things that are convenient and there's, I wonder if there are things that are highly inconvenient, where I would have to experience derision or hatred or, or death, or all those kinds of things, but it's truly the right thing to do. And that kind of balance is, I feel like in America, we don't have, it's, it's difficult to think in the current times, it seems easier to put yourself back in history, where you
20:10 Lex Fridman? can sort of objectively contemplate whether, how willing you are to do the right thing when the cost is high.
20:20 Speaker 01 True, but I think we do face those challenges today, and I think we can still ask ourselves those questions. So one stand that I took more than 40 years ago now was to stop eating meat, become a vegetarian at a time when you hardly met anybody who was a vegetarian, or if you did, they might have been a Hindu, or they might have had some weird theories about meat and health. And I know thinking about making that decision, I was convinced that it was the right thing to do, but I still did have to think, are all my friends going to think that I'm a crank because I'm now refusing to eat meat?
21:01 Speaker 01 So, you know, I'm not saying there were any terrible sanctions, obviously, but I, I thought about that and I guess I decided, well, I still think this is the right thing to do and if, I'll, I'll put up with that if it happens. And one or two friends were clearly uncomfortable with that decision. But, you know, that was pretty minor compared to the historical examples that we've been talking about. But other issues that we have around too, like global poverty and what we ought to be doing about that is, is another question where people, I think, can have, have the opportunity to take a stand on what's the right thing to do now. Climate change would be a third question where, again, people are taking a stand.
21:42 Speaker 01 You know, look at Greta Thunberg there and say, well, I think it must have taken a lot of courage for a, a schoolgirl to, to say, I'm going to go on strike about climate change and see what happens.
21:58 Lex Fridman? Yeah, especially in this divisive world. She gets exceptionally huge amounts of support and hatred, both.
22:04 Speaker 01 That's right.
22:04 Lex Fridman? She's very difficult for a teenager to operate in.
22:11 Lex Fridman? In your book, Ethics in the Real World, amazing book, people should check it out. Very easy read. Eighty-two brief essays on things that matter. One of the essays asks, should robots have rights? You've written about this, so let me ask, should robots have rights?
22:28 Speaker 01 If we ever develop robots capable of consciousness, capable of having their own internal perspective on what's happening to them so that their lives can go well or badly for them, then robots should have rights. Until that happens, they shouldn't.
22:48 Lex Fridman? So is consciousness essentially a prerequisite to suffering? So everything that possesses consciousness is capable of suffering, put another way. And if so, what is consciousness?
23:05 Speaker 01 I certainly think that consciousness is a prerequisite for suffering. You can't suffer if you're not conscious.
23:15 Speaker 01 But is it true that every being that is conscious will suffer or has to be capable of suffering? I suppose you could imagine a kind of consciousness, especially if we can construct it artificially, that's capable of experiencing pleasure, but just automatically cuts at the consciousness when they're suffering. Sort of like instant anesthesia, as soon as something is going to cause you suffering. So that's possible,
23:42 Speaker 01 but doesn't exist as far as we know on this planet yet.
23:48 Speaker 01 You asked what is consciousness. Philosophers often talk about it as there being a subject of experiences. So you and I and everybody listening to this is a subject of experience. There is a conscious subject who is taking things in, responding to it in various ways, feeling good about it, feeling bad about it. And that's different from the kinds of artificial intelligence we have now. I take out my phone, I ask Google directions to where I'm going. Google gives me the directions and I choose to take a different way. You know, Google doesn't care. It's not like I'm offending Google or anything like that. There is no subject of experiences there.
24:33 Speaker 01 And I think that's the indication that
24:38 Speaker 01 Google, the AI we have now is not conscious, or at least that level of AI is not conscious. And that's the way to think about it. Now, it may be difficult to tell, of course, whether a certain AI is or isn't conscious. It may mimic consciousness and we can't tell if it's only mimicking it or if it's the real thing. But that's what we're looking for. Is there a subject of experience, a perspective on the world from which things can go well or badly from that perspective?
25:07 Lex Fridman? So our idea of what suffering looks like comes from just watching ourselves when we're in pain, sort of.
25:18 Speaker 01 Or when we're experiencing pleasure, it's not only.
25:20 Lex Fridman? Pleasure and pain, yes. Yeah, so, and then you could actually, you could push back on this, but I would say that's how we kind of build an intuition about animals is we can infer the similarities between humans and animals and so infer that they're suffering or not based on certain things and they're conscious or not.
25:43 Lex Fridman? What if robots, you mentioned Google Maps? And I've done this experiment, so I work in robotics, just for my own self. I have several Roomba robots and I play with different speech interaction, voice-based interaction. And if the Roomba or the robot or Google Maps shows any signs of pain, like screaming or moaning or being displeased by something you've done, that, in my mind, I can't help but immediately upgrade it. And even when I myself programmed it in, just having another entity that's now, for the moment, disjoint from me, showing signs of pain, makes me feel like it is conscious.
26:28 Lex Fridman? Like I immediately, then, the, whatever, the, I immediately realize that it's not, obviously, but that feeling is there. So, sort of, I guess, I guess, what do you think about a world where Google Maps and Roombas are pretending to be conscious? And we, descendants of apes, are not smart enough to realize they're not? Or, or whatever, or that is conscious, they appear to be conscious? And so you then have to give them rights? The reason I'm asking that is that kind of capability may be closer than, than we realize?
27:08 Speaker 01 Yes, that kind of capability may be closer. But I don't think it follows that we have to give them rights. I suppose the, the argument for saying that in those circumstances we should give them rights is that if we don't, we'll harden ourselves against other beings who are not robots and who really do suffer. That's a possibility, that, you know, if we get used to looking at a being suffering and saying, yeah, we don't have to do anything about that, that being doesn't have any rights, maybe we'll feel the same about animals, for instance.
27:46 Speaker 01 And, interestingly, among philosophers and thinkers who denied that we have any direct duties to animals, and this includes people like Thomas Aquinas and Immanuel Kant. They did say, yes, but still it's better not to be cruel to them. Not because of the suffering we're inflicting on the animals, but because if we are, we may develop a cruel disposition. And this will be bad for humans, you know, because we're more likely to be cruel to other humans and that would be wrong. So.
28:23 Lex Fridman? But you don't accept that.
28:24 Speaker 01 I don't accept that as the basis of the argument for why we shouldn't be cruel to animals. I think the base of the argument for why we shouldn't be cruel to animals is just that we're inflicting suffering on them and the suffering is a bad thing.
28:36 Speaker 01 But possibly I might accept some sort of parallel of that argument as a reason why you shouldn't be cruel to these robots that mimic the symptoms of pain if it's going to be harder for us to distinguish.
28:50 Lex Fridman? I would venture to say, I'd like to disagree with you and with most people, I think. At the risk of sounding crazy, I would like to say that if that Roomba is dedicated to faking the consciousness and the suffering, I think it would be impossible for us.
29:13 Lex Fridman? I would like to apply the same argument as with animals to robots, that they deserve rights in that sense. Now, we might outlaw the addition of those kinds of features into Roombas, but once you do, I think I'm quite surprised by the upgrade in consciousness that the display of suffering creates. It's a totally open world, but I'd like to just sort of the difference between animals and other humans is that in the robot case, we've added it in ourselves. Therefore, we can say something about the, how real it is. But I would like to say that the display of it is what makes it real.
29:59 Lex Fridman? And there's some, and I'm not a philosopher, I'm not making that argument, but I at least like to add that as a possibility. And I've been surprised by it is all I'm trying to sort of articulate poorly, I suppose.
30:12 Speaker 01 So there is a philosophical view has been held about humans, which is rather like what you're talking about. And that's behaviorism. So behaviorism was employed both in psychology. People like B. F. Skinner was a famous behaviorist. But in psychology, it was more a kind of a, what is it that makes this science? Well, you need to have behavior because that's what you can observe. You can't observe consciousness.
30:38 Speaker 01 But in philosophy, the view defended by people like Gilbert Ryle, who was a professor of philosophy at Oxford, wrote a book called The Concept of Mind, in which, you know, in this kind of phase, this is in the 40s of linguistic philosophy. He said, well, the meaning of a term is its use. And we use terms like so and so is in pain when we see somebody writhing or screaming or trying to escape some stimulus. And that's the meaning of the term. So that's what it is to be in pain and you point to the behavior.
31:11 Speaker 01 And Norman Malcolm, who was another philosopher in this school from Cornell, had had the view that, you know, so what is it to dream? After all, we can't see other people's dreams. Well, when people wake up and say, I've just had a dream of, you know, here I was, undressed, walking down the main street or whatever it is you've dreamt. That's what it is to have a dream. It's to basically to wake up and recall something. So you could apply this to to what you're talking about and say, so what it is to be in pain is to exhibit these symptoms of pain behavior. And therefore, these robots are in pain. That's what the word means.
31:54 Speaker 01 But nowadays, not many people think that Ryle's kind of philosophical behaviorism is really very plausible. So I think they would say the same about your view.
32:02 Lex Fridman? So, yes, I just spoke with Noam Chomsky, who basically was part of dismantling the behaviorist movement. But and I'm with that. A hundred percent for studying human behavior. But I am one of the few people in the world who has made Roombas scream in pain. And I just don't know what to do with that empirical evidence. Because it's hard, sort of philosophically, I agree. But the only reason I philosophically agree in that case is because I was the programmer. Well, if somebody else was a programmer, I'm not sure I would be able to interpret that well.
32:46 Lex Fridman? So it's a, I think it's a new world. That I was just curious what your thoughts are. For now, you feel that the display of the, what we can kind of intellectually say is a fake display of suffering is not suffering.
33:08 Speaker 01 That's right. That would be my view. But that's consistent, of course, with the idea that it's part of our nature to respond to this display if it's reasonably authentically done. And therefore, it's understandable that people would feel this. And maybe, as I said, it's even a good thing that they do feel it. And you wouldn't want to harden yourself against it because then you might harden yourself against beings who are really suffering.
33:34 Lex Fridman? But there's this line, you know, so you said, once a artificial general intelligence system, a human level intelligence system become conscious. I guess if I could just linger on it. Now, I've wrote really dumb programs that just say things that I told them to say. But how do you know when a, when a system like Alexa, which is sufficiently complex that you can't introspect to how it works, starts giving you signs of consciousness through natural language? That there, there's a, there's a feeling, there's another entity there that's self-aware, that has a fear of death, of mortality, that has awareness of itself that we kind of associate with other living creatures.
34:20 Lex Fridman? I guess I'm sort of trying to do the slippery slope from the very naive thing where I started into into something where it's sufficiently a black box to where it's starting to feel like it's conscious. Where's that threshold? Where you would start getting uncomfortable with the idea of robots suffering, do you think?
34:42 Speaker 01 I don't know enough about the programming that we go into this really to answer this question. But I presume that somebody who does know more about this could could look at the program and see whether we can explain the behaviors in a parsimonious way that doesn't require us to suggest that some sort of consciousness has emerged. Or alternatively, whether you're in a situation where you say, I don't know how this is happening. The program does generate a kind of artificial general intelligence, which is autonomous, you know, starts to do things itself and is autonomous of the basics programming that set it up.
35:27 Speaker 01 And so it's quite possible that actually we have achieved consciousness in a system of artificial intelligence.
35:35 Lex Fridman? Sort of the the approach that I work with, most of the community is really excited about now is with learning methods, some machine learning. And the learning methods are unfortunately are not capable of revealing, which is why somebody like Noam Chomsky criticizes them. You've created powerful systems that are able to do certain things without understanding the the theory, the physics, the science of how it works. And so it's possible if those are the kinds of methods that succeed, we won't be able to know exactly, sort of try to reduce, try to find whether this thing is conscious or not, this thing is intelligent or not. It's simply giving, when we talk to it,
36:18 Lex Fridman? it displays wit and humor and cleverness and emotion and fear. And then we won't be able to say, where in the billions of nodes, neurons in this artificial neural network is the fear coming from? So in that case, that's a really interesting place where we do now start to return to behaviorism and say.
36:45 Speaker 01 Yeah, that is an interesting issue. I would say that if we have serious doubts and think it might be conscious, then we ought to try to give it the benefit of the doubt. Just as I would say with animals. I think we can be highly confident that vertebrates are conscious, but when we get down and some invertebrates like the octopus. But with insects, it's much harder to be confident of that. I think we should give them the benefit of the doubt where we can, which means, you know, I think it would be wrong to torture an insect. But this doesn't necessarily mean it's wrong to slap a mosquito
37:30 Speaker 01 that's about to bite you and stop you getting to sleep. So I think you try to achieve some balance in these circumstances of uncertainty.
37:40 Lex Fridman? If it's okay with you, if we can go back just briefly. So forty four years ago, like you mentioned, forty plus years ago, you've written Animal Liberation, the classic book that started, that launched, was the foundation of the movement of animal liberation. Can you summarize the key set of ideas that underpinned that book?
38:01 Speaker 01 Certainly, the key idea that underlies that book is the concept of speciesism, which I did not invent that term. I took it from a man called Richard Ryder, who was in Oxford when I was. And I saw a pamphlet that he'd written about experiments on chimpanzees that used that term. But I think I contributed to making it philosophically more precise and to getting it into a broader audience. And the idea is that we have a bias or a prejudice against taking seriously the interests of beings who are not members of our species. Just as in the past, Europeans, for example,
38:43 Speaker 01 had a bias against taking seriously the interests of Africans, racism. And men have had a bias against taking seriously the interests of women, sexism. So I think something analogous, not completely identical, but something analogous. Goes on and has gone on for a very long time with the way humans see themselves vis a vis animals. We see ourselves as more important. We see animals as existing to serve our needs in various ways. And you're gonna find this very explicit in earlier philosophers from Aristotle
39:21 Speaker 01 through to Kant and others. And either we don't need to take their interests into account at all, or we can discount it because they're not humans. They can a little bit, but they don't count nearly as much as humans do. My book argues that that attitude is responsible for a lot of the things that we do to animals that are wrong, confining them indoors in very crowded, cramped conditions in factory farms to produce meat or eggs or milk more cheaply, using them in some research that's by no means essential for our survival or
40:02 Speaker 01 well-being. And a whole lot, you know, some of the sports and things that we do to animals. So I think that's unjustified because I think the significance of pain and suffering does not depend on the species of the being who is in pain or suffering, any more than it depends on the race or sex of the being who is in pain or suffering. And I think we ought to rethink our treatment of animals along the lines of saying, if the pain is just as great in animal, then it's just as bad that it happens as if it were a human.
40:41 Lex Fridman? Maybe if I could ask, I apologize, hopefully it's not a ridiculous question, but so as far as we know, we cannot communicate with animals through natural language. But we would be able to communicate with robots. So returning to sort of a small parallel between perhaps animals and the future of AI. If we do create an AGI system, or as we approach creating that AGI system, what kind of questions would you ask her to try to intuit whether
41:20 Lex Fridman? whether there is consciousness, whether, or more importantly, whether there's capacity to suffer?
41:29 Speaker 01 I might ask the AGI what she was feeling to, well, does she have feelings? And if she says yes, to describe those feelings, to describe what they were like, to see what the phenomenal account of consciousness is like. That's one question. I might also try to find out if the AGI has a sense of itself. So, for example, the idea, would you, you know, we often ask people, so suppose you were in a car accident and your brain were transplanted into someone else's body. Do you think you would survive? Or would it be the person whose body was still surviving, you know, your body having been destroyed?
42:15 Speaker 01 And most people say, I think I would, you know, if my brain was transplanted along with my memories and so on, I would survive. So we could ask AGI those kinds of questions. If they were transferred to a different piece of hardware, would they survive? What would survive? Get that that sort of concept.
42:32 Lex Fridman? Sort of on that line, another perhaps absurd question, but do you think having a body is necessary for consciousness? So, do you think digital beings can suffer?
42:48 Speaker 01 Presumably, digital beings need to be running on some kind of hardware, right?
42:54 Lex Fridman? Yeah, that ultimately boils down to, but this is exactly what you just said, is moving the brain form place.
42:59 Speaker 01 Right, so you could move it to a different kind of hardware, you know, and they could say, look, you know, your hardware is needs is getting worn out. We're going to transfer you to a fresh piece of hardware. So we're going to shut you down for a time, but don't worry, you know, you'll be running very soon on a nice, fresh piece of hardware. And you could imagine this conscious AGI saying, that's fine. I don't mind having a little rest. Just make sure you don't lose me or something like that.
43:25 Lex Fridman? Yeah, I mean, that's an interesting thought that even with us humans, the suffering is in the software. We, we right now don't know how to repair the hardware.
43:35 Speaker 01 Yeah.
43:36 Lex Fridman? But we're, we're getting better at it and better. And the idea, I mean, a lot of, some people dream about one day being able to transfer certain aspects of the software to another piece of hardware.
43:50 Lex Fridman? What do you think, just on that topic, there's been a lot of exciting innovation in brain-computer interfaces? I don't know if you're familiar with the companies like Neuralink with Elon Musk, communicating both ways from a computer, being able to send, activate neurons, and being able to read spikes from neurons. With the dream of being able to expand, sort of increase the bandwidth at which your brain can like look up articles on Wikipedia, kind of thing.
44:22 Speaker 01 Yeah.
44:22 Lex Fridman? Sort of expand the knowledge capacity of the brain. Do you think that notion is, is that interesting to you? As the expansion of the human mind?
44:32 Speaker 01 Yes, that's very interesting. I'd love to be able to have that increased bandwidth. And I, you know, I want better access to my memory, I have to say, too. As I get older, you know, you, I talked to my wife about things that we did 20 years ago or something. Her memory is often better about particular events. Where were we? Who was at that event? What did he or she wear even? She may know, and I have not the faintest idea about this, but perhaps it's somewhere in my memory. And if I had this extended memory, I could, I could search that particular year and rerun those things. I think that would be great.
45:06 Lex Fridman? In some sense, we already have that by storing so much of our data online, like pictures of different events.
45:11 Speaker 01 Yes, well Gmail is fantastic for that because, you know, people, people email me as if they know me well, and I haven't got a clue who they are, but then I search for their name. And I guess they emailed me in 2007, and I know who they are now.
45:24 Lex Fridman? Yeah, so we're already, we're taking the first steps already. So on the flip side of AI, people like Stuart Russell and others focus on the control problem, value alignment in AI, which is the problem of making sure we build systems that align to our own values, our ethics. Do you think, sort of high level, how do we go about building systems? Do you think, is it possible that align with our values, align with our human ethics? Or living being ethics?
45:56 Speaker 01 Presumably, it's, it's possible to do that. I know that a lot of people who think that there's a real danger that we won't, that we'll more or less accidentally lose control of AGI.
46:08 Lex Fridman? Do you have that fear yourself personally?
46:13 Speaker 01 I'm not quite sure what to think. I talked to philosophers like Nick Bostrom and Toby Ord, and they think that this is a real problem we need to worry about. Then I talked to people who work for Microsoft or DeepMind or somebody, and they say, no, we're not really that close to producing AGI, you know, superintelligence.
46:36 Lex Fridman? So if you look at Nick Bostrom's sort of the arguments, it's very hard to defend. So I'm, of course, an I M S F engineer, A I system. So I'm more with the DeepMind folks where it seems that we're really far away. But then the counterargument is, is there any fundamental reason that we'll never achieve it? And if not, then eventually there'll be a dire existential risk. So we should be concerned about it. And do you have, do you have, do you find that argument at all appealing in this domain or any domain? That eventually this will be a problem, so we should be worried about it?
47:14 Speaker 01 Yes, I think it's a problem. I think there's, that's a valid point. Of course, when you say eventually,
47:26 Speaker 01 that raises the question, how far off is that? And is there something that we can do about it now? Because if we're talking about this is going to be 100 years in the future, and you consider how rapidly our knowledge of artificial intelligence has grown in the last 10 or 20 years, it seems unlikely that there's anything much we could do now that would influence whether this is going to happen 100 years in the future. You know, people in 80 years in the future would be in a much better position to say, this is what we need to do to prevent this happening than we are now. So to some extent, I find that reassuring. But I'm all in favor of some people doing research into this to see if indeed it is that far off, or if we are in a position to do something about it sooner.
48:12 Speaker 01 I'm, I'm very much of the view that extinction is a terrible thing. And therefore, even if the risk of extinction is very small,
48:23 Speaker 01 We can reduce that risk, that's something that we ought to do. My disagreement with some of these people who talk about long-term risks, extinction risks, is only about how much priority that should have as compared to present questions.
48:37 Lex Fridman? If you look at the math of it from a utilitarian perspective, if it's existential risk, so everybody dies, that there's like, it feels like an infinity in the math equation, that that makes the math with the priorities difficult to do. That if we don't know the time scale, and you can legitimately argue that it's non-zero probability that it'll happen tomorrow,
49:05 Lex Fridman? that how do you deal with these kinds of existential risks? Like from nuclear war, from nuclear weapons, from biological weapons, from... I'm not sure if global warming falls into that category, because global warming is a lot more gradual.
49:21 Speaker 01 And people say it's not an existential risk because there'll always be possibilities of some humans existing, farming Antarctica or northern Siberia or something of that sort, yeah.
49:31 Lex Fridman? But you don't find the sort of the the complete existential risks a fundamental, like an overriding part of the equations of ethics of what?
49:41 Speaker 01 No, certainly if you if you treat it as an infinity, then it plays havoc with any calculations. But arguably, we shouldn't. I mean, one of the ethical assumptions that goes into this is that the loss of future lives, that is of merely possible lives of beings who may never exist at all,
50:03 Speaker 01 is in some way comparable to the sufferings or deaths of people who who do exist at some point. And that's not clear to me. I think there's a case for saying that, but I also think there's a case for taking the other view. So that has some impact on it. Of course, you might say, ah, yes, but still, if there's some uncertainty about this and the the costs of extinction are infinite, then still it's going to overwhelm everything else. But I suppose I... I'm not convinced of that. I'm not convinced that it's really infinite here. And even Nick Bostrom in his discussion of this doesn't claim that there'll be an infinite
50:46 Speaker 01 number of lives lived. He, what is it, 10 to the 56th or something? It's a vast number that I think he calculates. This is assuming we can upload consciousness onto these, you know, digital forms and therefore they'll be much more energy efficient. But he calculates the amount of energy in the universe or something like that. So the numbers are vast but not infinite, which gives you some prospect maybe of resisting some of the argument.
51:12 Lex Fridman? The beautiful thing with Nick's arguments is he quickly jumps from the individual scale to the universal scale, which is just awe inspiring to think of.
51:21 Speaker 01 Right.
51:21 Lex Fridman? When you think about the entirety of the span of time of the universe. It's both interesting from a computer science perspective, AI perspective, and from an ethical perspective, the idea of utilitarianism. Could you say what is utilitarianism?
51:36 Speaker 01 Utilitarianism is the ethical view that the right thing to do is the act that has the greatest expected utility, where what that means is it's the act that will produce the best consequences discounted by the odds that you won't be able to produce those consequences, that something will go wrong. But in a simple case, let's assume we have certainty about what the consequence of our actions will be, then the right action is the action that will produce the best consequences.
52:07 Lex Fridman? Is that always, and by the way, there's a bunch of nuanced stuff that you talk with Sam Harris on this podcast on that people should go listen to. It's great. It's like two hours of moral philosophy discussion, but is that an easy calculation?
52:22 Speaker 01 No, it's a difficult calculation. And actually, there's one thing that I need to add, and that is utilitarians.
52:30 Speaker 01 Certainly, the classical utilitarians think that by best consequences, we're talking about happiness and the absence of pain and suffering. There are other consequentialists who are not really utilitarians, who say there are different things that could be good consequences. Justice, freedom, you know, human dignity, knowledge, they all count as good consequences too. And that makes the calculations even more difficult, because then you need to know how to balance these things off. If you are just talking about well-being, using that term to express happiness and the absence of suffering, I think that the calculation becomes more manageable in a philosophical sense.
53:13 Speaker 01 It's still, in practice, we don't know how to do it. We don't know how to measure quantities of happiness and misery. We don't know how to calculate the probabilities that different actions will produce this or that. So at best, we can use it as a, as a rough guide to different actions, and one where we have to focus on the short-term consequences, because we just can't really predict all of the longer-term ramifications.
53:41 Lex Fridman? So what about the sort of, what about the, the extreme suffering of very small groups? Sort of utilitarianism is focused on the overall aggregate, right? How do you, would you say you yourself are a utilitarian?
53:58 Speaker 01 Yes, I'm a utilitarian.
53:59 Lex Fridman? Sort of, do you, what do you make of the, the difficult ethical, maybe poetic suffering of very few individuals?
54:11 Speaker 01 I think it's possible that that gets overridden by benefits to very large numbers of individuals. I think that can, can be the right answer. But before we conclude that it is the right answer, we have to know how severe the suffering is, and how that compares with the, the benefits. So I, I tend to think that extreme suffering...
54:34 Speaker 01 Is worse than, or is further, if you like, below the neutral level than extreme happiness or bliss is above it. So when I think about the worst experiences possible and the best experiences possible, I don't think of them as equidistant from neutral. So like it's a scale that goes from minus a hundred through zero as a neutral level to plus a hundred. Because I know that I would not exchange an hour of my most pleasurable experiences for an hour of my most painful experiences. Even I wouldn't have an hour of my most painful experiences even for two hours or 10 hours of my most painful experiences. Did I say that correctly?
55:19 Lex Fridman? Yeah, maybe 20 hours then. It's like 21. What's the exchange rate?
55:23 Speaker 01 So that's the question. What is the exchange rate? But I think it's, it can be quite high. So that's why you shouldn't just assume that, you know, it's okay to make one person suffer extremely in order to make two people much better off. It might be a much larger number. But at some point, I do think you should aggregate and, and the result will be, even though it violates our intuitions of justice and fairness, whatever it might be, of giving priority to those who are worse off, at some point, I still think that will be the right thing to do.
56:00 Lex Fridman? Yeah, some complicated nonlinear function. Can I ask a sort of out there question is the more and more we put our data out there, the more we're able to measure a bunch of factors of each of our individual human lives. And I could foresee the ability to estimate well being of whatever we public, we together collectively agree and is a good objective function for, from a utilitarian perspective. Do you think? Do you think it'll be possible and is a good idea to push that kind of analysis to make then public decisions, perhaps with the help of AI, that, you know, here's a tax rate, here's a tax rate at which well-being will be optimized?
56:44 Speaker 01 Yeah, that would be great if we could, if we really knew that, if we really could calculate that.
56:49 Lex Fridman? No, but do you think it's possible to converge towards an agreement amongst humans, towards an objective function, or is it just a hopeless pursuit?
56:58 Speaker 01 I don't think it's hopeless. I think it's difficult, would be difficult to get converged towards agreement, at least at present, because some people would say, you know, I've got different views about justice, and I think you ought to give priority to those who are worse off, even though I acknowledge that the gains that the worse off are making are less than the gains that those who are sort of medium badly off could be making. So we still have all of these intuitions that we, we argue about. So I don't think we would get agreement, but the fact that we wouldn't get agreement doesn't show that there isn't a right answer there.
57:34 Lex Fridman? Do you think, who gets to say what is right and wrong? Do you think there's place for ethics oversight from, from the government? So I'm thinking in the case of AI overseeing what is, what kind of decisions AI can make or not. But also, if you look at animal, animal rights, or rather not rights, or perhaps rights, but the ideas you've explored in Animal Liberation, who gets to, so you eloquently, beautifully write in your book that this, you know, we shouldn't do this, but is there some harder rules that should be imposed? Or is this a collective thing we converge towards as a society and thereby make the better and better ethical decisions?
58:19 Speaker 01 Politically, I'm still a Democrat despite looking at the flaws in democracy and the way it doesn't work always very well. So I don't see a better option than allowing the public to vote for governments in accordance with their policies. And I hope that they will vote for policies that reduce the suffering of animals and reduce the suffering of distant humans, whether geographically distant or distant because they're future humans. But I recognize that democracy isn't really well set up to do that. And in a sense, you could
58:59 Speaker 01 imagine a wise and benevolent, you know, omnibenevolent leader who would do that better than democracies could. But in the world in which we live, it's difficult to imagine that this leader isn't going to be corrupted by a variety of influences. You know, we've, we've had so many examples of people who've taken power with good intentions and then have ended up being corrupt and favoring themselves. So I don't know, that's why, as I say, I don't know that we have a better system than democracy to make these decisions.
59:37 Lex Fridman? Well, so you also discuss effective altruism, which is a mechanism for going around government, for putting the power in the hands of the people to donate money towards causes to help, you know, to, you know, remove the middleman and give it directly to the, to the causes they care about. Sort of, maybe this is a good time to ask, you've 10 years ago wrote The Life You Can Save, that's now, I think, available for free online?
1:00:08 Speaker 01 That's right. You can download either the ebook or the audiobook free from thelifeyoucansave.org.
1:00:15 Lex Fridman? And what are the key ideas that you present in the book?
1:00:20 Speaker 01 The main thing I want to do in the book is to make people realize that it's not difficult to help people in extreme poverty, that there are highly effective organizations now that are doing this, that they've been independently assessed and verified by research teams that are expert in this area, and that it's a fulfilling thing to do to, for at least part of your life, you know, we can't all be saints, but at least one of your goals should be to really make a positive contribution to the world and to do something to help people who through no fault of their own are in very dire circumstances and living a life that is barely, or perhaps not at all,
1:01:06 Speaker 01 a decent life for a human being to live.
1:01:09 Lex Fridman? So you describe a a minimum ethical standard of giving. What advice would you give to people that want to be effectively altruistic in their life, like live an effective altruism life?
1:01:26 Speaker 01 There are many different kinds of ways of living as an effective altruist. And if you're at the point where you're thinking about your long-term career, I'd recommend you take a look at a website called 80,000 Hours, 8000hours.org, which looks at ethical career choices. And they range from, for example, going to work on Wall Street so that you can earn a huge amount of money and then donate most of it to effective charities, to going to work for a really good nonprofit organization so that you can directly use your skills and ability and hard work to further a good cause. Or perhaps going into politics, maybe small chances, but big payoffs in politics.
1:02:12 Speaker 01 Go to work in the public service where if you're talented, you might rise to a higher level where you can influence decisions. Uh do research in an area where the payoff could be great. There are a lot of different opportunities, but um too few people are even thinking about those questions. They're just going along in some sort of preordained route uh to particular careers. Maybe they think they'll earn a lot of money and have a comfortable life, but they may not find that as fulfilling as actually knowing that they're making a positive difference to the world.
1:02:42 Lex Fridman? What about in terms of uh so that's like long term eighty thousand hours, sort of shorter term giving part of well, actually, it's a part of that and go to walk work at Wall Street. If you would like to give a percentage of your income that you talk about and life you can save that I mean, it's it's it I was looking through it's quite a compelling. Um it's I mean, I'm I'm uh I'm just a dumb engineer, so I like their simple rules. There's a nice percentage.
1:03:10 Speaker 01 Okay, so I do actually set out suggested levels of giving because people often ask me about this. Um a popular answer is, you know, give ten percent, the traditional tithe that's recommended in Christianity and also Judaism. Uh but you know, why should it be the same percentage irrespective of your income? Uh tax scales reflect the idea that the more income you have, the more you can pay tax, and I think the same is true in what you can give. So uh I I do set out a progressive donor scale, which starts at at one percent for people on modest incomes and rises to thirty three and a third percent for people who are really earning a lot.
1:03:51 Speaker 01 And my idea is that I don't think any of these amounts really impose real hardship on on people uh because they are progressive and geared to income. Uh so I think anybody can do this and can know that they're doing something significant to play their part in reducing the huge gap between people in extreme poverty in the world and people living affluent lives.
1:04:19 Lex Fridman? And aside from it being an ethical life, it's one that you find more fulfilling because like there's something about our human nature that or some of our human natures, maybe most of our human nature that. Enjoys doing the ethical thing.
1:04:38 Speaker 01 Yes, I make both those arguments, that it is an ethical requirement in the kind of world we live in today to help people in great need when we can easily do so. But also that it is a rewarding thing and there's good psychological research showing that people who give more tend to be more satisfied with their lives. And I think this has something to do with having a purpose that's larger than yourself. And therefore, never being, if you like, never being bored sitting around, oh, you know, what will I do next? I've got nothing to do. In a world like this, there are many good things that you can do and enjoy doing them. Plus, you're working with other people in the effective altruism movement who are
1:05:21 Speaker 01 forming a community of other people with similar ideas and they tend to be interesting, thoughtful and good people as well. And having friends of that sort is another big contribution to having a good life.
1:05:33 Lex Fridman? So we talked about big things that are beyond ourselves, but we're we're also just human and mortal. Do you ponder your own mortality? Is there insights about your philosophy, the ethics that you gain from pondering your own mortality?
1:05:52 Speaker 01 Clearly, you know, as you get into your seventies, you can't help thinking about your own mortality.
1:06:00 Speaker 01 But I don't know that I have great insights into that from my philosophy. I don't think there's anything after the death of my body, you know, assuming that we won't be able to upload my mind into anything at the time when I die. So I don't think there's any afterlife or anything to look forward to in that sense.
1:06:18 Lex Fridman? Do you fear death? So if you look at Ernest Becker and describing the motivating aspects of our ability to be cognizant of our mortality. Do you have any of those elements in your drive and your motivation in life?
1:06:38 Speaker 01 I suppose the fact that you have only a limited time to achieve the things that you want to achieve gives you some sort of motivation to get going and achieving them. And if we thought we were immortal, we might say, ah, you know, I can put that off for another decade or two. So there's that about it. But otherwise, you know, no, I'd rather have more time to do more. I'd also like to be able to see how things go that I'm interested in. Is climate change going to turn out to be as dire as a lot of scientists say that it is going to be? Will we somehow scrape through with less damage than we thought? I'd really like to know the answers to those questions, but I guess I'm not going to.
1:07:18 Lex Fridman? Well, you said there's nothing afterwards. So let me ask the even more absurd question. What do you think is the meaning of it all?
1:07:26 Speaker 01 I think the meaning of life is the meaning we give to it. I don't think that we were brought into the universe for any kind of larger purpose. But given that we exist, I think we can recognize that some things are objectively bad. Extreme suffering is an example, and other things are objectively good, like having a rich, fulfilling, enjoyable, pleasurable life. And we can try to do our part in reducing the bad things and increasing the good things.
1:08:02 Lex Fridman? So one way, the meaning is to do a little bit more of the good things, objectively good things, and a little bit less of the bad things.
1:08:12 Speaker 01 Yes, or do as much of the good things as you can and as little of the bad things.
1:08:17 Lex Fridman? Peter, beautifully put. I don't think there's a better place to end it. Thank you so much for talking today.
1:08:21 Speaker 01 Thanks very much. It's been really interesting talking to you.
1:08:24 Lex Fridman? Thanks for listening to this conversation with Peter Singer, and thank you to our sponsors, Cash App and MasterClass. Please consider supporting the podcast by downloading Cash App and use the code LEXPODCAST and signing up at masterclass.com/lex. Click the links, buy all the stuff. It's the best way to support this podcast and the journey I'm on, my research and startup. If you enjoy this thing, subscribe on YouTube, review it with 5000 app a podcast, support on Patreon, or connect with me on Twitter at Lex Fridman, spelled without the E, just F R I D M A N. And now, let me leave you with some words from Peter Singer.
1:09:09 Lex Fridman? What one generation finds ridiculous, the next accepts. And the third shudders when looks back at what the first did. Thank you for listening and hope to see you next time.
Previous #106 – Matt Botvinick: Neuroscience, Psychology, and AI at DeepMind Next #108 – Sergey Levine: Robotics and Machine Learning Page updated October 26, 2026 · transcript and summary are machine-generated
