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Lee Cronin: Origin of Life, Aliens, Complexity, and Consciousness | Lex Fridman Podcast #269


small model | large model

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The following is a conversation with Lee Cronin, a chemist from the University of Glasgow who's one of the most fascinating, brilliant, out of the box thinking scientists have ever spoken to.
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This episode was recorded more than two weeks ago. So the war in Ukraine is not mentioned. I have been spending a lot of time each day talking to people in Ukraine and Russia. I have family, friends, colleagues and loved ones in both countries.
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I will try to release a solo episode on this war, but I've been failing to find the words that make sense of it, for myself and others. So I may not. I ask for your understanding no matter which path I take.
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Most of my time is spent trying to help as much as I can privately. I'm talking to people who are suffering, who are angry, afraid.
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When I returned to this conversation with Lee, I couldn't help but smile. He's a beautiful, brilliant and hilarious human being. He's basically a human manifestation of the mad scientist Rick Sanchez from Rick and Morty.
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I thought about quitting this podcast for a time, but for now at least I'll keep going. I love people too much. You the listener. I meet folks on the street or when I run. You say a few kind words about the podcast and we talk about life, the small things and the big things. All of it gives me hope.
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People are just amazing. You are amazing. I ask for your support, wisdom and patience as I keep going with this silly little podcast, including through some difficult conversations.
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And hopefully many fascinating and fun ones too.
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This is the Lux Friedman podcast. To support it, please check out our sponsors in the description. And now, dear friends, here's Lee Cronin.
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How do you think life originated on Earth and what insights does that give us about life?
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If we go back to the origin of Earth and you think about maybe 4.7, 4.6, 4.5 billion years ago, planet was quite hot. There was a limited number of minerals.
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There was some carbon, some water. And I think that maybe it's a really simple set of chemistry that we really don't understand.
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So that means you've got a finite number of elements that are going to react very simply with one another and out of that mess comes a cell. So literally sand turns into cells and it seems to happen quick.
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So what I think I can say with some degree of I think not certainty but curiosity, genuine curiosity is that life happened fast.
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Yeah. So when we say fast, this is a pretty surprising fact and maybe you can actually correct me and elaborate.
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But it seems like most like 70 or 80% of the time that Earth has been around has been life on it, like some very significant percentage.
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So when you say fast, like the slow part is from single cell or from bacteria to some more complicated organisms.
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It seems like most of the time that Earth has been around, it's been single cell or like very basic organisms like a couple of billion years.
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But yeah, you're right. That's really, I recently kind of revisited our history and saw this and I was just looking at the timeline.
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Wait a minute, like how did life just spring up so quickly, like really quickly? That makes me think that it really wanted to like put another way.
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It's very easy for life to spring.
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Yeah, I agree. I think it's much more inevitable.
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And I think I try to kind of not provoke but try and push chemists to think about because chemists are essential to this problem, right?
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Understanding the origin of life on Earth at least because we're made of chemistry.
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But I wonder if the origin of life on a planet also, the emergence of life on the planet is as common as the formation of a star.
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And if you start framing it in that way, it allows you to then look at the universe slightly differently because, and we can get into this I think in quite some detail.
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But I think to come back to your question, I have little idea of how life got started, but I know it was simple.
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And I know that the process of selection had to occur before the biology was established so that selection built the framework from which life kind of grew in complexity and capability and functionality and autonomy.
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And I think these are all really important words that we can unpack over the next while.
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Can you say all the words again?
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So you said selection, so natural selection, the original A B testing.
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And then complexity and then the degree of autonomy and sophistication because I think that people misunderstand what life is.
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Some people say that life is a cell and some people that say that life is a virus or life is a, you know, an on off switch.
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I don't think it's that life is the universe developing a memory and the laws of physics and the way, well, there are no laws of physics.
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Physics is just memory free stuff.
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So there's only a finite number of ways you can arrange the fundamental particles to do the things.
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Life is the universe developing a memory.
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So it's like sewing a piece of art slowly and then you can look back at it.
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So there's a stickiness to life.
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It's like universe doing stuff and when you say memory, it's like there's a stickiness to a bunch of the stuff it's building together.
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So like you can in a stable way trace back the complexity and that tells a coherent story.
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Yeah.
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Okay.
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That's, by the way, very poetic and beautiful.
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Life is the universe developing a memory.
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Okay.
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And then there's autonomy.
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You said complexity we'll talk about, but it's a really interesting idea that selection preceded biology.
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Yeah, I think.
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So what, first of all, what is chemistry?
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Like the sand still count as chemistry?
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Sure.
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I mean, as a chemist, the card carrying chemist, if I'm allowed a card, I don't know.
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I don't know what I am most days.
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What is the card made of?
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What's the chemical composition of the card?
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So what is chemistry?
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Well, chemistry is the thing that happens when you bring electrons together and you form bonds.
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So bonds, I say to people when they talk about life elsewhere and I just say, well, there's bonds, there's hope because bonds allow you to get heterogeneity.
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They allow you to record those memories or at least on earth.
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Or at least on earth, you could imagine, you know, a Stanislaw Lemtripe world where you might have life emerging or intelligence emerging before life.
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That may be something like Solaris or something.
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But, you know, to get to selection, if atoms can combine and form bonds, those bonds, those atoms can bond to different elements and those molecules will have different identities and interact with each other differently.
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And then you can start to have some degree of causation or interaction and then selection and then existence.
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And then you go up the kind of the path of complexity.
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And so at least on earth, as we know it, there is a sufficient pool of available chemicals to start searching that combinatorial space or bonds.
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So, okay, this is a really interesting question.
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Let's lay it out.
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So, bonds, almost like cards.
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We say there's bonds, there is life, there's intelligence, there's consciousness.
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And what you just made me realize is those can emerge or let's put bonds aside, those can emerge in any order.
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That's really brilliant.
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So, intelligence can come before life.
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It's like, panpsychists believe that consciousness, I guess, comes before life and before intelligence.
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So, consciousness permeates all matter.
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It's some kind of fabric of reality.
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So, within this framework, you can kind of arrange everything, but you need to have the bonds that precedes everything else.
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Oh, and the other thing is selection.
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So, the mechanism of selection, that could proceed, couldn't that proceed bonds to whatever the hell selection is?
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So, I would say that there is an elegant order to it.
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Bonds allow selection, allows the emergence of life, allows the emergence of multicellularity and then more information processing, building state machines all the way up.
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However, you could imagine a situation if you had, I don't know, a neutron star or a sun or what, a ferromagnetic loops interacting with one another.
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And these oscillators building state machines and these state machines reading something out in the environment.
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Over time, these state machines would be able to literally record what happened in the past and sense what's going on in the present and imagine the future.
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However, I don't think it's ever going to be within a human comprehension, that type of life.
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I wouldn't count it out because, you know, whenever you, I know in science, whenever I say something's impossible, I then wake up the next day and say, you know, that's actually wrong.
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I mean, there are some limits, of course.
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I don't see myself traveling fast and light anytime soon.
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Eric Weinstein says that's possible, so he will say you're wrong.
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Sure, but I'm an experimentalist as well.
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So one of my, I have two superpowers.
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My stupidity, and I don't mean that as a, you know, I'm like absolutely completely witness, but I mean my ability to kind of just start again and ask the question and then do it with an experiment.
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I always wanted to be a theoretician growing up, but I just didn't have the, just didn't have the intellectual capability, but I was able to think of experiments in my head.
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I could then do in my lab or in the, you know, when I was a child outside and then those experiments in my head and then outside reinforced one another.
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So I think that's a very good way of kind of grounding the science, right?
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Well, that's the nice way to think about theoreticians is they're just people who run experiments in their head.
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I mean, that's exactly what Einstein did, right?
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But you're also capable of doing that in the head, in your head, inside your head and in the real world and the connection between the two.
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The connection between the two is when you first discovered your superpower stupidity.
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I like it.
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Okay.
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What's the second superpower?
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Your accent?
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Or is that?
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Well, I don't know.
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I am genuinely curious.
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So I have a, you know, like everybody, ego problems, but my curiosity is bigger than my ego.
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So as long as that happens, I can, I can.
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That's awesome.
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That is so powerful.
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You're just dropping some powerful lines of curiosity is bigger than ego.
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That's something I have to think about because you always struggle about the role of ego in life.
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And that's, that's so nice to think about.
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Don't think about the size of ego, the absolute size of ego.
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Think about the relative size of ego to the other, the other horses pulling at you.
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And if the curiosity one is bigger than ego will do just fine and make you fun to talk to.
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Anyway, so those are the two superpowers.
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How do those connect to natural selection or selection and bonds?
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And I forgot already life and consciousness.
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So we're going back to selection in the universe and origin of life on earth.
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I mean, selection is a, I'm convinced that selection is a force in the universe.
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So not mean not a fundamental force, but a, but a directing, but it is a directing force because existence, although existence appears to be the default, the existence of what?
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Why does, we can get to this later, I think, but it's amazing that, that discrete things exist.
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And, you know, you see this cup, it's not the, you know, sexiest cup in the world, but it's pretty functional.
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This cup, the complexity of this cup isn't just in the object.
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It is literally the lineage of people making cups and recognizing that, seeing that in their head, making an abstraction of a cup and then making a different one.
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So I wonder how many billions of cups have, you know, come before this one.
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And that's a process of selection and existence.
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And the only reason the cup is still uses quite useful like the handle, you know, it's convenient so I don't die and keep hydration.
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And so I think we are missing something fundamental in the universe about selection.
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And I think what biology is, is a, is a selection amplifier.
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And that the, this is where autonomy comes in.
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And actually I think that how humanity is going to humans and, and autonomous robots or whatever we're going to call them in the future, we'll, we'll supercharge that even further.
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So selection is happening in the universe.
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But if you look in the asteroid belt selection, if objects are being kicked in and out the asteroid belt, those trajectories are quite complex.
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You don't really look at that as productive selection because it's not doing anything to improve its function.
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But is it the asteroid belt has existed for some time.
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So there is some selection going on, but the functionalities is somewhat limited on earth at the formation of earth.
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Interaction of chemicals and molecules in the environment gave selection and then things could happen.
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Because you could think about in chemistry, we can have an infinite number of reactions happen, but they don't all have, all the reactions are allowed to happen, don't happen.
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Why? Because they're energy barriers.
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So there must be some things called catalysts out there or there are bits of minerals that when two molecules get together on that mineral, it lowers the energy barrier for the reaction.
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And so the reaction is promoted.
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So suddenly you get one reaction over another series of possibilities occurring that makes a particular molecule.
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And this keeps happening in steps.
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And before you know it, these almost these waves as discrete reactions work together and you start to build a machinery that is run by existence.
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So as you go forward in time, the fact of the molecules, the bonds are getting, there are more bonds in a molecule, there's more function, there's more capability for this molecule to interact with other molecules to redirect them.
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It's like a series of little, and I don't want to use this term too much, but it's almost thinking about the simplest von Neumann constructor.
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That's the simplest molecule that could build a more complicated molecule to build a more complicated molecule.
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And before you know it, when that more complicated molecule can act on the causal chain that's produced itself and change it, suddenly you start to get towards some kind of autonomy.
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And that's where life I think emerges in earnest.
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Every single word in the past few paragraphs, let's break those apart. Who's von Neumann, what's the constructor, the closing of the loop that you're talking about, the molecule that starts becoming, I think you said like the smallest von Neumann constructor, the smallest, the minimal.
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So what do all those things mean and what are we supposed to imagine when we think about the smallest von Neumann constructor?
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So John von Neumann is a real hero, actually, not just me, but many people, I think, computer science and physics. He was an incredible intellect who probably solved a lot of the problems that we're working on today and just forgot to write them down.
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And I'm not sure if it's John von Neumann or Johnny as I think his friends called him, but I think he was Hungarian mathematician, came to the US.
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And basically he was involved in the Manhattan Project and developing computation and came up with all sorts of ideas and I think it was one of the first people to come up with cellular automata.
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Really? I didn't know this little fact.
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I think so.
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Well, anyway, if he didn't come up with it, he probably did come up with it and didn't write it down.
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There was a couple of people did at the same time and then Conway obviously took it on and then Wolfram loves CAs, there is his fabric of the universe.
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And what I think he imagined was that he wasn't satisfied and this may be incorrect recollection, so a lot of what I say is going to be kind of just way out of my...
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You're just part of the universe creating its memory, designing...
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Exactly, rewriting history.
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Exactly, imperfectly.
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But what I mean is I think he liked this idea of thinking about how could a Turing machine literally build itself without a Turing machine, right?
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It's like literally how did state machines emerge?
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And I think that von Neumann constructors, he wanted to conceive of a minimal thing, autonomous, that could build itself.
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And what would those rules look like in the world?
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And that's what a von Neumann kind of constructor looked like.
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Like it's a minimal hypothetical object that could build itself, self replicate.
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And I'm really fascinated by that because I think that although it's probably not exactly what happened, it's a nice model because as chemists, if we could go back to the origin of life and think about what is a minimal machine that can get structured randomly?
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So like with no prime mover, with no architect, it assembles through just existence.
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So random stuff bumping in together and you make this first molecule.
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So you have molecule A and molecule A interacts with another random molecule B and they get together and they realize by working together they can make more of themselves.
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But then they realize they can mutate so they can make AB prime.
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So AB prime is different to AB and then AB prime can then act back where A and B are being created and slightly nudge that causal chain and make AB prime more evolvable or learn more.
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So that's the closing the loop part.
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Closing the loop part.
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It feels like the mutation part is not that difficult.
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It feels like the difficult part is just creating a copy of yourself at step one.
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That seems like one of the greatest inventions in the history of the universe is the first molecule that figured out, holy shit, I can create a copy of myself.
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How hard is that?
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I think it's really, really easy.
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Okay, I did not expect that.
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I think it's really, really easy.
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Well, let's take a step back.
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I think replicating molecules are rare.
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But if you say, you know, I think I was saying on, I probably got into trouble on Twitter though.
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There's about more than 18 mils of water in there.
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So one mole of water, 6.022 times 10 to the 23 molecules.
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That's about the number of stars in the universe, I think of the order.
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So there's three universe worth.
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Somebody corrected you on Twitter.
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I'm always being corrected.
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But there's a lot of molecules in the water.
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So although it's for you and me really hard to conceive of, if existence is not the default for a long period of time, because what happens is the molecules get degraded.
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So much of the possibilities in the universe are just broken back into atoms.
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So you have this kind of destruction of the molecules for our chemical reactions.
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So you only need one or two molecules to become good at copying themselves for them suddenly to then take resources in the pool and start to grow.
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And so then replication actually over time, when you have bonds, I think is much simpler and much easier.
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And I even found this in my lab years ago.
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I had one of the reasons I started doing inorganic chemistry and making rust, making a bit of rust based on a thing called molybdenum.
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Molybdenum oxide is this molybdenum oxide, very simple.
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But when you add acid to it and some electrons, they make these molecules, you just cannot possibly imagine would be constructed big gigantic wheels of 154 molybdenum atoms in a wheel.
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Or I cost a dodecahedron 132 molybdenum atoms all in the same pot.
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And I realized when I, and I just finished experiments two years ago, I've just published a couple of papers on this.
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That there actually, there is a random small molecule with 12 atoms in it that can form randomly, but it happens to template its own production.
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And then by chance, it templates the ring, just an accident, just like just an absolute accident.
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And that ring also helps make the small 12 mer.
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And so you have what's called an auto catalytic set where A makes B and B helps make A and vice versa, and you then make this loop.
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So it's a bit like these, they all work in synergy to make this chain of events that grow.
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And it doesn't take a very sophisticated model to show that if you have these objects are competing and then collaborating to help one another build, they just grow out of the mess.
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And although they seem improbable, they are improbable.
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In fact, impossible in one step.
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There's multiple steps.
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This is when the blind people look at the blind watchmaker argument and talk about how could a watch something spontaneously emerge.
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Well, it doesn't.
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It's a lineage of watches and cruder devices that are bootstrapped onto one another.
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Right.
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So it's very improbable, but once you get that little discovery, like with the wheel and fire, it just explodes in, because it's so successful, it explodes.
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This is basically selection. So this templating mechanism that allows you to have a little blueprint for yourself, how you go through different procedures to build copies of yourself.
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So in chemistry somehow, it's possible to imagine that that kind of thing is easy to spring up in more complex organisms. It feels like a different thing and much more complicated.
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We're having multiple abstractions of the birds and the bees conversation here.
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But with human, sorry, with complex organisms, it feels like difficult to have reproduction to...
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That's going to get clipped out. I'm going to make fun of that.
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It's difficult to develop this idea of making copies of yourself or no, because that seems like a magical idea for life to...
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Wow. That feels like very necessary for what selection is, for what evolution is, but then if selection precedes all of this, then maybe these are just like echoes of the selecting mechanism at different scales.
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Yeah, that's exactly it. So selection is the default in the universe, if you want to.
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And what happens is that life, the solution that life has got on Earth, life on Earth, biology on Earth, is unique to Earth.
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We can talk about that. And that was really hard fought for, but that is a solution that works on Earth, the ribosome, the fundamental machine that is responsible for every cell on Earth,
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00:24:14.400
of wherever it is in the thick kingdom of life. That is an incredibly complex object, but it was evolved over time and it wasn't involved in a vacuum.
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00:24:24.400
And I think that once we understand that selection can occur without the ribosome, but what the ribosome does, it's a phase transition in replication.
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00:24:35.400
And I think that that and also technology that is probably much easier to get to than we think.
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00:24:44.400
Why do you put the ribosome as the central part of living organisms on Earth?
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00:24:52.400
It basically is a combination of two different polymer systems, so RNA and peptides.
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00:24:56.400
So the RNA world, if you like, gets transmitted and builds proteins and the proteins are responsible for all the catalysis, the majority of the catalysis goes on the cell.
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00:25:07.400
No ribosome, no proteins, no decoding, no evolution.
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00:25:11.400
So the ribosome is looking at the action. You don't put like the RNA itself as the critical thing, like information, you put action as the most important thing.
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00:25:20.400
Yeah, I think the actual molecules that we have in biology right now entirely contingent on the history of life on Earth, there are so many possible solutions.
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00:25:29.400
And this is where chemistry gets itself into, origin of life chemistry gets itself into a bit of a trap.
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00:25:33.400
Yeah, let me interrupt you there. You've tweeted, you're going to get, I'm going to set your tweets like it's Shakespeare.
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00:25:39.400
Okay. It's surprising you haven't gotten canceled on Twitter yet. Your brilliance once again saves you.
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00:25:45.400
I'm just kidding. You like to have a little bit of fun on Twitter.
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00:25:51.400
You've tweeted that quote, origin of life research is a scam.
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00:25:56.400
So if this is Shakespeare, can we analyze this word? Why is the origin of life research a scam? Aren't you kind of doing origin of life research?
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00:26:04.400
Okay, it was tongue in cheek, but yeah, I think, and I meant it as tongue in cheek. I'm not doing the origin of life research. I'm trying to make artificial life.
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00:26:16.400
I also want to bound the likelihood of the origin of life on Earth, but more importantly, to find origin of life elsewhere.
link |
00:26:23.400
But let me directly address the tweet. There are many, many good chemists out there doing origin of life research, but I want to nudge them.
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00:26:30.400
And I think they're brilliant. There's no question. The chemistry they are doing, their motivation is great.
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00:26:38.400
So what I meant by that tweet is saying that maybe they're making assumptions about saying if only I could make this particular type of molecule, say this RNA molecule or this phosphodiester or this other molecule,
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00:26:53.400
it's going to somehow unlock the origin of life. And I think that origin of life has been looking at this for a very long time.
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00:27:02.400
And whilst I think it's brilliant to work out how you can get to those molecules, I think that chemistry and chemists doing origin of life could be nudged into doing something even more profound.
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00:27:15.400
And so the argument I'm making, it's a bit like right now, let's say, I don't know, the first Tesla that makes its way to, I don't know, into a new country in the world.
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00:27:27.400
Let's say there's a country X that has never had a Tesla before and they get the Tesla.
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00:27:32.400
And what they do is they take the Tesla apart and say, we want to find the origin of cars in the universe and say, okay, how did this form?
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00:27:39.400
And how did this form? And they just randomly keep making till they make the door, they make the wheel, they make the steering column and all this stuff.
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00:27:46.400
And they say, oh, that's the root. That's the way cars emerge on Earth.
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00:27:50.400
But actually, we know that there's a causal chain of cars going right back to Henry Ford and the horse and carriage.
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00:27:56.400
And before that, maybe, you know, people were using wheels.
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00:27:59.400
And I think that obsession with the identities that we see in biology right now are giving us a false sense of security about what we're looking for.
link |
00:28:10.400
And I think the origin of life chemistry is in danger of not making the progress that it deserves because the chemists are doing this.
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00:28:22.400
The field is exploding right now.
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00:28:24.400
There's amazing people out there, young and old doing this.
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00:28:26.400
And there's deservedly so more money going in.
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00:28:30.400
You know, I used to complain, there's more money being spent searching for the Higgs boson that we know exists in the origin of life.
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00:28:35.400
You know, why is that?
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00:28:37.400
We understand the origin of life.
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00:28:39.400
We're going to actually work out what life is.
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00:28:41.400
We're going to be at a bound, the likelihood of finding life elsewhere in the universe.
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00:28:45.400
And most important for us, we are going to know or have a good idea what the future of humanity looks like.
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00:28:50.400
You know, we need to understand that although we're precious, we're not the only life forms in the universe.
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00:28:57.400
Well, that's my very strong impression.
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00:28:59.400
I have no data for that.
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00:29:00.400
It's just right now a belief.
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00:29:02.400
And I want to turn that belief into a more than a belief by experimentation.
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00:29:07.400
But coming back to the scam, the scam is if we just make this RNA, we've got this, you know, this fluke event, we know how that's simple.
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00:29:16.400
Let's make this phosphodiester or let's make ATP or ATP, we've got that part nailed.
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00:29:22.400
Let's now make this other molecule, another molecule.
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00:29:24.400
And how many molecules are going to be enough?
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00:29:26.400
And then the reason I say this is when you go back to Craig Venter, when he invented his life form, Cyndia, this micro, this minimal plasmid, is a myoplasma, something I don't know the name of it.
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00:29:42.400
But he made this wonderful cell and said, I've invented life.
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00:29:47.400
Not quite.
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00:29:49.400
He facsimilied the genome from this entity and made it in the lab or the DNA, but he didn't make the cell.
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00:29:57.400
He had to take an existing cell that has a causal chain going all the way back to Luca.
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00:30:02.400
And he showed when he took out the gene, the genes and put in his genes, synthesized, the cell could boot up.
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00:30:08.400
But it's remarkable that he could not make a cell from scratch.
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00:30:12.400
And even now today, synthetic biologists cannot make a cell from scratch because there's some contingent information embodied outside the genome in the cell.
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00:30:23.400
And that is just incredible.
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00:30:25.400
So there's lots of layers to the scam.
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00:30:27.400
Well, let me then ask the question, how can we create life in a lab from scratch?
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00:30:37.400
What have been the most promising attempts at creating life in the lab from scratch?
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00:30:42.400
Has anyone actually been able to do it?
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00:30:44.400
Do you think anyone will be able to do it in the near future if they haven't already?
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00:30:49.400
Yeah, I think that nobody has made life in the lab from scratch.
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00:30:54.400
Lots of people would argue that they have made progress.
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00:30:58.400
I think the synthesis of a synthetic genome milestone in human achievement, brilliant.
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00:31:04.400
Can we just walk back and say, what would you say from your perspective, one of the world experts in exactly this area, what does it mean to create life from scratch?
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00:31:14.400
Or if you sit back, whether you do it or somebody else does it, it's like, damn, this is, we just created life.
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00:31:24.400
Well, I can tell you what I would expect, I would like to be able to do is to go from sand to cells in my lab.
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00:31:35.400
Can you explain what sand is?
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00:31:39.400
Just inorganic stuff.
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00:31:40.400
Like basically just so sand, it's just silicon oxide with some other ions in it, maybe some inorganic carbon, some carbonates.
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00:31:50.400
Just basically clearly dead stuff that you could just grind rocks into sand.
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00:31:55.400
And it would be what, in a kind of vacuum, so they could remove anything else that could possibly be like a shadow of life that can assist in the chemical.
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00:32:06.400
You could do that.
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00:32:06.400
You could insist and say, look, I'm going to take, not just inorganic, I want some more, I want to cheat and have some organic, but I want inorganic organic.
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00:32:14.400
And I'll explain the play on words in a moment.
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00:32:16.400
So I would like to basically put into a world, say a completely, you know, a synthetic world, if you like, a closed world, put some inorganic materials and just literally add some energy in some form, be it lightning or heat, UV light, and run this thing in cycles.
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00:32:34.400
Over time, and let it solve the search problem.
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00:32:38.400
So I see the origin of life as a search problem in chemical space.
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00:32:42.400
And then I would wait, literally wait for a life form to crawl out of the test tube.
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00:32:46.400
That's a joke I tell my group.
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00:32:48.400
Literally wait for a very, don't worry, it's going to be very feeble.
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00:32:52.400
It's not going to take over the world.
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00:32:54.400
You know, there's ways of ethically containing it.
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00:32:56.400
Famous last words.
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00:32:58.400
Indeed, indeed, indeed.
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00:32:59.400
You know, this is being recorded, right?
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00:33:04.400
It will not make you look good once it crawls out of the lab and destroys all human civilization.
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00:33:09.400
But there is a very good things you can do to prevent that.
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00:33:13.400
For instance, if you put stuff in your world, which isn't earth abundant, so let's say we make life based on molybdenum and it escapes, it would die immediately because there's not enough molybdenum in the environment.
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00:33:22.400
So we can do responsible life or as I fantasize with my research group on our away day that would go in, I think it's actually morally, if we don't find, until humanity finds life in the universe, this is going on the tangent, it's our moral obligation to make origin of life bombs, identify dead planets and bomb them with our origin of life machines and make them alive.
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00:33:46.400
I think it is our moral obligation to do that.
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00:33:48.400
Some people might argue with me about that, but I think that we need more life in the universe.
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00:33:54.400
And then we kind of forget we did it and then come back.
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00:33:59.400
So where did you come from?
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00:34:02.400
But coming back to what I'd expect.
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00:34:04.400
Father, are you back?
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00:34:06.400
I think this is once again a Rick and Morty episode.
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00:34:09.400
Definitely all Rick and Morty all the way down.
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00:34:11.400
So I imagine we have this pristine experiment and everything is sanitized and we put in inorganic materials and we have cycles, whether they're night cycles, up, down, whatever, and we look for evidence of replication and evolution over time.
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00:34:29.400
And that's what the experiment should be.
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00:34:31.400
Now, are there people doing this in the world right now?
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00:34:33.400
There are a couple of, there's some really good groups doing this.
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00:34:36.400
There's some really interesting scientists doing this around the world.
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00:34:38.400
They're kind of perhaps too much associated with the scam and so they're using molecules that are already invented by biology.
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00:34:51.400
So there's a bit of replication built in, but I still think the work they're doing is amazing.
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00:34:57.400
But I would like people to be a bit freer and say, let's just basically shake a load of sand in a box and wait for life to come out because that's what happened on Earth.
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00:35:05.400
And so that we have to understand that.
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00:35:08.400
Now, how would I know I've been successful?
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00:35:10.400
Well, because I'm not obsessing with what molecules are in life now, I would wager a vast quantity of money.
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00:35:20.400
I'm not very rich, so just be a few dollars, but for me, the solution space will be different.
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00:35:27.400
So the genetic material will be not RNA.
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00:35:31.400
The proteins will not be what we think.
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00:35:32.400
The solutions will be just completely different and it might be very feeble because that's the other thing we should be able to show fairly robustly that even if I did make or someone did make a new life form in the lab, it would be so poor that it's not going to leap out.
link |
00:35:49.400
It is the fear about making a lethal life form in a lab from scratch is similar to us imagining that we're going to make the terminator at Boston Dynamics tomorrow.
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00:36:04.400
And the problem is we don't communicate that properly.
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00:36:09.400
I know you explain this very well.
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00:36:12.400
There is not the AI catastrophic coming.
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00:36:15.400
We're very far away from that.
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00:36:16.400
That doesn't mean we should ignore it.
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00:36:19.400
Same with the origin of life catastrophic, it's not coming anytime soon.
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00:36:22.400
We should ignore it, but we shouldn't let that fear stop us from doing those experiments.
link |
00:36:26.400
But this is a much, much longer discussion because there's a lot of details there.
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00:36:30.400
I would say there is potential for catastrophic events to happen in much dumber ways.
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00:36:36.400
In AI space, there's a lot of ways to create social networks that are creating a kind of accelerated set of events that we might not be able to control.
link |
00:36:48.400
The social network, the virality in the digital space can create mass movements of ideas that can then, if times are tough, create military conflict and all those kinds of things.
link |
00:37:02.400
But that's not super intelligent AI that's an interesting at scale application of AI.
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00:37:09.400
If you look at viruses, viruses are pretty dumb, but at scale, their application is pretty detrimental.
link |
00:37:16.400
Origin of life, much like all of the kind of virology, the very contentious word of gain of function research and virology, research on viruses, messing with them genetically, that can create a lot of problems if not done well.
link |
00:37:38.400
So we have to be very cautious. So there's a kind of whenever you're ultra cautious about stuff in AI or in virology and biology, it borders on cynicism, I would say, where it's like everything we do is going to turn out to be destructive and terrible.
link |
00:37:59.400
So I'm just going to sit here and do nothing. Okay, that's a possible solution except for the fact that somebody's going to do it.
link |
00:38:05.400
It's science and technology progresses. So we have to do it in an ethical way in a good way, considering in a transparent way in an open way, considering all the possible positive trajectories that could be taken and making sure as much as possible that we walk those trajectories.
link |
00:38:27.400
So yeah, I don't think Terminator is coming, but a totally unexpected version of Terminator maybe around the corner.
link |
00:38:36.400
Yeah, it might be here already. Yeah. So I agree with that. And so going back to the origin of life discussion, I think that in synthetic biology right now, we have to be very careful about how we edit genomes and edit synthetic biology to do things.
link |
00:38:50.400
So that's kind of, that's where things might go wrong in the same way as, you know, Twitter turning ourselves into kind of strange scale effects.
link |
00:38:59.400
I would love origin of life research or artificial life research to get to the point where we have those worries.
link |
00:39:06.400
Because that's why I think we're just so far away from that. We are just, you know, right now, I think there are two really important angles.
link |
00:39:12.400
There is the origin of life people, researchers who are faithfully working on this and trying to make those molecules, the scam molecules I talked about.
link |
00:39:22.400
And then there are people on the creationist side is saying, look, the fact you can't make these molecules and you can't make a cell means that evolution isn't true and all this other stuff.
link |
00:39:31.400
Gotcha. Yeah. And so, and I find that really frustrating because actually the origin of life researchers are all working in good faith, right?
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00:39:37.400
Yes. And so what I'm trying to do is give origin of life research a little bit more of an open context.
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00:39:47.400
And one of the things I think is important, I really want to make a new life form in my lifetime.
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00:39:52.400
I really want to prove that life is a general phenomena, a bit like gravity in the universe, because I think that's going to be really important for humanities, global psychological state, meaning going forward.
link |
00:40:05.400
That's beautifully put. So one, it will help us understand ourselves. So that's useful for science. But two, it gives us a kind of hope, if not an awe at all the huge amounts of alien civilizations that are out there.
link |
00:40:25.400
If you can build life and understand just how easy it is to build life, then that's just as good, if not much better than discovering life on another planet.
link |
00:40:37.400
Yeah. It's, I mean, it's cheaper. It's much cheaper and much easier and probably much more conclusive because once you're able to create life, like you said, it's a search problem that there's probably a lot of different ways to do it.
link |
00:40:55.400
So once you create the, once you find the first solution, you probably have all the right methodology for finding all kinds of other solutions.
link |
00:41:01.400
Yeah. And wouldn't it be great if we could find a solution? I mean, it's probably a bit late for, I mean, I worry about climate change, but I'm not that worried about climate change.
link |
00:41:10.400
And I think one day you could think about, could we engineer a new type of life form that could basically, and I don't want to do this.
link |
00:41:18.400
So I don't think we should do this necessarily, but it's a good thought experiment that would perhaps take CO2 out of the atmosphere or an intermediate life form.
link |
00:41:24.400
So it's not quite alive. It's almost like an add on that we can, with a time dependent add on, you could give to say cyanobacteria in the ocean or to maybe to wheat.
link |
00:41:37.400
So right, we're just going to fix a bit more CO2 and we're going to work out how much we need to fix to basically save the climate.
link |
00:41:44.400
And we're going to use evolutionary principles to basically get there.
link |
00:41:48.400
What worries me is that biology has had a few billion years to find a solution for CO2 fixation, hasn't really done.
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00:41:56.400
It's not, the solution isn't brilliant for our needs, but biology wasn't thinking about our needs. Biology was thinking about biology's needs.
link |
00:42:02.400
But I think if we can do, as you say, make life in the lab, then suddenly we don't need to go to everywhere and conclusively prove it.
link |
00:42:11.400
I think we make life in the lab. We look at the extent of life in the solar system.
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00:42:13.400
How far did Earth life get? Probably world martians, probably life got going on Mars, the chemistry on Mars, seeded Earth.
link |
00:42:21.400
That might have been a legitimate way to kind of truncate the surface.
link |
00:42:25.400
But in the outer solar system, we might have completely different life forms on Enceladus, on Europa and Titan.
link |
00:42:32.400
And that would be a cool thing because...
link |
00:42:33.400
Okay, wait a minute, wait a minute, wait a minute, wait a minute.
link |
00:42:35.400
Did you just say that you think, in terms of likelihood, life started on Mars, statistically speaking, life started on Mars and seeded Earth?
link |
00:42:45.400
It could be possible because Mars was habitable for the type of life that we have right now, type of chemistry before Earth.
link |
00:42:53.400
So it seems to me that Mars got searching doing chemistry.
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00:42:57.400
It started way before.
link |
00:42:59.400
Yeah, and so they had a few more replicators and some other stuff, and if those replicators got ejected from Mars and landed on Earth,
link |
00:43:07.400
and Earth would be like, I don't need to start again.
link |
00:43:10.400
Thanks for that, and then it just carries on.
link |
00:43:13.400
So I think we will find evidence of life on Mars, either life we put there by mistake, contamination, or actually life, the earliest remnants of life.
link |
00:43:24.400
And that would be really exciting. It's a really good reason to go there.
link |
00:43:26.400
But I think it's more unlikely because of the gravitational situation in the solar system if we find life in the outer solar system.
link |
00:43:33.400
Titan and all that, that would be its own thing.
link |
00:43:36.400
Wow, that would be so cool.
link |
00:43:38.400
If we go to Mars and we find life that looks a hell of a lot similar to Earth life,
link |
00:43:43.400
and then we go to Titan and all those weird moons with the ices and the volcanoes and all that kind of stuff,
link |
00:43:49.400
and then we find there something that looks, I don't know, way weirder.
link |
00:43:54.400
Some other, some non RNA type of situation.
link |
00:43:58.400
Almost life, like in the prebiotic chemical space.
link |
00:44:01.400
And I think there are four types of exoplanets we can go look for, right?
link |
00:44:04.400
Because when JWST goes up and touch wood, it goes up and everything's fine.
link |
00:44:08.400
When we look at a star, statistically, most stars have planets around them.
link |
00:44:13.400
What type of planet are they? Are they going to be dead?
link |
00:44:15.400
Are they going to be just a prebiotic origin of life coming?
link |
00:44:20.400
So are they going to be technological?
link |
00:44:21.400
Are they going to be technological? So we have intelligence on them.
link |
00:44:25.400
And will they have died?
link |
00:44:27.400
So, you know, from, you know, had life on them.
link |
00:44:30.400
Those are the four states of the world.
link |
00:44:32.400
And so, and suddenly it's a bit like I want to classify planets the way we classify stars.
link |
00:44:36.400
Yeah.
link |
00:44:38.400
And I think that in terms of rather than having this, oh, we've found, we found methane.
link |
00:44:42.400
There's evidence of life. We found oxygen. That's the evidence of life.
link |
00:44:44.400
We found whatever molecule marker and start to then frame things a little bit more.
link |
00:44:51.400
As those four states, which by the way, you're just saying four, but there could be if
link |
00:44:56.400
before the dead, there could be other states that we humans can even conceive of.
link |
00:45:02.400
Yeah, just prebiotic, almost alive, you know, got the possibility to come alive.
link |
00:45:06.400
I think.
link |
00:45:08.400
But there could be a post technological, like whatever we think of as technology,
link |
00:45:11.400
that could be like pre conscious, like where we all meld into one super intelligent
link |
00:45:20.400
conscious or some weird thing that naturally happens over time.
link |
00:45:24.400
Yeah, I mean, I think that all bets.
link |
00:45:27.400
The metaverse.
link |
00:45:29.400
We join into a virtual metaverse and start creating, which is kind of an interesting idea,
link |
00:45:34.400
almost arbitrary number of copies of each other much more quickly to what can mess with different ideas in mind.
link |
00:45:42.400
Like I can create a thousand copies of Lex, like every possible version of Lex.
link |
00:45:48.400
And then just see like, and then I just have them like argue with each other and like until,
link |
00:45:53.400
like in the space of ideas and see who wins out.
link |
00:45:56.400
How could that possibly go wrong?
link |
00:45:57.400
But anyway, but there's, especially in this digital space where you could start exploring with AI's mix,
link |
00:46:04.400
then you could start engineering arbitrary intelligences.
link |
00:46:07.400
You can start playing in the space of ideas, which might move us into a world that looks very different than a biological world.
link |
00:46:15.400
Our current world, the technology is still very much tied to our biology.
link |
00:46:21.400
We might move past that completely.
link |
00:46:24.400
We definitely will.
link |
00:46:25.400
Definitely, because that could be another phase then.
link |
00:46:28.400
But I did say technological, so I think I agree with you.
link |
00:46:31.400
Let's get this right.
link |
00:46:33.400
Dead world, no prospect of life.
link |
00:46:36.400
Prebiotic world, life emerging, living and technological.
link |
00:46:41.400
And the dead one, you probably won't be able to tell between the dead never been alive and the dead one,
link |
00:46:45.400
maybe lots of artifacts and maybe there's five.
link |
00:46:48.400
There's probably not more than five.
link |
00:46:49.400
And I think the technological one could have life on it still, but it might just have exceeded.
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00:46:56.400
Because one way that life might survive on Earth is if we can work out how to deal with the real climate change that comes when the sun expands.
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00:47:04.400
It might be a way to survive that.
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00:47:09.400
But yeah, I think that we need to start thinking statistically when it comes to looking for life in the universe.
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00:47:14.400
Let me ask you then sort of statistically how many alien civilizations are out there in those four phases that you're talking about.
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00:47:26.400
When you look up the stars and you're sipping on some wine and talking to other people with British accents about something intelligent and intellectual, I'm sure.
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00:47:37.400
Do you think there's a lot of alien civilizations looking back at us and wondering the same?
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00:47:45.400
My romantic view of the universe is really taking loans from my logical self.
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00:47:52.400
So what I'm saying is I have no idea.
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00:47:55.400
But having said that, there is no reason to suppose that life is as hard as we first thought it was.
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00:48:03.400
And so if we just take Earth as a marker, and if I think that life is a much more general phenomena than just our biology, then I think the universe is full of life.
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00:48:16.400
And the reason for the Fermi paradox is not that they're not out there.
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00:48:22.400
It's just that we can't interact with the other life forms because they're so different.
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00:48:25.400
And I'm not saying that they're necessarily like, hasn't depicted in a rival or other.
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00:48:33.400
I'm just saying that perhaps there are very few universal facts in the universe.
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00:48:40.400
And maybe our technologies are quite divergent.
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00:48:47.400
And so I think that it's very hard to know how we're going to interact with alien life.
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00:48:51.400
You think there's a lot of kinds of life that's possible. I guess that was the intuition.
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00:48:55.400
You provided that the way biology itself, but even this particular kind of biology that we have on Earth, is something that is just one sample of nearly infinite number of other possible complex autonomous self replicating type of things that could be possible.
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00:49:19.400
And so we're almost unable to see the alternative versions of us.
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00:49:27.400
I mean, we'll still be able to detect them. We'll still be able to interact with them.
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00:49:33.400
We'll still be able to, what exactly is lost in translation? Why can't we see them? Why can't we talk to them?
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00:49:41.400
Because I too have a sense, you put it way more poetically, but it seems both statistically and sort of romantically, it feels like the universe should be teaming with life, like super intelligent life.
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00:50:03.400
And I just, I sit there and the Fermi paradox is felt very distinctly by me when I look up at the stars, because it's the same way I feel when I'm driving through New Jersey and listening to Bruce Springsteen and feel quite sad.
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00:50:21.400
It's like Lucy K talks about pulling off to the side of the road and just weeping a little bit. I'm almost like wondering like, hey, why, why aren't you talking to us?
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00:50:33.400
You know, it feels lonely. It feels lonely because it feels like they're out there.
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00:50:37.400
I think that there are a number of answers to that. I think the Fermi paradox is perhaps based on the assumption that if life did emerge in the universe, it would be similar to our life and there's only one solution.
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00:50:49.400
And I think that what we've got to start to do is go out and look for selection detection rather than an evolution detection rather than life detection.
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00:51:00.400
And I think that once we start to do that, we might start to see really interesting things. And we haven't been doing this for very long.
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00:51:09.400
And we are living in an expanding universe and that makes the problem a little bit harder.
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00:51:14.400
Everybody's always leaving.
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00:51:16.400
Distance wise.
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00:51:19.400
I'm very optimistic that we will, well, I don't know, there are two movies that came out within six months of one another.
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00:51:27.400
Ad Astra and Cosmos. Ad Astra, the very expensive blockbuster with Brad Pitt in it and saying there is no life.
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00:51:35.400
Life on Earth has more pressures than Cosmos, which is a UK production which basically aliens came and visited Earth one day and they were discovered in the UK.
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00:51:43.400
It was quite, it's a fun film.
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00:51:47.400
But I really loved those two films and at the same time, at the time those films were coming out, I was working on a paper, a life detection paper and it was so hard to publish this paper.
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00:52:00.400
And it was almost as, I got so depressed trying to get this science out there that I felt the depression of the film in Ad Astra like life, there's no life elsewhere in the universe.
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00:52:14.400
But I'm incredibly optimistic that I think we will find life in the universe, firm evidence of life and it will have to start on Earth, making life on Earth and surprising us.
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00:52:24.400
We have to surprise ourselves and make non biological life on Earth.
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00:52:27.400
And then people say, well, you made this life on Earth, therefore, you're part of the causal chain of that and that might be true.
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00:52:35.400
But if I can show how I'm able to do it with very little cheating or very little information inputs, just creating like a model planet, some description and watching life emerge, then I think that we will be even to persuade even the hardest critic that it's possible.
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00:52:54.400
Now, with regards to the Fermi paradox, I think that we might crush that with the JWST.
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00:53:01.400
It's basically, if I recall correctly, the mirror is about 10 times the size of the Hubble, that we're going to be able to do spectroscopy, look at colors of exoplanets, I think, not brilliantly, but we'll be able to start to classify them.
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00:53:14.400
And we'll start to get a real fit feel for what's going on in the universe on these exoplanets because it's only in the last few decades, I think, maybe even last decade that we even came to recognize that exoplanets even are common.
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00:53:32.400
And I think that that gives us a lot of optimism that life is going to be out there. But I think we have to start framing, we have to start preparing the fact that biology is only one solution.
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00:53:46.400
I can tell you with confidence that biology on Earth does not exist anywhere else in the universe. We are absolutely unique.
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00:53:53.400
Well, okay, I love the confidence, but where does that confidence come from? Chemistry, how many options does chemistry really have?
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00:54:07.400
Many, that's the point. And the thing is, this is where the origin of life scam comes in, is that people don't count the numbers.
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00:54:15.400
So if biology, as you find on Earth, is common everywhere, then there's something really weird going on that basically written in the quantum mechanics, there's some kind of these bonds must form over these bonds and this catalyst must form over this catalyst when they're all quite equal.
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00:54:29.400
Life is contingent. The origin of life on Earth was contingent upon the chemistry available at the origin of life on Earth.
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00:54:37.400
So that means if we want to find other lifelike worlds, we look for the same kind of rocky world, we might look in the same zone as Earth and we might expect reasonably to find biological like stuff going on.
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00:54:54.400
That would be a reasonable hypothesis, but it won't be the same. It can't be. It's like saying, I don't believe in magic. That's why I'm sure.
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00:55:01.400
I just don't believe in magic. I believe in statistics and I can do experiments. And so I won't get the same, exactly the same sequence of events. I'll get something different.
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00:55:11.400
And so there is TikTok elsewhere in the universe, but it's not the same as our TikTok, right? That's what I mean.
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00:55:18.400
Which aspect of it is not the same?
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00:55:20.400
Well, I just think, so what is TikTok? TikTok is a social media where people upload videos, right? Silly videos.
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00:55:27.400
So I guess there might be... Well, there's humor, there's attention, there's ability to process, there's ability for intelligent organisms to collaborate on ideas and find humor and ideas and play with those ideas, make them viral memes.
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00:55:42.400
Humor seems to be kind of fundamental to the human experience.
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00:55:46.400
And I think that that's a really interesting question we can ask. Is humor a fundamental thing in the universe? I think maybe it will be, right?
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00:55:53.400
In terms of you think about in a game theoretic sense, humor, the emergence of humor serves a role in our game engine. And so if selection is fundamental in the universe, so is humor.
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00:56:06.400
Well, I actually don't know exactly what role humor serves. Maybe it's from a chemical perspective. It's like a catalyst for...
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00:56:18.400
I guess it's of several purposes. One is the catalyst for spreading ideas on the internet. That's modern humor.
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00:56:25.400
But humor is also a good way to deal with the difficulty of life. It's a kind of valve, release valve for suffering.
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00:56:35.400
Throughout human history, life has been really hard. And for the people that I've known in my life who've lived through some really difficult things, humor is part of how they deal with that.
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00:56:46.400
It's usually dark humor. But yeah, it's interesting. I don't know exactly what's the more mathematically general way to formulate what the hell is humor?
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00:56:59.400
What humor does it serve? But I still... We're kind of joking here, but it's a counterintuitive idea to me to think that life elsewhere in the universe
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00:57:13.400
is very different than life on Earth. And also, each instantiation of life is likely very different from each other.
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00:57:26.400
Maybe there's a few clusters of similar life, but it's much more likely, to me, it's kind of a novel thought. I'm not sure what to do with it.
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00:57:36.400
But you're saying that it's more common to be a weird outcast in the full spectrum of life than it is to be in some usual cluster.
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00:57:48.400
So every instantiation of a kind of chemistry that results in complexity, that's autonomous and self replicating, however the hell you define life, that is going to be very different every time.
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00:57:58.400
I don't know. It feels like a selection is a fundamental kind of directed force in the universe. Won't selection result in a few pockets of interesting complexities?
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00:58:13.400
Yeah, if we ran Earth over again, over and over and over, you're saying it's going to come up, but there's not going to be elephants every time?
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00:58:24.400
Yeah, I don't think so. I think that there will be similarities. And I think we don't know enough about how selection globally works.
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00:58:36.400
But it might be that the emergence of elephants was wired into the history of Earth in some way, like the gravitational force, how evolution was going, the Cambrian explosions, blah, blah, blah, the emergence of mammals.
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00:58:49.400
But I just don't know enough about the contingency, the variability. All I do know is you count the number of bits of information required to make an elephant and think about the causal chain that provides the lineage of elephants going all the way back to Luca.
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00:59:07.400
There's a huge scope for divergence.
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00:59:09.400
Yeah, but just like you said, with chemistry and selection, the things that result in self replicating chemistry and self replicating organisms, those are extremely unlikely, as you're saying.
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00:59:28.400
But once they're successful, they multiply. So it might be a tiny subset of all things that are possible in the universe, chemically speaking, it might be a very tiny subset is actually successful at creating elephants, or elephant like, or slash human like creatures.
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00:59:48.400
Well, there's two different questions. The first one, if we were to reset Earth and to start again.
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00:59:53.400
At the different phases, sorry to keep interrupting.
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00:59:54.400
Yeah, no, if we restart Earth and start again, say we could go back to the beginning and do the experiment or have a number of Earths, how similar would biology be? I would say that there would be broad similarities.
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01:00:06.400
But the emergence of mammals is not a given unless we're going to throw an asteroid at each planet each time and try and faithfully reproduce what happened.
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01:00:14.400
Then there's the other thing about when you go to another Earth like planet elsewhere, maybe there's a different ratio, particular elements, maybe there's the bombardment at the beginning of the planet was quicker or longer than Earth.
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01:00:30.400
And I just don't have enough information that what I do know is that the complexity of the story of life on Earth gives us lots of scope for variation.
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01:00:41.400
And I just don't think it's a reasonable mathematical assumption to think that the life on Earth that happened again would be same as what we have now.
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01:00:51.400
Okay.
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01:00:52.400
But you've also extended that to say that we might, as an explanation for the Fermi paradox, that that means we're not able to interact with them.
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01:01:02.400
Or that's an explanation for why we haven't at scale heard from aliens is they're different than us.
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01:01:09.400
We've only been looking for say 70, 80 years.
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01:01:13.400
So I think that with the reason we have not found aliens yet is that we haven't worked out what life is.
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01:01:19.400
No, but the aliens have worked that out surely.
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01:01:24.400
I mean, statistically speaking, there must be a large number of aliens that are way ahead of us on this whole life question.
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01:01:32.400
Unless there's something about this stage of intellectual evolution that often quickly results in nuclear war and destroys itself.
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01:01:43.400
There's something in this process that eventually, I don't know, crystallizes the complexity and it stops, either dies or stops developing.
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01:01:54.400
But most likely they already figured it out and why aren't they contacting us as some grad student somewhere wants to study a new green planet?
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01:02:06.400
Maybe they have.
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01:02:08.400
I mean, I don't have a coherent answer to your question other than to say that if there are other aliens out there and they're far more advanced, they might be in contact with each other.
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01:02:18.400
And they might also, we might be at a point where what I'm saying quite critically is it takes two to talk, right?
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01:02:26.400
So the aliens might be there, but if we don't have the ability to recognize them and talk to them, then the aliens aren't going to want to talk to us.
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01:02:35.400
And I think that's a critical point and probably if that's a filter, there needs to be an ability for one to communicate with the other.
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01:02:44.400
And we need to know what life is before we do that.
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01:02:48.400
So we haven't qualified to even join the club to have a talk.
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01:02:52.400
Well, I think they still want to teach us how to talk, right?
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01:02:55.400
But my worry is that, or I think they would want to teach us how to talk like you do when you meet it.
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01:03:01.400
I was going to say child, but that's a human species and you want to try to communicate with them through whatever devices you can, given what an ant is like.
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01:03:19.400
I worry mostly about that humans are just too close minded or don't have the right tools.
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01:03:24.400
I'm going to push back on this quite significantly. I would say because we don't understand what life is and because we don't understand how life emerged in the universe.
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01:03:34.400
We don't understand the physics that gave rise to life yet.
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01:03:38.400
Fundamental description, I'm way out of my pay grade, even further out.
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01:03:43.400
But I'll say it anyway, because I think it's fun.
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01:03:45.400
You don't get paid much anyway, as you said earlier.
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01:03:47.400
So I would say that because we don't understand the universe yet, we do not understand how the universe spat out life.
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01:03:55.400
And we don't know what life is.
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01:03:57.400
And I think that until we understand that, it is going to limit our ability to even we don't qualify to talk to the aliens.
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01:04:05.400
So I'm going to say that they might be there, but I'm not going to say that I believe in interdimensional aliens being present.
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01:04:12.400
Yeah, but I think you're just being self critical, like we don't qualify.
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01:04:15.400
I think the fact that we don't qualify qualifies us.
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01:04:19.400
We're interesting in our innocence.
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01:04:22.400
No, I'm saying that because we don't understand causal chains and the way that information is propagated in the universe.
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01:04:29.400
And we don't understand what replication is yet and we don't understand how life emerged.
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01:04:35.400
I think that we would not recognize aliens.
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01:04:37.400
And if someone doesn't recognize you, you wouldn't go and talk to it. You don't go and talk to ants.
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01:04:46.400
You don't go and talk to birds or maybe some birds you do, right? Because you can.
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01:04:50.400
There's just enough cognition.
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01:04:52.400
So I'm saying because we don't have enough cognitive, our cognitive abilities are not yet where they need to be.
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01:04:58.400
We probably haven't been communicating with them.
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01:05:00.400
So you don't agree with the dating strategy of playing hard to get?
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01:05:03.400
Because us humans, that seems to attract us.
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01:05:07.400
We're in a species that's fine, but I think we don't actually have abstraction.
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01:05:11.400
No, actually, I think in this talk, in this conversation, you've helped me crystallize something that I think has been troubling me for a long time with the thermi paradox.
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01:05:20.400
I'm pretty sure that a reasonable avenue is to say that you would not go and talk to your cat about calculus, right?
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01:05:30.400
But I was so petty.
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01:05:31.400
Sure, but I'm not talking about petting a cat.
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01:05:34.400
The analogy is that the aliens are not going to talk to us because we, and I'm using calculus as an analogy for abstraction.
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01:05:41.400
Because we lack the layer, the fundamental layer of understanding what life is and what the universe is in our reality.
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01:05:50.400
It would be so counterproductive interacting with intelligent alien species that it would cause more angst for human race.
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01:05:58.400
But they don't care.
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01:06:01.400
Okay, they got to be self interested.
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01:06:03.400
So they'll probably, they more care about, is it interesting for them?
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01:06:07.400
Maybe they, I mean, surely there's a way to pet the cat in this analogy.
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01:06:17.400
Because even if we lack complete understanding, it must be a very frustrating experience for other kinds of intelligences to communicate with us.
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01:06:26.400
Still, there must be a way to interact with us.
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01:06:29.400
Well, like perturb the system in interesting ways to see what these creatures do.
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01:06:36.400
We might actually find the answer.
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01:06:38.400
I mean, again, out of my pay grade in, in a simulation of Earth or say, let's say a simulation where we allow an intelligent AI to emerge, right?
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01:06:46.400
And that, and that AI, we then give it the objective is to be curious, interact with other intelligence in its universe.
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01:06:56.400
And then we might find the, the parameters required for that AI to work.
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01:07:02.400
And I think you'll find if the AI will not talk to other AI's that don't share the ability to abstract the level of the AI, because it's just a cat.
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01:07:11.400
And would you, are you going to travel 20 light years to go and pet a cat?
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01:07:14.400
So not because of the inability to do so, but because of like boredom is it, it's more interested.
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01:07:22.400
It will start talking to, it will spend most, it will spend a majority of its time talking to other AI systems that can at least someone understand.
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01:07:32.400
It's much more fun.
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01:07:33.400
It's a bit like, do we know that plants are conscious?
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01:07:35.400
Well, plants unconscious in the way we typically think, but we don't talk to them.
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01:07:38.400
They could be, right?
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01:07:39.400
Yeah, but there's a lot of people on Earth who like gardening.
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01:07:41.400
There's always going to be a weird.
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01:07:42.400
They're not talking, they're just gardening.
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01:07:44.400
Okay. Well, you're not romantic enough to see gardening as a way of communication between humans and plants.
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01:07:49.400
Oh, okay. You've got me there.
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01:07:50.400
But there's ways, there's always going to be the people who are curious.
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01:07:55.400
Jane Goodall, who lives with the chimps, right?
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01:07:58.400
There's always going to be curious intelligence species that visit the weird Earth planet and try to interact.
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01:08:05.400
I mean, it's a, yeah, I think it's a super cool idea that you're expressing.
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01:08:12.400
I just kind of have a sense, maybe it's a hope that there's always going to be a desire to interact, even with those that don't, can't possibly understand the depth of what you understand.
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01:08:23.400
So I'm with you, so I want to be as positive as you that the aliens do exist and we will interact with them.
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01:08:28.400
What I'm trying to do is to give you a reasonable hypothesis why we haven't yet.
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01:08:35.400
And also something to strive for to be able to do that.
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01:08:39.400
I mean, I, you know, there is the other view that the universe is just too big and life is just too rare.
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01:08:46.400
But I want to come up with an alternative explanation, which I think is reasonable and not being philosophically and scientifically thought out,
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01:08:54.400
which is this, if you can't actually communicate with the object, the person, the thing competently, you don't even know it's there, then there's no point yet.
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01:09:05.400
See, I disagree with that, but I'm totally aligned with your hopeful vision, which is like, we need to understand the origin of life.
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01:09:11.400
It will help us engineer life.
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01:09:13.400
It will help us engineer intelligent life through perhaps on the computer side through simulation and explore all the ways that life emerges.
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01:09:20.400
And that will allow us to, I think the fundamental reason we don't see overwhelming amounts of life is I actually believe aliens.
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01:09:30.400
Of course, these are all just kind of open minded beliefs.
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01:09:35.400
It's difficult to know for sure about any of this, but I think there's a lot of alien civilizations which are actively communicating with us and we're too dumb.
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01:09:44.400
We don't have the right tools to see it.
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01:09:47.400
That's what I'm saying.
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01:09:48.400
No, but maybe I misinterpreted you, but I interpreted you just say they kind of tried a few times and they're like, oh God.
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01:09:57.400
No, no, no.
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01:09:58.400
What I'm saying is we, so this goes two ways.
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01:10:00.400
Yeah, I agree with you.
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01:10:02.400
There could be information out there, but just put in such a way that we just don't understand it yet.
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01:10:06.400
Right.
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01:10:07.400
So sorry if I didn't make that clear.
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01:10:09.400
I mean, it's not just, I don't think we, I think we qualify as soon as we can decode their signal.
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01:10:15.400
Right.
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01:10:15.400
So when you say qualify, gotta got it.
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01:10:18.400
So you mean we're just not smart enough.
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01:10:20.400
The word qualify will stop me off.
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01:10:21.400
So we're not smart enough to do it.
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01:10:23.400
But we just need to get smarter.
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01:10:25.400
And there's a lot of people who believe, let me get your opinion on this, about UFO sightings.
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01:10:31.400
So sightings of weird phenomena that, you know, what does UFO mean?
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01:10:40.400
It means it's a flying object and it's not identified clearly at the time of sighting.
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01:10:50.400
That's what UFO means.
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01:10:52.400
So it could be a physics phenomena, it could be ball lightning, it could be all kinds of fascinating.
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01:10:56.400
I was always fascinated with ball lightning as a, like the fact that there could be physical phenomena in this world that are observable by the human eye.
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01:11:05.400
Of course, all physical phenomena generally are fascinating that are, that really smart people can't explain.
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01:11:14.400
I love that because it's like, wait a minute, especially if you can replicate it.
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01:11:18.400
It's like, wait a minute, how does this happen?
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01:11:20.400
That's like the precursor to giant discoveries in chemistry and biology and physics and so on.
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01:11:26.400
But it sucks when those events are super rare, right?
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01:11:28.400
Like leg ball lightning, so that's out there.
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01:11:35.400
And then, of course, that phenomena could have other interpretations that don't have to do with the physics and chemistry, the biology of Earth.
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01:11:42.400
It could have to do with more extraterrestrial explanations that, in large part, thanks to Hollywood and movies and all those kinds of things, captivates the imaginations of millions of people.
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01:11:54.400
But just because it's science fiction that captivates the imagination of people doesn't mean that some of those sightings, all it takes is one.
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01:12:05.400
One of those sightings is actually a sign that it's extraterrestrial intelligence, that it's an object that's not of this particular world.
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01:12:17.400
Do you think there's a chance that that's the case?
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01:12:19.400
What do you make, especially the pilot sightings, what do you make of those?
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01:12:21.400
So, I agree there's a chance, there's always a chance, any good scientist would have to, or observationist would have to, you know, I want to see if aliens exist, come to Earth.
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01:12:35.400
What I know about the universe is I think it's unlikely right now that there are aliens visiting us, but not impossible.
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01:12:42.400
I think the release is the dramatization that's been happening politically saying we're going to release all this information, this classified information.
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01:12:53.400
I was kind of disappointed because it was just very poor material.
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01:13:00.400
And right now, the ability to capture high resolution video, everybody is carrying around with them an incredible video device now.
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01:13:12.400
And we haven't got more compelling data.
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01:13:18.400
And so that we've just seen grainy pictures, a lot of hearsay, instrument kind of malfunctions and whatnot.
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01:13:26.400
And so I think on balance, I think it's extremely unlikely, but I think something really interesting is happening.
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01:13:33.400
And also during the pandemic, right, we've all been locked down, we all want to have, we want to, our imaginations are, you know, running riot.
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01:13:42.400
And I think that the, I don't think that the information out there is convinced me there are any, anything interesting on the UFO side.
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01:13:48.400
But what it has made me very interested in about is how humanity is opening up its mind to ponder aliens and the mystery of our universe.
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01:14:00.400
And so I don't want to dissuade people from having those thoughts and say, you're stupid and look at that, it's clearly incorrect.
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01:14:06.400
That's not right. That's not fair.
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01:14:08.400
What I would say is that I lack sufficient data, replicated observations to make me go, oh, I'm going to take this seriously.
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01:14:15.400
But I'm really interested by the fact that there is this great deal of interest.
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01:14:21.400
And I think that it drives me to maybe want to make an artificial life form even more and to help NASA and the Air Force and whoever go and look for things even more.
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01:14:33.400
Because I think humanity wants to know what's out there.
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01:14:36.400
There's this yearning, isn't there?
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01:14:37.400
Yeah, but I see, I almost, depending on the day, I sometimes agree with you, but with the thing you just said.
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01:14:48.400
But one of the disappointing things to me about the sightings, I still hold the belief that a nonzero number of them is an indication of something very interesting.
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01:15:04.400
So I don't side with the people who say everything can be explained with like sensor artifacts kind of thing.
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01:15:13.400
Yeah, I agree with you. I didn't say that either. I would say I just don't have enough data.
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01:15:17.400
But the thing I want to push back on is the statement that everybody has a high definition camera.
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01:15:23.400
One of the disappointing things to me about the report that the government released, but in general, having worked with government, having worked with people all over,
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01:15:31.400
is how incompetent we are, like if you look at the response to the pandemic, how incompetent we are in the face of great challenges without great leadership,
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01:15:46.400
how incompetent we are in the face of the great mysteries before us without great leadership.
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01:15:51.400
And I just think it's actually the fact that there's a lot of high definition cameras is not enough to capture the full richness of weird,
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01:16:01.400
of the mysterious phenomenon out there, of which extraterrestrial intelligence visiting Earth could be one.
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01:16:08.400
I don't think we have, I don't think everybody having a smartphone in their pocket is enough.
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01:16:14.400
I think that allows for TikTok videos. I don't think it allows for the capture of even interesting relatively rare human events.
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01:16:23.400
That's not that common. It's rare to have been the right moment in the right time to be able to capture the thing.
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01:16:30.400
I agree. I agree. Let me rephrase what I think on this. I haven't seen enough information. I haven't really actively sought it out.
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01:16:36.400
I must admit, but I'm with you in that I love the idea of anomaly detection in chemistry in particular.
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01:16:44.400
I want to make anomalies, sorry, or not necessarily make anomalies. I want to understand an anomaly.
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01:16:51.400
Let me give you two from chemistry, which are really quite interesting.
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01:16:55.400
Flaugiston going way back where people said this is thing called Flaugiston and for ages, the alchemists got really this kind of the fire is the thing.
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01:17:08.400
That's one and we determined that Flaugiston wasn't what we thought it is.
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01:17:13.400
Let's go to physics, the ether. The ethers are a hard one because I think actually the ether might exist and I'll tell you what I think the ether is later.
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01:17:20.400
Can you explain ether?
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01:17:25.400
The light traveling through the ether in the vacuum, there is some thing that we call the ether that basically mediates the movement of light.
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01:17:34.400
Then the other one is cold fusion, which is more of a…
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01:17:38.400
A few years ago, people observed that when they did some electrochemistry, when they were splitting water into hydrogen and oxygen, that you got more energy out than you put in.
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01:17:50.400
People got excited and they thought that this was a nuclear reaction.
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01:17:54.400
In the end, it was kind of discredited because you didn't detect neutrons and all that stuff.
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01:18:00.400
I'm pretty sure, I'm a chemist, I'm telling you this on your podcast, but why not?
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01:18:05.400
I'm pretty sure there's interesting electrochemical phenomena that's not completely bottomed out yet, that there is something there.
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01:18:11.400
However, we lack the technology and the experimental design.
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01:18:15.400
All I'm saying in your response about aliens is that we lack the experimental design to really capture these anomalies.
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01:18:22.400
We are encircling the planet with many more detection systems.
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01:18:27.400
We've got satellites everywhere.
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01:18:28.400
I do hope that we are going to discover more anomalies and remember that the solar system isn't just static in space, it's moving through the universe.
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01:18:38.400
There's just more and more chance.
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01:18:40.400
I'm not one with Avi Loeb, he's generating all sorts of kind of a cult, I would say, with this, but I'm not against him.
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01:18:50.400
I think there is a finite chance, if there are aliens in the universe, that we're going to happen upon them because we're moving through the universe.
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01:18:55.400
What's the nature of the following that Avi Loeb has?
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01:18:59.400
He's doubling down more and more and more and say there are aliens, interdimensional aliens and everything else, right?
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01:19:04.400
He's gone from space junk accelerating out of to interdimensional stuff in a very short space of time.
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01:19:10.400
I see.
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01:19:11.400
He's obviously bored.
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01:19:14.400
Or he wants to tap into the psyche and understand.
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01:19:17.400
He's playfully kind of trying to interact with society and his peers to say, stop saying it's not possible, which I agree with, we shouldn't do that.
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01:19:28.400
But we should frame it statistically in the same way we should frame everything as good scientists, statistically.
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01:19:34.400
Yeah, good scientists. Recently, the idea of good scientists is, I take it quite skeptically.
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01:19:47.400
I've been listening to a lot of scientists tell me about what is good science.
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01:19:52.400
That makes me sad because you've been interviewed, what I would consider a lot of really good scientists.
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01:19:56.400
No, that's true.
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01:19:57.400
But that's exactly right and most of the people I talk to are incredible human beings, but there's a humility that's required.
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01:20:05.400
Science cannot be dogmatism.
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01:20:09.400
Sure, I agree.
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01:20:11.400
Authority, a PhD does not give you authority.
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01:20:16.400
A lifelong pursuit of a particular task does not give you authority.
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01:20:20.400
You're just as lost and clues as everybody else, but you're more curious and more stubborn.
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01:20:25.400
So that's a nice quality to have.
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01:20:29.400
But overall, just using the word science and statistics can often, as you know, kind of become a catalyst for dismissing new ideas out of the box ideas, wild ideas, all that kind of stuff.
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01:20:49.400
Well, yes and no, I think that some people find me extremely annoying in science because I'm basically quite rude and disruptive.
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01:21:04.400
Not in a rude, you know, some people say they're ugly or stupid or anything like that.
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01:21:08.400
I just say, you know, you're wrong.
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01:21:12.400
Or why do you think this?
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01:21:13.400
And something, a gift I got given by society when I was very young because I was in the learning difficulties class at school was I was told I was stupid.
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01:21:22.400
And so I know I know I'm stupid, but I always wanted to be smart, right?
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01:21:27.400
I remember going to school going, maybe today they're going to tell me I'm not as stupid as I was yesterday.
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01:21:32.400
And it was always disappointed, always.
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01:21:34.400
And so when I went into academia and everyone says, you're wrong, I was like, join the queue.
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01:21:38.400
Because it allowed me to walk through the, you know, the wall.
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01:21:43.400
So I think that people like to always imagine science as a bit like living in a Japanese house, paper walls, everyone sits in their paper in their room.
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01:21:51.400
And I annoy people because I walk straight through the wall, not because why should I be a chemist and not a mathematician?
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01:21:57.400
Why should I be a mathematician and not computer scientist?
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01:22:00.400
Because if the problem requires us to walk through those walls, but I like walking through the walls.
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01:22:06.400
But then I have to put up, you know, I have to do good science.
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01:22:12.400
I have to win the people in those rooms across by good science, by taking their criticisms and addressing them head on.
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01:22:20.400
And I think we must do that.
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01:22:22.400
And I think that I try and do that in my own way.
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01:22:25.400
And I kind of love walking through the walls.
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01:22:28.400
And it gives me, it's difficult for me personally, it's quite painful.
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01:22:33.400
But it always leads to a deeper understanding of the people I'm with.
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01:22:39.400
In particular, you know, the arguments I have with all sorts of interesting minds.
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01:22:43.400
Because I want to solve the problem or I want to understand more about why I exist.
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01:22:48.400
You know, that's it really.
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01:22:52.400
And I think we have to not dismiss science on that basis.
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01:22:56.400
I think we can work with science.
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01:22:57.400
No, science is beautiful, but humans with egos and all those kinds of things can sometimes misuse good things like social justice.
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01:23:10.400
Like all ideas were all aspired to misuse these beautiful ideas to manipulate people to all those kinds of things.
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01:23:19.400
And there's assholes in every space and walk of life, including science.
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01:23:27.400
And those are no good, but yes, you're right.
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01:23:30.400
The scientific method has proven to be quite useful.
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01:23:34.400
That said, for difficult questions, for difficult explanations for rare phenomena, you have to walk cautiously.
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01:23:44.400
Because the scientific method, when you totally don't understand something and it's rare and you can't replicate it, doesn't quite apply.
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01:23:56.400
Yeah, yeah, yeah.
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01:23:58.400
I agree with you.
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01:23:59.400
The challenge is to not dismiss the anomaly because you can't replicate it.
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01:24:03.400
I mean, we can talk about this.
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01:24:05.400
This is something I realized when we were developing assembly theory.
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01:24:07.400
People think the track they're on is so dogmatic, but there is this thing that they see but they don't see.
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01:24:19.400
And it takes a bit of time and you just have to keep reframing it.
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01:24:22.400
And my approach is to say, well, why can't this be right?
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01:24:25.400
Why must we accept that RNA is the only way into life?
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01:24:29.400
I mean, who said?
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01:24:30.400
Does RNA have a special class of information that's encoded in the universe?
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01:24:37.400
No, of course it doesn't.
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01:24:38.400
You know, RNA is not a special molecule in the space of all the other molecules.
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01:24:43.400
But it's so elegant and simple and it works so well for the evolutionary process that we kind of use that as an intuition to explain that that must be the only way to have life.
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01:24:51.400
Sure.
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01:24:52.400
But you mentioned assembly theory.
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01:24:55.400
Well, first, let me pause.
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01:24:56.400
Bathroom break needed?
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01:24:57.400
Yeah, let's take two minutes.
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01:24:58.400
We took a quick break and offline you mentioned to me that you have a lab in your home.
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01:25:07.400
And then I said that you're basically Rick from Rick and Morty, which is something I've been thinking this whole conversation.
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01:25:15.400
And then you say that there's a glowing pickle that you used something involving cold plasma, I believe.
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01:25:23.400
I don't know, but can you explain the glowing pickle situation?
link |
01:25:25.400
And is there many arbitrarily many versions of you in alternate dimensions that you're aware of?
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01:25:37.400
I tried to make an electrochemical memory at home using a pickle and the only way I could get any traction with it was actually by plugging it into a very high voltage alternating current and then putting in a couple of electrodes.
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01:25:52.400
But my kids weren't impressed.
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01:25:55.400
They're not impressed with anything I do, any experiments I do at home, I think it's quite funny.
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01:25:59.400
But you connected that pickle to some electrode.
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01:26:01.400
240 volts AC and then had a couple of electrodes on it.
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01:26:05.400
So what happens is a pickle, this is a classic thing you do.
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01:26:09.400
I mean, I shouldn't pranks you do, you put a pickle into the mains and just will leave it, run away and leave it.
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01:26:14.400
And what happens is it starts to decompose, heats up and then explodes because the water turns to steam and it just violently explodes.
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01:26:23.400
But I wondered if I could cause the iron, sodium potassium ions in the pickle to migrate had been in a jar, right?
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01:26:29.400
In a brine.
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01:26:31.400
That was not my best experiment, so I've been far better experiments in my lab at home.
link |
01:26:36.400
At that time was a failed experiment, but you never know, every experiment is a successful experiment if you stick with it long enough.
link |
01:26:46.400
I mean, I got kicked out of my own lab by my research team many years ago and for good reason.
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01:26:51.400
I mean, my team is brilliant and I used to go in and just break things.
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01:26:54.400
So what I do do at home is I have a kind of electronics workshop and I prototype experiments there.
link |
01:27:00.400
Then I try and suggest to my team sometimes, maybe we can try this thing.
link |
01:27:06.400
And they would just say, oh, wow, that's not going to work because of this.
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01:27:10.400
And I say, aha, but actually I've tried and here's some code and here's some hard work and we have a go.
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01:27:15.400
So I'm doing that less and less now as I get even more busy.
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01:27:19.400
But that's quite fun because then they feel that we're in the experiment together.
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01:27:23.400
You do, in fact, brilliantly, just like Rick from Rick and Morty, connect up chemistry with computation.
link |
01:27:34.400
So when we say chemistry, we don't mean the simulation of chemistry or modeling of chemistry.
link |
01:27:46.400
We mean chemistry in the physical space as well as in the digital space, which is fascinating.
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01:27:53.400
We'll talk about that.
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01:27:55.400
But first you mentioned assembly theory, so we'll stick on theory in these big ideas.
link |
01:28:01.400
I would say revolutionary ideas.
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01:28:03.400
There's an intersection between mathematics and philosophy.
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01:28:07.400
What is assembly theory?
link |
01:28:09.400
And generally speaking, how would we recognize life if we saw it?
link |
01:28:14.400
So assembly theory is a theory.
link |
01:28:17.400
It goes back a few years now and my struggle for maybe almost 10 years when I was going to origin of life conferences and artificial life conferences,
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01:28:25.400
where I thought that everybody was dancing around the problem of what life is and what it does.
link |
01:28:32.400
But I'll tell you about what assembly theory is because I think it's easier.
link |
01:28:35.400
So assembly theory literally says if you take an object, any given object,
link |
01:28:39.400
and you are able to break that object into parts very gently, so just maybe let's say take a piece of very intricate Chinese porcelain,
link |
01:28:48.400
and you tap it just with a hammer or the nail at some point, and it will fragment into many parts.
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01:28:54.400
And if that object is able to fragment into many, and you count those parts, the different parts, so they're unsymmetrical.
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01:29:00.400
Assembly theory says the larger the number of parts, unsymmetrical parts that object has,
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01:29:09.400
the more likely it is that object has been created by an evolutionary or information process,
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01:29:14.400
especially if that object is not one off, you've got an abundance of them.
link |
01:29:21.400
And that's really important.
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01:29:22.400
What I'm literally saying about the abundance, if you have a one off object and you break it into parts,
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01:29:30.400
and it has lots of parts, you'd say, well, that could be incredibly intricate and complex, but it could be just random.
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01:29:39.400
And I was troubled with this for years because I saw in reality that assembly theory works.
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01:29:44.400
But when I talked to very good computational complexity computation lists, algorithmic complexity people,
link |
01:29:50.400
they said, you haven't really done this properly, you haven't thought about it.
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01:29:55.400
This is the random problem.
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01:29:57.400
And so I kept working this up because I invented an assembly theory in chemistry, first of all, with molecules.
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01:30:05.400
And so the thought experiment was, how complex does a molecule need to be when I find it,
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01:30:11.400
that it couldn't possibly have risen by chance probabilistically.
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01:30:14.400
And if I found this molecule able to detect enough quantities in the same object, like a machine, like a mass spectrometer.
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01:30:20.400
So typically in a mass spectrometer, you weigh the molecules in electric field,
link |
01:30:24.400
you probably have to have on the order of 10,000 identical molecules to get a signal.
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01:30:28.400
So 10,000 identical molecules that are complex.
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01:30:32.400
What is the chance of them occurring by chance?
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01:30:36.400
Well, we can do the math.
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01:30:37.400
Let's take a molecule like Strychnine or Strychnine is a good molecule actually to take.
link |
01:30:44.400
Or Viagra is a good molecule.
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01:30:47.400
I made jokes about Viagra because it's a complex molecule.
link |
01:30:49.400
And one of my friends said, yeah, if we find Viagra on Mars in detectable quantities, we know something is up.
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01:30:54.400
But anyway, it's a complex molecule.
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01:31:00.400
So what you do is you take this molecule in the mass spectrometer and you hit it with some electrons or in electric field and it breaks apart.
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01:31:05.400
And if the larger than the larger the number of different parts, you know, when it starts to get refresh old,
link |
01:31:13.400
my idea was that that molecule could not be created by chance, probabilistically.
link |
01:31:17.400
So that was where assembly thought theory was born in an experiment in a mass spec experiment.
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01:31:23.400
And I was thinking about this because NASA sending the mass spectrometers to Mars to Titan is going to send them to Europa.
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01:31:30.400
There's going to be a nuclear powered mass spectrometer going to Titan.
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01:31:32.400
I mean, this is the coolest experiment ever.
link |
01:31:35.400
They're not only sending a drone that's going to fly around Titan, it's going to be powered by a nuclear slug, a nuclear battery.
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01:31:43.400
And it's going to have a mass spectrometer on it.
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01:31:45.400
Is this already launched?
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01:31:47.400
No, it's Dragonfly and it's going to be launched in a few years.
link |
01:31:51.400
I think it got pushed a year because of the pandemic.
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01:31:53.400
So I think it's real.
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01:31:54.400
Dragonfly, nuclear Dragonfly is going to fly the Titan and collect data about the composition of the various chemicals on Titan.
link |
01:32:10.400
Yeah, I'm trying to convince NASA.
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01:32:12.400
I don't know if I'll be able to convince the Dragonfly team that they should apply this approach,
link |
01:32:17.400
but they will get data and depending on how good their mass spectrometer is.
link |
01:32:19.400
But I had this thought experiment anyway, and I did this thought experiment.
link |
01:32:24.400
And for me, it seemed to work.
link |
01:32:26.400
I turned the thought experiment into an algorithm in assembly theory.
link |
01:32:30.400
And I basically, assembly theory, if I take, let's just make it generic and let's just take the word abracadabra.
link |
01:32:36.400
So can I, if you find the word, so if you have a book with lots of words in it and you find abracadabra one off,
link |
01:32:43.400
and there's a wrap book that's been written by, in a random way, you know, set of monkeys in a room.
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01:32:47.400
Yeah, and typewriters.
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01:32:49.400
And you're on typewriters and you find one off abracadabra, no big deal.
link |
01:32:52.400
But if you find lots of recurrences of abracadabra, well, that means something weird is going on.
link |
01:32:57.400
But let's think about the assembly number of abracadabra.
link |
01:33:00.400
So abracadabra has a, you know, has a number of letters in it, you can break it down.
link |
01:33:05.400
So you just cut the letters up.
link |
01:33:07.400
But when you actually reassemble abracadabra, the minimum number of weights of organizing those letters.
link |
01:33:12.400
So you'd have an A, a B, you know, and keep going up.
link |
01:33:15.400
There's just the, you can, when you cut abracadabra up into parts, you can put it together again in seven steps.
link |
01:33:23.400
So what does that mean?
link |
01:33:25.400
That means if you basically don't read, you're allowed to reuse things you make in a chain at the beginning.
link |
01:33:30.400
That's the memory of the universe, the process that makes abracadabra.
link |
01:33:34.400
And because that causal chain, you can then get to abracadabra quicker than the number of letters for having to specify only in seven.
link |
01:33:41.400
So if you take that to a molecule and you cut the molecule up into parts and you can on the causal chain and you basically start with the atoms and then bonds.
link |
01:33:52.400
And then you randomly add on those parts to make the A, make the B, make the, and keep going all the way up.
link |
01:33:58.400
I found that literally assembly theory allows me to say how compressed a molecule is.
link |
01:34:04.400
So when there's some information in there.
link |
01:34:05.400
And I realized the assembly theory isn't just confined to molecular space.
link |
01:34:12.400
It can apply to anything, but let me finish the molecular argument.
link |
01:34:15.400
So what I did is I had this theory.
link |
01:34:18.400
I was one of my students, we wrote an algorithm.
link |
01:34:22.400
We basically took 20 million molecules from the database and we just calculate their assembly number.
link |
01:34:27.400
And that's the index.
link |
01:34:28.400
Like basically if I take a molecule and I cut it up into bonds, what is the minimum number of steps I need to take to reform that molecule from atoms.
link |
01:34:39.400
So reusability of previously formed things is somehow fundamental.
link |
01:34:43.400
Exactly.
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01:34:44.400
It's like a memory in the universe.
link |
01:34:46.400
I'm making lots of leaps here.
link |
01:34:48.400
It's kind of weird.
link |
01:34:49.400
I'm saying, right, there's a process that can form the A and the B and the C, let's say.
link |
01:34:52.400
And then because we've formed A and B before, we can use A and B again with no extra cost except one unit.
link |
01:34:59.400
So that's the kind of the chain of events.
link |
01:35:02.400
And that's how you think about memory here when you say the universe, when you talk about the universe or life is the universe creating memory.
link |
01:35:11.400
Exactly.
link |
01:35:12.400
So we went through chemical space and we looked at the assembly numbers and we were able to classify it.
link |
01:35:17.400
So, okay, let's test it. Let's go. So we're able to take a whole bunch of molecules and assign an assembly index to them.
link |
01:35:26.400
Okay.
link |
01:35:27.400
And it's just a function of the number of bonds in the molecule and how much symmetry.
link |
01:35:32.400
So literally assembly theory is a measure of how little symmetry a molecule has.
link |
01:35:38.400
So the more asymmetry, the more information, the more weird it is like a Jackson Pollock or some description.
link |
01:35:43.400
So I then went and did a load of experiments and I basically took those molecules.
link |
01:35:49.400
I cut them up in the mass spec and measured the number of peaks without any knowledge of the molecule.
link |
01:35:54.400
And we found the assembly number than the, there was a almost, not quite a one to one correlation, but almost because not all bonds are equal to have different energies.
link |
01:36:03.400
I then did this using two other spectroscopic techniques, NMR, nuclear magnetic resonance, which uses radio frequency to basically jangle the molecules and get a signature out.
link |
01:36:11.400
And they also used infrared and infrared and NMR almost gave us a one to one correlation.
link |
01:36:17.400
So what am I saying?
link |
01:36:19.400
I'm saying by taking a molecule and doing either infrared or NMR or mass spec, I can work out how many parts there are in that molecule and then put it on a scale.
link |
01:36:30.400
And what we did in the next part of the work is we took molecules randomly from the environment, from outer space, from all around Earth, from the sea, from Antarctica and from fossils and so on.
link |
01:36:47.400
And even NASA, because they didn't believe us, blinded some samples.
link |
01:36:50.400
And then we found that all these samples that came from biology produced molecules that had a very high assembly number above a threshold of about 15.
link |
01:37:02.400
So basically, all the other stuff that came from my ebiotic origin was low.
link |
01:37:08.400
There was no complexity there.
link |
01:37:09.400
So we suddenly realized that on Earth, at least there is a cutoff that natural phenomena cannot produce molecules that need more than 15 steps to make them.
link |
01:37:20.400
So I realized that this is a way to make a scale of life, a scale of technology as well.
link |
01:37:27.400
And literally, you could just go sniffing for molecules off Earth on Titan, on Mars.
link |
01:37:32.400
And when you find a molecule in the mass spectrometer that gives you more than 15 parts, you'll know pretty much for sure that it had to be produced by evolution.
link |
01:37:43.400
And this allowed me to come up with a general definition of life based on assembly theory to say that if I find an object that has a large number of parts, say an iPhone or Boeing 747 or any complex object and I can find it in abundance and cut it up,
link |
01:37:59.400
I can tell you whether that has been produced by an informational process or not.
link |
01:38:05.400
And that's what assembly theory kind of does.
link |
01:38:07.400
But it goes a bit further.
link |
01:38:09.400
I then realized that this isn't just about life, it's about causation.
link |
01:38:14.400
So actually, it tells you about where there's a causal structure.
link |
01:38:17.400
So now I can look at objects in the universe, say that again, there's a cup and say, right, I'm going to look at how many independent parts it has.
link |
01:38:23.400
So that's the assembly number.
link |
01:38:24.400
I'll then look at the abundance, how many cups are two on this table, maybe there's a few more, you got stashed away.
link |
01:38:31.400
So assembly is a function of the complexity of the object times the number of copy numbers of that object or a function of the copy number normalized.
link |
01:38:42.400
So I realized there's a new quantity in the universe.
link |
01:38:45.400
You have energy, entropy and assembly.
link |
01:38:47.400
So assembly, the way we should think about that is how much reusability there is.
link |
01:38:54.400
Reusability is like, can you play devil's advocate to this?
link |
01:38:59.400
So could this just be a nice tertiary signal for living organisms?
link |
01:39:08.400
Like some kind of distant signal that's, yeah, this is a nice property, but it's not capturing something fundamental.
link |
01:39:17.400
Or do you think reusability is something fundamental to life in complex organisms?
link |
01:39:22.400
I think reusability is fundamental in the universe, not just for life in complex organisms, it's about causation.
link |
01:39:28.400
So I think assembly tells you, if you find objects, because you can do this with trajectories as well, if you think about it,
link |
01:39:35.400
the fact there are objects in the universe on Earth is weird.
link |
01:39:43.400
You think about it, we should just have a commentary explosion of stuff.
link |
01:39:47.400
The fact that not everything exists is really weird.
link |
01:39:52.400
As I'm looking at two mugs and two water bottles, and the things that exist are similar and multiply in copies.
link |
01:40:08.400
So I would say that assembly allows you to do something that statistical mechanics and people looking at entropy have got stuck with for a while.
link |
01:40:16.400
So I'm making, it's pretty bold.
link |
01:40:18.400
I mean, I'm writing a paper with Sarah Walker on this at the moment.
link |
01:40:20.400
And we're realizing, we don't want to get ahead of ourselves because I think that there's lots of ways where this is, you know, it's a really interesting idea.
link |
01:40:30.400
It works for molecules, and it appears to work for any objects produced by causation.
link |
01:40:35.400
Because you can take a motor car, you can look at the assembly of the motor car, look at a book, look at the assembly of the book.
link |
01:40:39.400
Assembly theory tells you there's a way of compressing and reusing.
link |
01:40:43.400
And so when people, I talk to information theorists, they say, oh, this is just logical death.
link |
01:40:47.400
I say it is like logical death, but it's experimentally measurable.
link |
01:40:52.400
They say, oh, it's a bit like comagolor of complexity.
link |
01:40:55.400
I say, but it's computable.
link |
01:40:57.400
And now, okay, it's not infinitely computable gets MP hard very quickly, right?
link |
01:41:02.400
It's very hard problem when you could get, but it's a computable enough.
link |
01:41:05.400
You could tractable enough to be able to tell the difference between a molecule that's been formed by the random background and by causation.
link |
01:41:11.400
And I think that that's really interesting because until now, there's no way of measuring complexity objectively.
link |
01:41:20.400
Complexity has required algorithmic comparisons and programs and human beings to label things.
link |
01:41:29.400
Assembly is label free.
link |
01:41:31.400
Well, not entirely.
link |
01:41:33.400
We can talk about what that means in a minute.
link |
01:41:34.400
Okay, my brain has been broken a couple of times here.
link |
01:41:41.400
I'm sorry, I explained it really badly.
link |
01:41:43.400
No, it was very well explained.
link |
01:41:45.400
It was just fascinating and it's up.
link |
01:41:48.400
My brain is broken into pieces and I'm trying to assemble it.
link |
01:41:52.400
So, NP hard.
link |
01:41:54.400
So, when you have a molecule, you're trying to figure out, okay, if we were to reuse parts of this molecule,
link |
01:42:02.400
which parts can we reuse as an optimization problem and be hard?
link |
01:42:11.400
To figure out the minimum amount of reused components that will create this molecule.
link |
01:42:17.400
And it becomes difficult when you start to look at a huge, huge molecules arbitrarily large.
link |
01:42:23.400
Because I'm also mapping this.
link |
01:42:25.400
Can I think about this in complexity generally?
link |
01:42:27.400
Like looking at a cellular automata system and saying, can this be used as a measure of complexity for an arbitrarily complicated system?
link |
01:42:38.400
Yeah, I think it can.
link |
01:42:40.400
It can.
link |
01:42:41.400
And I think that the question is in what's the benefit?
link |
01:42:44.400
Because there's plenty of, I mean, in computer science and mathematics and in physics,
link |
01:42:49.400
people have been really seriously studying complexity for a long time.
link |
01:42:52.400
And I think there's really interesting problems of where we coarse grade.
link |
01:42:55.400
And we lose information.
link |
01:42:57.400
And all assembly theory does really.
link |
01:42:59.400
Assembly theory just explains weak emergence.
link |
01:43:02.400
And so, what assembly theory says, look, going from the atoms that interact,
link |
01:43:08.400
those first replicators that build one another.
link |
01:43:10.400
Assembly at the minimal level just tells you evidence that there's been replication and selection.
link |
01:43:16.400
And I think the more selected something is, the higher the assembly.
link |
01:43:20.400
And so, we were able to start to know how to look for selection in the universe.
link |
01:43:26.400
If you go to the moon, there's nothing a very high assembly on the moon except the human artifacts we've left there.
link |
01:43:32.400
So, again, let's go back to the sandbox.
link |
01:43:35.400
In assembly theory says, if all the sand grains could stick together,
link |
01:43:39.400
that's the infinite combinatorial explosion in the universe.
link |
01:43:42.400
That should be the default.
link |
01:43:44.400
We don't have that.
link |
01:43:44.400
Now, let's assemble sand grains together and do them in every possible way.
link |
01:43:51.400
So, we have a series of minimal operations that can move the sand together.
link |
01:43:56.400
But all that doesn't exist either.
link |
01:43:58.400
Now, because we have specific memory where we say,
link |
01:44:00.400
well, we're going to put three sand grains in a line or four and make a cross or a triangle or something unsymmetrical.
link |
01:44:05.400
And once we've made the triangle and the unsymmetrical thing, we remember that.
link |
01:44:08.400
We can use it again because on that causal chain.
link |
01:44:09.400
So, what assembly theory allows you to do is go to the actual object that you find in space.
link |
01:44:15.400
And actually, the way you get there is by disassembling it.
link |
01:44:19.400
So, assembly theory works by disassembling objects.
link |
01:44:23.400
You have an understanding of the steps to create them.
link |
01:44:27.400
And it works for molecules beautifully because you just break bonds.
link |
01:44:31.400
But like you said, assembly hard is very difficult.
link |
01:44:33.400
It's a difficult problem to figure out how to break them apart.
link |
01:44:35.400
For molecules, it's easy. If you just keep low enough in molecular weight space, it's good enough.
link |
01:44:41.400
So, it's a complete theory.
link |
01:44:43.400
When we start to think about objects, we can start to assign,
link |
01:44:46.400
we can start to think about things at different levels, different atoms.
link |
01:44:49.400
What do you assign as your atom?
link |
01:44:51.400
So, in a molecule, the atom, this is really confusing because word atom, I mean smallest breakable part.
link |
01:44:57.400
So, in a molecule, the atom is the bond because you break bonds, not atoms, right?
link |
01:45:01.400
So, in a car, the atom might be, I don't know, a small amount of iron,
link |
01:45:07.400
or the smallest reusable part, a rivet, a piece of plastic or something.
link |
01:45:13.400
So, you've got to be really careful.
link |
01:45:15.400
In a micro process, the atoms might be transistors.
link |
01:45:18.400
And so, the amount of assembly is a function.
link |
01:45:24.400
You have to look at the atom level.
link |
01:45:27.400
Where are your parts? What are you counting?
link |
01:45:28.400
That's one of the things you get to choose.
link |
01:45:31.400
At what scale is the atom? What is the minimal thing?
link |
01:45:34.400
I mean, there's a huge amount of tradeoffs.
link |
01:45:37.400
When you approach a system and try to analyze, like if you approach Earth,
link |
01:45:41.400
you're an alien civilization, try to study Earth,
link |
01:45:44.400
what is the atom for trying to measure the complexity of life?
link |
01:45:48.400
Are humans the atoms?
link |
01:45:50.400
I would say to start with, you just use molecules.
link |
01:45:52.400
I can say for sure, if there are molecules of sufficient complexity on Earth,
link |
01:45:58.400
then I know that life has made them.
link |
01:46:00.400
And you can go further and show technology.
link |
01:46:02.400
There are molecules that exist on Earth that are not possible even by biology.
link |
01:46:06.400
You needed technology and you needed micro processes to get there.
link |
01:46:09.400
So, that's really cool.
link |
01:46:11.400
And there's a correlation between the coolness of that and assembly number, whatever the measure.
link |
01:46:19.400
What would you call the measure?
link |
01:46:20.400
Assembly index.
link |
01:46:22.400
So, there are three kind of fundamental kind of labels we have.
link |
01:46:26.400
So, there's the quantity of assembly.
link |
01:46:28.400
So, if you have a box, let's just have a box of molecules.
link |
01:46:32.400
So, I'm going to have my box.
link |
01:46:34.400
We count the number of identical molecules,
link |
01:46:36.400
and then we chop each molecule up in an individual molecule class
link |
01:46:40.400
and calculate assembly number.
link |
01:46:42.400
So, basically, you then have a function that sums over all the molecules for each assembly,
link |
01:46:48.400
and then you divide through.
link |
01:46:50.400
So, you make it divide through by the number of molecules.
link |
01:46:54.400
So, that's the assembly index for the box?
link |
01:46:56.400
So, that will tell you the amount of assembly in the box.
link |
01:46:59.400
So, basically, the assembly equation we come up with is like, basically,
link |
01:47:02.400
the sum of e to the power of the assembly index for molecule i
link |
01:47:07.400
times the number of copies of the molecule i, and then you normalize.
link |
01:47:11.400
So, you sum them all up and then normalize.
link |
01:47:13.400
So, some boxes are going to be more assembled than others.
link |
01:47:15.400
Yeah, that's what they tell me.
link |
01:47:18.400
So, if you were to look at me as a box, say I'm a box,
link |
01:47:21.400
and my assemble my parts in terms of like, how do you know what's my assembly index?
link |
01:47:27.400
So, be gentle.
link |
01:47:29.400
So, let's just, we'll talk about the molecules in you.
link |
01:47:31.400
So, let's just take a pile of sand the same way as you,
link |
01:47:34.400
and I would take you and just cut up all the molecules.
link |
01:47:40.400
I mean, and look at the number of copies and assembly number.
link |
01:47:43.400
So, in sand, let's say, there's probably going to be nothing more than assembly number two or three,
link |
01:47:48.400
but there might be trillions and trillions of sand grains.
link |
01:47:52.400
In your body, there might be, the assembly number is going to be higher,
link |
01:47:56.400
but there might not be quite as many copies because the molecular weight is higher.
link |
01:48:01.400
So, you do want to average it out.
link |
01:48:03.400
You do average it.
link |
01:48:05.400
I'm not defined by the most impressive.
link |
01:48:07.400
No, no, you're an average in your volume.
link |
01:48:09.400
I mean, we're just working this out.
link |
01:48:10.400
But what's really cool is that you're going to have a really high assembly.
link |
01:48:15.400
The sand will have a very low assembly.
link |
01:48:17.400
Your causal power is much higher.
link |
01:48:19.400
You get to make decisions.
link |
01:48:21.400
You're alive, you're aspiring.
link |
01:48:23.400
Assembly says something about causal power in the universe.
link |
01:48:26.400
And that's not supposed to exist because physicists don't accept that causation exists at the bottom.
link |
01:48:33.400
So, I understand at the chemical level why the assembly is causation.
link |
01:48:37.400
Why is it causation?
link |
01:48:38.400
Because it's capturing the memory.
link |
01:48:40.400
Exactly.
link |
01:48:42.400
It's capturing memory, but there's not an action to it.
link |
01:48:45.400
So, I'm trying to see how it leads to life.
link |
01:48:51.400
Well, it's what life does.
link |
01:48:53.400
So, I think we don't know.
link |
01:48:55.400
It's a good question.
link |
01:48:57.400
What is life versus what does life do?
link |
01:49:00.400
Yeah, so this is the definition of life, the only definition we need.
link |
01:49:04.400
What's the assembly?
link |
01:49:05.400
In other words, life is able to create objects in abundance that are so complex.
link |
01:49:14.400
The semi number is so high, they can't possibly form in an environment where there's just random interactions.
link |
01:49:20.400
So, suddenly you can put life on a scale.
link |
01:49:24.400
And then life doesn't exist, actually, in that case.
link |
01:49:28.400
It's just how evolved you are.
link |
01:49:29.400
And you as an object, because you have incredible causal power, you can go and launch rockets or build cars or create drugs.
link |
01:49:44.400
You can do so many things.
link |
01:49:46.400
You can build stuff, build more artifacts that show that you have had causal power.
link |
01:49:52.400
And that causal power is kind of a lineage.
link |
01:49:54.400
And I think that over time, I mean, realizing that physics as a discipline has a number of problems associated with it.
link |
01:50:05.400
Well, me as a chemist is kind of interesting that assembly theory, and I'm really, you know, I want to maintain some credibility in the physics side, but I have to push them because physics is a really good discipline.
link |
01:50:18.400
Physics is about reducing the belief system.
link |
01:50:21.400
But they're down to some things in their belief system, which is kind of really makes me kind of grumpy.
link |
01:50:27.400
Number one is requiring order at the beginning of the universe magically, we don't need that.
link |
01:50:32.400
The second is the second law.
link |
01:50:34.400
Well, we don't actually need that.
link |
01:50:36.400
This is blasphemous.
link |
01:50:39.400
In a minute, I'll recover my career in a second.
link |
01:50:42.400
Although I think the only good thing about being the religious chair means I think there has to be an act of parliament to fire me.
link |
01:50:47.400
Yeah.
link |
01:50:51.400
But you can always go to least Twitter and protest.
link |
01:50:56.400
And I think the third thing is that, so we've got, you know, we've got the order at the beginning.
link |
01:51:02.400
Second law.
link |
01:51:03.400
The second law, and the fact that causation is emergent, right?
link |
01:51:07.400
And that time is emergent.
link |
01:51:09.400
John Carroll just turned off this program.
link |
01:51:11.400
I think he believes that it's emergent.
link |
01:51:14.400
So causation is not emergent.
link |
01:51:15.400
That's clearly incorrect.
link |
01:51:17.400
Because we wouldn't exist otherwise.
link |
01:51:20.400
So physicists have kind of got confused about time.
link |
01:51:23.400
Time is a real thing.
link |
01:51:25.400
Well, I mean, so look, I'm very happy with the current description of the universe as physics give me because I can do a lot of stuff, right?
link |
01:51:34.400
I can go to the moon with Newtonian physics, I think.
link |
01:51:36.400
And I can understand the orbit of Mercury with relativity.
link |
01:51:41.400
And I can build transistors with quantum mechanics, right?
link |
01:51:43.400
And I can do all this stuff.
link |
01:51:45.400
So I'm not saying the physics is wrong.
link |
01:51:47.400
I'm just saying, if we say that time is fundamental, i.e. time is nonnegotiable, there's a global clock.
link |
01:51:53.400
I don't need to, I don't need to require that there's order been magically made in the past because that asymmetry is built into the way the universe is.
link |
01:52:02.400
So if time is fundamental, I mean, you've been referring to this kind of an interesting formulation that is memory.
link |
01:52:13.400
Yeah.
link |
01:52:14.400
So time, time is hard to like put a finger on like what the hell are we talking about?
link |
01:52:19.400
Well, it's just the direction, but memory is a construction, especially when you have like, think about these local pockets of complexity, these nonzero assembly index entities that's being constructed and they remember.
link |
01:52:36.400
Never forget molecules.
link |
01:52:38.400
But remember, the thing is, I invented assembly theory.
link |
01:52:41.400
I'll tell you how I invented it.
link |
01:52:42.400
When I was a kid, I mean, the thing is I keep making fun of myself to my search group.
link |
01:52:49.400
I've only ever had one idea.
link |
01:52:51.400
I keep exploring that idea over the 40 years or so since I had that idea.
link |
01:52:54.400
Well, aren't you the idea that the universe had?
link |
01:52:57.400
So it's very kind of hierarchical.
link |
01:52:59.400
Anyway, go ahead, I'm sorry.
link |
01:53:01.400
That's very poetic.
link |
01:53:03.400
So I think I came up with assembly theory the following idea when I was a kid, I was obsessed about survival kits.
link |
01:53:09.400
What is the minimum stuff I would need to basically replicate my reality?
link |
01:53:14.400
And I love computers and I love technology or what technology was going to become.
link |
01:53:18.400
So I imagined that I would have basically this really big truck full of stuff.
link |
01:53:22.400
And I thought, well, can I delete some of that stuff out?
link |
01:53:25.400
Can I have a blueprint?
link |
01:53:27.400
And then in the end, I kept making this, making it smaller and got to maybe a half a truck into a suitcase.
link |
01:53:32.400
And then I went, okay, screw it.
link |
01:53:34.400
I want to carry my entire technology in my pocket.
link |
01:53:36.400
How do I do it? And I'm not like going to launch into Steve Jobby and, you know, I play.
link |
01:53:42.400
I came up with a matchbox survival kit.
link |
01:53:45.400
In that matchbox survival kit, I would have the minimum stuff that would allow me to interact the environment to build my shelter, to build a fishing rod, to build a water purification system.
link |
01:53:56.400
And it's kind of like, so what did I use in my box to assemble in the environment, to assemble, to assemble, to assemble.
link |
01:54:03.400
And I realized I could make a causal chain in my survival kit.
link |
01:54:08.400
So I guess that's probably why I've been obsessed with assembly theory for so long.
link |
01:54:12.400
And I was just pre configured to find it somewhere.
link |
01:54:17.400
And when I saw it in molecules, I realized that the causal structure that we say emerges and the physics kind of gets really stuck because they're saying that time, you can go backwards in time.
link |
01:54:29.400
I mean, how do we let physicists get away with the notion that we can go back in time and meet ourselves?
link |
01:54:35.400
I mean, that's clearly a very hard thing to allow.
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01:54:42.400
Physicists would not let other sciences get away with that kind of heresy, right?
link |
01:54:49.400
So why are physicists allowed to get away with it?
link |
01:54:51.400
So first of all, to push back, to play devil's advocate, you are clearly married to the idea of memory.
link |
01:54:57.400
You see in this, again, from Rick and Morty way, you have these deep dreams of the universe that is writing the story through its memories, through its chemical compounds that are just building on top of each other.
link |
01:55:13.400
And they find useful components that can reuse.
link |
01:55:16.400
And then their reused components create systems that themselves are then reused and all in this way construct things.
link |
01:55:23.400
But when you think of that as memory, it seems like quite sad that you can walk that back.
link |
01:55:32.400
But at the same time, it feels like that memory, you can walk in both directions on that memory in terms of time.
link |
01:55:38.400
You could walk in both directions, but I don't think that that makes any sense.
link |
01:55:41.400
Because the problem that I have with time being reversible is that, I mean, I'm just a, you know, I'm a dumb experimental chemist, right?
link |
01:55:55.400
So I love burning stuff, burning stuff and building stuff.
link |
01:55:58.400
But when I think of reversible phenomena, I imagine in my head, I have to actually manufacture some time.
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01:56:05.400
I have to borrow time from the universe to do that.
link |
01:56:07.400
I can't, when anyone says, let's imagine that we can go back in time or reversibility, you can't do that.
link |
01:56:14.400
You can't step out of time. Time is nonnegotiable. It's happening.
link |
01:56:17.400
No, but see, you're assuming that time is fundamental, which most of us do when we go day to day.
link |
01:56:24.400
But it takes a leap of wild imagination to think that time is emergent.
link |
01:56:29.400
No, time is not emergent.
link |
01:56:31.400
Yeah, I mean, this is an argument we can have, but I believe I can come up with an experiment.
link |
01:56:35.400
An experiment that proves that time cannot possibly be emergent.
link |
01:56:39.400
An experiment that shows how assembly theory kind of is the way that the universe produces selection and that selection gives rise to life.
link |
01:56:50.400
And also to say, well, hang on, we could allow ourselves to have a theory that requires us to have these statements to be possible.
link |
01:56:58.400
Like we need to have order in the past or we can have used the past hypothesis, which is order in the past as well.
link |
01:57:09.400
And we have to have an arrow of time. We have to require the entropy increases.
link |
01:57:16.400
And then we can say, look, the universe is completely closed and there's no novelty or that novelty is predetermined.
link |
01:57:22.400
What I'm saying is very, very important that time is fundamental, which means if you think about it, the universe becomes more and more novel each step.
link |
01:57:32.400
It generates as more states and next step than it was before.
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01:57:35.400
That means bigger search.
link |
01:57:37.400
So what I'm saying is that the universe wasn't capable of consciousness at day one.
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01:57:42.400
Actually, because you didn't have enough states.
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01:57:45.400
But today the universe is complex.
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01:57:47.400
So it's like, all right, all right, hold on a second. Now we've pissed off the pants like it's two. Okay.
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01:57:55.400
No, there's brilliant. Sorry.
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01:57:57.400
A part of me is just joking having fun with this thing, but because you're saying a lot of brilliant stuff and I'm trying to slow it down before my brain explodes.
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01:58:06.400
Because I want to break apart some of the fascinating things you're saying.
link |
01:58:09.400
So novelty, novelty is increasing in the universe because the number of states is increasing. What do you mean by states?
link |
01:58:18.400
So I think the physicists almost got everything right. I can't fault them at all.
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01:58:22.400
I just think there's a little bit of dog. I'm just trying to play devil's advocate. I'm very happy to be entirely wrong on this, right?
link |
01:58:28.400
I'm not right on many things at all.
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01:58:29.400
But if I can make less assumptions about the universe with this, then potentially that's a more powerful way of looking at things.
link |
01:58:39.400
If you think of time as fundamental, you can make less assumptions overall.
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01:58:43.400
Exactly.
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01:58:44.400
If time is fundamental, I don't need to add on a magical second law because the second law comes out of the fact the universe is actually there's more states available.
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01:58:52.400
I mean, we might even be able to do weird things like dark energy in the universe might actually just be time, right?
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01:58:57.400
Yeah, but then you have to still have to explain why time is fundamental because I can give you one explanation that's simpler than time and say God.
link |
01:59:06.400
You know, just because it's simple doesn't mean it's...
link |
01:59:09.400
But you still have to explain God and you still have to explain time. Why is it fundamental?
link |
01:59:15.400
So let's just say existence is default, which means time is the default.
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01:59:19.400
How did you go from the existence to the thought the time is the default?
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01:59:23.400
Well, we exist, right?
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01:59:24.400
So let's just be very...
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01:59:27.400
We're yet to talk about what exists means.
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01:59:29.400
All right, let's go all the way back.
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01:59:30.400
Yeah, yeah, yeah.
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01:59:31.400
I think it's very poetic and beautiful what you're weaving into this.
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01:59:34.400
I don't think this conversation is even about the assembly, which is fascinating and we'll keep mentioning it as something index and this idea that I don't think is necessarily connected to time.
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01:59:47.400
Oh, I think it is deeply connected.
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01:59:49.400
I can't explain it yet.
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01:59:50.400
You don't think everything you've said about assembly theory and assembly index can still be correct even if time is emergent.
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01:59:59.400
Yeah, right now, assembly theory appears to work.
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02:00:02.400
I appear to be able to measure objects of high assembly in a mass spectrum and look at their abundance and all that's fine, right?
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02:00:08.400
If nothing else, it's a nice way of looking at how molecules can compress things.
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02:00:14.400
Now, am I saying that a time has to be fundamental or not emergent for assembly theory to work?
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02:00:18.400
No, I think I'm saying that the universe, it appears that the universe has many different ways of using time.
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02:00:26.400
You could have three different types of time.
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02:00:28.400
You could just have time that's the way I would think of it.
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02:00:31.400
If you want to hold on to emergent time, I think that's fine.
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02:00:34.400
Let's do that for a second.
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02:00:35.400
Hold on to emergent time and the universe is just doing its thing.
link |
02:00:39.400
Then assembly time only exists when the universe starts to write memories through bonds.
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02:00:42.400
Let's just say there's rocks running around, when the bond happens and selection starts, suddenly the universe is remembering cause and in the past.
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02:00:55.400
Those structures will have effects in the future.
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02:00:57.400
Suddenly a new type of time emerges at that point which has a direction.
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02:01:02.400
I think Sean Carroll at this point might even turn the podcast back on and go, okay, I can deal with that, that's fine.
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02:01:07.400
But I'm just basically trying to condense the conversation and say, hey, let's just have time fundamental and see how that screws with people's minds.
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02:01:15.400
You're triggering people by saying fundamental.
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02:01:17.400
Why not?
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02:01:19.400
Let's say, I'm walking through the wall.
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02:01:22.400
Why should I grow up in a world where time, I don't go back in time.
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02:01:28.400
I don't meet myself in the past.
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02:01:30.400
There are no aliens coming from the future.
link |
02:01:32.400
That's like saying we're talking about biology or evolutionary psychology and you're saying, okay, let's just assume that clothing is fundamental.
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02:01:48.400
People wearing clothes is fundamental.
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02:01:50.400
It's like, no, no, no, wait a minute.
link |
02:01:52.400
I think you're getting in a lot of trouble if you assume time is fundamental.
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02:01:57.400
Why?
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02:01:59.400
Give me one reason why I'm getting into trouble with time being fundamental.
link |
02:02:00.400
Because you might not understand the origins of this memory that might be deeper.
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02:02:08.400
That could be a thing that's explaining the construction of these higher complexities better than just saying it's a search.
link |
02:02:20.400
It's chemicals doing a search for reusable structures that they can then use as bricks to build the house.
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02:02:32.400
Okay, so I accept that.
link |
02:02:34.400
So let's go back a second because I wanted to drop the time bomb at this part because I think we can carry on discussing it for many, many, many, many days, many months.
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02:02:44.400
But I'm happy to accept that it might be wrong.
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02:02:50.400
But what I would like to do is imagine a universe where time is fundamental and time is emergent and ask, let's just then talk about causation because physicists require that causation.
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02:03:02.400
So this is where I'm going to go.
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02:03:04.400
Causation emerges and it doesn't exist at the micro scale.
link |
02:03:08.400
Well, that clearly is wrong because if causation has to emerge at the macro scale, life cannot emerge.
link |
02:03:12.400
So how does life emerge?
link |
02:03:15.400
Life requires molecules to bump into each other, produce replicators.
link |
02:03:19.400
Those replicators need to produce polymers.
link |
02:03:21.400
There needs to be cause and effect at the molecular level.
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02:03:24.400
There needs to be in a girdic, non a girdic to an a girdic transition at some point.
link |
02:03:29.400
And those replicators have material consequence in the universe.
link |
02:03:36.400
Physicists just say, oh, you know what, I'm going to have a bunch of particles in the box.
link |
02:03:42.400
I'm going to think about it in a Newtonian way, in a quantum way, and I'll add on a narrow time so I can label things.
link |
02:03:49.400
And causation will happen magically later.
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02:03:52.400
Well, how? Explain causation.
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02:03:54.400
And they can't.
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02:03:56.400
The only way I can reconcile causation is having a fundamental time because this allows me to have a deterministic universe that creates novelty.
link |
02:04:04.400
And there's so many things to unpack here.
link |
02:04:08.400
But let's go back to the point.
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02:04:10.400
You said, can assembly theory work with immersion time?
link |
02:04:13.400
Sure it can, but it doesn't give me a deep satisfaction about how causation and assembly gives rise to these objects that move through time and space.
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02:04:24.400
And again, what am I saying?
link |
02:04:26.400
To bring it back, I can say without fear, you know, take this water bottle and look at this water bottle and look at the features on it.
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02:04:32.400
There's writing, you've got a load of them.
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02:04:35.400
I know that causal structures gave rise to this.
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02:04:39.400
In fact, I'm not looking at just one water bottle here.
link |
02:04:41.400
I'm looking at every water bottle that's ever been conceived of by humanity.
link |
02:04:44.400
This here is a special object.
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02:04:47.400
In fact, Leibniz knew this.
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02:04:49.400
Leibniz, who was at the same time of Newton, he kind of got stuck.
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02:04:53.400
I think Leibniz actually invented assembly theory.
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02:04:55.400
He gave soul, the soul that you see in objects wasn't the mystical soul, it is assembly.
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02:05:02.400
It is a fact there's been a history of objects related and without the object in the past, this object wouldn't exist.
link |
02:05:08.400
There is a lineage and there is conserved structures, causal structures have given rise to those.
link |
02:05:16.400
Fair enough.
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02:05:18.400
And you're saying it's just a simpler view with time is fundamental.
link |
02:05:22.400
And it shakes the physicist's cage a bit, right?
link |
02:05:26.400
But I think that...
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02:05:28.400
I just enjoy the fact that physicists are in cages.
link |
02:05:32.400
I would say that Leigh Smolin, I don't want to speak for Leigh.
link |
02:05:38.400
I'm talking to Leigh about this.
link |
02:05:40.400
Leigh also is an agreement that time has to be fundamental, but I think he goes further.
link |
02:05:45.400
Even in space, I don't think you can go back to the same place in space.
link |
02:05:48.400
I've been to Austin a few times now, this is my...
link |
02:05:52.400
I think third time I've been to Austin.
link |
02:05:54.400
Is Austin in the same place? No.
link |
02:05:56.400
The solar system is moving through space.
link |
02:05:59.400
I'm not going back in the same space.
link |
02:06:01.400
Locally I am.
link |
02:06:03.400
Every event in the universe is unique.
link |
02:06:07.400
In space.
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02:06:09.400
And time.
link |
02:06:11.400
Doesn't mean we can't go back though.
link |
02:06:12.400
I mean, let's just rest this conversation, which was beautiful,
link |
02:06:20.400
with a quote from the Rolling Stones that you can't always get what you want,
link |
02:06:25.400
which is you want time to be fundamental.
link |
02:06:27.400
But if you try, you'll get what you need, which is assembly theory.
link |
02:06:31.400
Okay, let me ask you about...
link |
02:06:34.400
Continue talking about complexity.
link |
02:06:35.400
And to clarify with this beautiful theory of yours that you're developing,
link |
02:06:43.400
and I'm sure we'll continue developing both in the lab and in theory.
link |
02:06:48.400
Yeah, it can't be said enough.
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02:06:52.400
Just the ideas you're playing with in your head,
link |
02:06:55.400
and we've been talking about are just beautiful.
link |
02:06:58.400
So if we talk about complexity a little bit more generally,
link |
02:07:00.400
maybe in an admiring romantic way,
link |
02:07:05.400
how does complexity emerge from simple rules?
link |
02:07:08.400
The why, the how?
link |
02:07:10.400
Okay, the nice algorithm of assembly is there.
link |
02:07:14.400
I would say that the problem I have right now is,
link |
02:07:17.400
I mean, you're right, we can, about time as well.
link |
02:07:19.400
The problem is I have this hammer called assembly,
link |
02:07:22.400
and everything I see is a nail.
link |
02:07:24.400
So now let's just apply it to all sorts of things.
link |
02:07:26.400
We take the Bernard instability, the Bernard instability is,
link |
02:07:30.400
you have oil, if you heat up oil,
link |
02:07:33.400
let's say on a frying pan, when you get convection,
link |
02:07:36.400
you get honeycomb patterns.
link |
02:07:38.400
Take the formation of snowflakes, right?
link |
02:07:40.400
Take the emergence of a tropical storm,
link |
02:07:45.400
or the storm on Jupiter.
link |
02:07:47.400
When people say, let's talk about complexity in general,
link |
02:07:50.400
what they're saying is, let's take this collection of objects
link |
02:07:53.400
that are correlated in some way,
link |
02:07:56.400
and try and work out how many moving parts
link |
02:08:00.400
or how this exists.
link |
02:08:02.400
So what people have been doing for a very long time
link |
02:08:05.400
is taking complexity and counting what they've lost,
link |
02:08:08.400
calculating the entropy.
link |
02:08:10.400
And the reason why I'm pushing very hard on assembly
link |
02:08:13.400
is entropy tells you how much you've lost.
link |
02:08:15.400
It doesn't tell you the microstates are gone.
link |
02:08:18.400
But if you embrace the bottom up of the assembly,
link |
02:08:20.400
the bottom up of the assembly, those states,
link |
02:08:23.400
and you then understand the causal chain
link |
02:08:26.400
that gives rise to the emergence.
link |
02:08:28.400
So what I think assembly will help us do
link |
02:08:31.400
is understand weak emergence, at the very least,
link |
02:08:34.400
and maybe allow us to crack open complexity in a new way.
link |
02:08:39.400
And I've been fascinated with complexity theory
link |
02:08:42.400
for many years.
link |
02:08:44.400
As soon as I learned of the Mandelbrot set
link |
02:08:47.400
and I could just type it up in my computer and run it
link |
02:08:52.400
and just show it and see it unfold,
link |
02:08:55.400
it was just this mathematical reality
link |
02:09:00.400
that existed in front of me.
link |
02:09:02.400
I just found incredible.
link |
02:09:04.400
But then I realized that actually we were cheating.
link |
02:09:07.400
We're putting in the boundary conditions all the time.
link |
02:09:10.400
We're putting in information.
link |
02:09:12.400
And so when people talk to me about the complexity of things,
link |
02:09:15.400
I say, but relative what? How do you measure them?
link |
02:09:18.400
So my attempt, my small attempt,
link |
02:09:21.400
naive attempt,
link |
02:09:23.400
because there's many greater minds than mine on the planet right now
link |
02:09:26.400
thinking about this properly
link |
02:09:28.400
and you've had some of them on the podcast, right?
link |
02:09:30.400
They're just absolutely fantastic.
link |
02:09:32.400
But I'm wondering if we might be able to reformat
link |
02:09:35.400
the way we would explore algorithmic complexity using assembly.
link |
02:09:40.400
What's the minimum number of constraints we need
link |
02:09:45.400
in our system for this to unfold?
link |
02:09:47.400
So whether it's like, you know,
link |
02:09:49.400
if you take some particles and put them in a box
link |
02:09:52.400
at a certain box size,
link |
02:09:54.400
you get quasi crystallinity coming out, right?
link |
02:09:56.400
But that quite that emergence, it's not magic.
link |
02:10:00.400
It must come from the boundary conditions you put in.
link |
02:10:03.400
So all I'm saying is a lot of the complexity that we see
link |
02:10:05.400
that we see is a direct read of the constraints we put in,
link |
02:10:10.400
but we just don't understand.
link |
02:10:12.400
So as I said earlier to the poor origin of life chemists,
link |
02:10:15.400
you know, origin of life is a scam.
link |
02:10:17.400
I would say lots of complexity calculation theories,
link |
02:10:20.400
a bit of a scam, because we put the constraints in,
link |
02:10:23.400
but we don't count them correctly.
link |
02:10:25.400
And I'm wondering if...
link |
02:10:27.400
Oh, you're thinking and starting to drop.
link |
02:10:29.400
As assembly theory,
link |
02:10:31.400
assembly index is a way to count the constraints.
link |
02:10:32.400
Yes, that's it. That's all it is.
link |
02:10:35.400
So assembly theory doesn't lower any of the importance
link |
02:10:38.400
of complexity theory,
link |
02:10:40.400
but it allows us to go across domains
link |
02:10:42.400
and start to compare things,
link |
02:10:44.400
compare the complexity of a molecule,
link |
02:10:46.400
of a microprocessor,
link |
02:10:48.400
of the texture of writing,
link |
02:10:50.400
of the music you may compose.
link |
02:10:53.400
You've tweeted, quote,
link |
02:10:55.400
assembly theory explains why Nietzsche understood
link |
02:10:58.400
we had limited freedom rather than radical freedom.
link |
02:11:00.400
So we've applied assembly theory to sell your automata
link |
02:11:04.400
in life and chemistry.
link |
02:11:06.400
What does Nietzsche have to do with assembly theory?
link |
02:11:09.400
Oh, that gets me into free will and everything.
link |
02:11:12.400
So let me say that again,
link |
02:11:14.400
assembly theory explains why Nietzsche understood
link |
02:11:16.400
we had limited freedom rather than radical freedom.
link |
02:11:19.400
Limited freedom, I suppose,
link |
02:11:21.400
is referring to the fact that there's constraints.
link |
02:11:24.400
Yeah.
link |
02:11:26.400
Or what is radical freedom?
link |
02:11:27.400
What is radical freedom? What is freedom?
link |
02:11:30.400
So Sartre was like believed in absolute freedom
link |
02:11:33.400
and that he could do whatever he wanted
link |
02:11:36.400
in his imagination.
link |
02:11:38.400
And Nietzsche understood that his freedom
link |
02:11:41.400
was somewhat more limited.
link |
02:11:43.400
And it kind of takes me back to this computer game
link |
02:11:46.400
that I played when I was 10.
link |
02:11:48.400
So I think it's called Dragon's Lair.
link |
02:11:50.400
Okay.
link |
02:11:52.400
Do you know Dragon's Lair?
link |
02:11:54.400
I think I know Dragon's Lair.
link |
02:11:55.400
Dragon's Lair has been conned, right?
link |
02:11:57.400
Dragon's Lair, when you play the game,
link |
02:11:59.400
you're lucky that you grew up in a basically
link |
02:12:01.400
procedurally generated world.
link |
02:12:03.400
That was RPG a little bit.
link |
02:12:05.400
No, it's like, is it turn based play?
link |
02:12:07.400
Was it? No.
link |
02:12:09.400
It was a role playing game, but really good graphics
link |
02:12:11.400
and one of the first laser discs.
link |
02:12:13.400
And when you actually flick the stick,
link |
02:12:15.400
it's like it was like a graphical adventure game
link |
02:12:17.400
with animation.
link |
02:12:19.400
And when I played this game, I really,
link |
02:12:21.400
you could get through the game in 12 minutes
link |
02:12:22.400
and you knew what you were doing from not making mistakes.
link |
02:12:25.400
You just play the disc, play the disc, play the disc.
link |
02:12:27.400
So it was just about timing
link |
02:12:29.400
and actually it was a complete fraud
link |
02:12:31.400
because all the animation has been pre recorded on the disc.
link |
02:12:33.400
Yeah.
link |
02:12:35.400
It's like the black mirror, the first interactive
link |
02:12:37.400
where they had all the, you know, several million
link |
02:12:39.400
kind of permutations of the movie
link |
02:12:42.400
that you could select on Netflix.
link |
02:12:44.400
I've forgotten the name of it.
link |
02:12:46.400
So this was exactly that in the laser disc.
link |
02:12:48.400
You basically go left, go right, fight the yoga,
link |
02:12:50.400
slay the dragon.
link |
02:12:52.400
And when you flick the joystick at the right time,
link |
02:12:54.400
it just goes to the next animation to play.
link |
02:12:56.400
It's not really generating it.
link |
02:12:58.400
And I played that game and I knew I was being had.
link |
02:13:01.400
Oh, okay.
link |
02:13:03.400
So to you,
link |
02:13:05.400
dragging there is the first time you realize
link |
02:13:07.400
that free will is an illusion.
link |
02:13:09.400
Yeah.
link |
02:13:11.400
And why does assembly theory
link |
02:13:14.400
give you hints about free will,
link |
02:13:16.400
whether it's an illusion or not?
link |
02:13:18.400
Yeah.
link |
02:13:19.400
I do think I have some will.
link |
02:13:21.400
And I think I am an agent and I think I can interact
link |
02:13:23.400
and I can play around with my,
link |
02:13:25.400
with the models I have of the world
link |
02:13:27.400
and the cost functions, right?
link |
02:13:29.400
And I can hack my own cost functions,
link |
02:13:31.400
which means I have a little bit of free will.
link |
02:13:33.400
But as much as I want to do stuff in the universe,
link |
02:13:35.400
I don't think I could suddenly say,
link |
02:13:37.400
I mean, actually this is ridiculous
link |
02:13:39.400
because now I say I could try and do it, right?
link |
02:13:41.400
It's like I'm suddenly give up everything
link |
02:13:43.400
and become a rapper tomorrow, right?
link |
02:13:45.400
Maybe I could try that,
link |
02:13:46.400
but I don't have sufficient agency
link |
02:13:49.400
to make that necessarily happen.
link |
02:13:51.400
I'm on a trajectory.
link |
02:13:53.400
So when in Dragon's layer,
link |
02:13:55.400
I know that I have some trajectories
link |
02:13:57.400
that I can play with,
link |
02:13:59.400
where Sartre realized he thought
link |
02:14:01.400
that he had no assembly, no memory.
link |
02:14:03.400
He could just leap across and do everything.
link |
02:14:05.400
And Nietzsche said,
link |
02:14:07.400
okay, I realize I don't have full freedom,
link |
02:14:09.400
but I have some freedom.
link |
02:14:11.400
And assembly theory basically says that,
link |
02:14:13.400
it says, if you have these constraints in your past,
link |
02:14:14.400
limit what you were able to do in the future,
link |
02:14:16.400
but you can use them to do amazing things.
link |
02:14:19.400
Let's say I'm a poppy plant
link |
02:14:21.400
and I'm creating some opiates.
link |
02:14:23.400
The opiates are really interesting molecules.
link |
02:14:26.400
I mean, they're obviously great for medicine,
link |
02:14:28.400
great problems in society,
link |
02:14:30.400
but let's imagine we fast forward a billion years.
link |
02:14:33.400
What will the opioids look like in a billion years?
link |
02:14:37.400
Well, we can guess because we can see
link |
02:14:39.400
how those proteins will evolve
link |
02:14:41.400
and we can see how the secondary metabolites
link |
02:14:42.400
will change.
link |
02:14:44.400
But they can't go radical.
link |
02:14:46.400
They can't suddenly become,
link |
02:14:48.400
I don't know, like a molecule that you find
link |
02:14:50.400
in an OLED in a display.
link |
02:14:52.400
They will be limited by their causal chain
link |
02:14:55.400
that produced them.
link |
02:14:57.400
And that's what I'm getting at, saying,
link |
02:14:59.400
we are unpredictably predictable
link |
02:15:03.400
or predictably unpredictable within a constraint
link |
02:15:07.400
on the trajectory we're on.
link |
02:15:09.400
Yeah, so the predictably part is the constraints
link |
02:15:10.400
of the trajectory.
link |
02:15:12.400
And the unpredictable part is the part
link |
02:15:14.400
that you still haven't really clarified
link |
02:15:16.400
the origin of the little bit of freedom.
link |
02:15:19.400
Yeah.
link |
02:15:21.400
So you're just arguing,
link |
02:15:23.400
you're basically saying that radical freedom
link |
02:15:25.400
is impossible.
link |
02:15:27.400
You're really operating in a world of constraints
link |
02:15:29.400
that are constrained by the memory
link |
02:15:31.400
of the trajectory of the chemistry
link |
02:15:33.400
that led to who you are.
link |
02:15:35.400
But even just a tiny bit of freedom,
link |
02:15:37.400
even if everything, if everywhere you are in cages,
link |
02:15:44.400
if you can move around in that cage a little bit,
link |
02:15:48.400
you're free.
link |
02:15:50.400
I agree.
link |
02:15:52.400
And so the question is in assembly theory,
link |
02:15:54.400
if we're thinking about free will,
link |
02:15:56.400
where does the little bit of freedom come from?
link |
02:15:59.400
What is the I?
link |
02:16:01.400
They can decide to be a rapper.
link |
02:16:03.400
What, why, what is that?
link |
02:16:05.400
What is that?
link |
02:16:07.400
That's a cute little trick we've convinced each other of.
link |
02:16:10.400
So we can do fun tricks at parties
link |
02:16:13.400
or is there something fundamental
link |
02:16:15.400
that allows us to feel free, to be free?
link |
02:16:18.400
I think that that's the question
link |
02:16:20.400
that I want to answer.
link |
02:16:22.400
I know you want to answer it.
link |
02:16:24.400
And I think it's so profound.
link |
02:16:26.400
Let me have a go at it.
link |
02:16:28.400
I would say that I don't take the stance of Sam Harris
link |
02:16:30.400
because I think Sam Harris,
link |
02:16:32.400
when he said the way he says it is almost,
link |
02:16:33.400
it's really interesting.
link |
02:16:35.400
I'd love to talk to him about it.
link |
02:16:37.400
Sam Harris almost thinks himself out of existence.
link |
02:16:39.400
Do you know what I mean?
link |
02:16:41.400
Yeah, well, I mean,
link |
02:16:43.400
he has different views on consciousness versus free will.
link |
02:16:45.400
I think he saves himself with consciousness.
link |
02:16:47.400
He thinks himself out of existence with free will.
link |
02:16:50.400
Yeah, yeah, exactly.
link |
02:16:52.400
So that means there's no point, right?
link |
02:16:54.400
He's a leaf floating on a river.
link |
02:16:56.400
Yeah.
link |
02:16:58.400
I think that he,
link |
02:17:00.400
I don't know, I'd love to ask him
link |
02:17:01.400
whether he really believes that
link |
02:17:03.400
and then we could play some games.
link |
02:17:05.400
No, no, I then would say,
link |
02:17:07.400
I'll get him to play a game of cards with me
link |
02:17:09.400
and I'll work out the conditions on which he says no.
link |
02:17:11.400
And then I'll get him to the conditions he says yes,
link |
02:17:13.400
and then I'll trap him in his logical inconsistency
link |
02:17:15.400
with that argument.
link |
02:17:17.400
Because at some point,
link |
02:17:19.400
at some point when he loses enough money
link |
02:17:21.400
or the prospect of losing enough money,
link |
02:17:23.400
there's a way of basically mapping out a series of,
link |
02:17:26.400
so what will is about,
link |
02:17:28.400
let's not call it free will,
link |
02:17:31.400
what will is about is to have a series of decisions
link |
02:17:34.400
equally weighted in front of you
link |
02:17:36.400
and those decisions aren't necessarily energy minimization.
link |
02:17:39.400
Those decisions are a function of the model
link |
02:17:43.400
you've made in your mind, in your simulation
link |
02:17:45.400
and the way you've interacted in reality
link |
02:17:48.400
and also other interactions
link |
02:17:51.400
you're having with other individuals
link |
02:17:53.400
and happenstance.
link |
02:17:54.400
And I think that there's a little bit of delay in time.
link |
02:18:00.400
So I think what you're able to do is
link |
02:18:03.400
say, well, I'm going to do the counterfactual.
link |
02:18:06.400
I've done all of them
link |
02:18:08.400
and I'm going to go this way
link |
02:18:10.400
and you probably don't know why.
link |
02:18:12.400
I think free will is actually very complex interaction
link |
02:18:14.400
between your unconscious
link |
02:18:16.400
and your conscious brain.
link |
02:18:18.400
And I think the reason why we're arguing about it
link |
02:18:20.400
is so interesting
link |
02:18:21.400
and some people outsource their free will
link |
02:18:27.400
to their unconscious brain
link |
02:18:29.400
and some people try and overthink
link |
02:18:31.400
the free will in the conscious brain.
link |
02:18:33.400
I would say that Sam Harris has realized
link |
02:18:35.400
his conscious brain doesn't have free will
link |
02:18:37.400
but his unconscious brain does.
link |
02:18:39.400
That's my guess, right?
link |
02:18:41.400
And that he can't have access to the unconscious brain.
link |
02:18:43.400
Yeah, and that's kind of annoying.
link |
02:18:45.400
So he's going through meditation
link |
02:18:47.400
come to acceptance with that fact.
link |
02:18:48.400
It's just maybe okay.
link |
02:18:51.400
But I do think that I have
link |
02:18:53.400
the ability to make decisions
link |
02:18:55.400
and I like my decisions.
link |
02:18:57.400
In fact, there's an argument I have
link |
02:18:59.400
with some people that
link |
02:19:01.400
some days I feel I have no free will
link |
02:19:03.400
and it's just an illusion
link |
02:19:05.400
and it makes me more radical if you like.
link |
02:19:07.400
I get to explore more of the state space
link |
02:19:12.400
and I'm going to try and affect the world now.
link |
02:19:14.400
I'm really going to ask the question
link |
02:19:15.400
maybe I dare not ask or dare not
link |
02:19:18.400
or do the thing I dare not do.
link |
02:19:20.400
And that allows me to kind of explore more.
link |
02:19:22.400
It's funny that if you truly accept
link |
02:19:25.400
that there's no free will
link |
02:19:28.400
that is a kind of radical freedom.
link |
02:19:31.400
It's funny, but you're because
link |
02:19:35.400
the little bit of the illusion
link |
02:19:37.400
in under that framework
link |
02:19:39.400
that you have that you can make choices
link |
02:19:40.400
if choice is just an illusion of psychology
link |
02:19:45.400
you can do whatever the hell you want.
link |
02:19:47.400
But we don't, do we?
link |
02:19:49.400
But because you don't truly accept
link |
02:19:51.400
that you think that there's a choice
link |
02:19:57.400
which is why you don't just do whatever
link |
02:20:00.400
the hell you want.
link |
02:20:02.400
You feel like there's some responsibility
link |
02:20:04.400
for making the wrong choice
link |
02:20:06.400
which is why you don't do it.
link |
02:20:07.400
It's just already been made.
link |
02:20:10.400
Then you can go,
link |
02:20:12.400
I don't know what is the most radical thing.
link |
02:20:16.400
I mean, but I don't,
link |
02:20:18.400
I wonder what,
link |
02:20:20.400
what am I preventing myself from doing
link |
02:20:22.400
that I would really want to do?
link |
02:20:24.400
Probably like humor stuff.
link |
02:20:26.400
Like I would,
link |
02:20:28.400
I would love to,
link |
02:20:30.400
if I could like save a game,
link |
02:20:32.400
do the thing,
link |
02:20:34.400
and then reload it later,
link |
02:20:35.400
it probably would be humor.
link |
02:20:37.400
Just to do something like super hilarious.
link |
02:20:42.400
That's super embarrassing.
link |
02:20:44.400
And then just go,
link |
02:20:46.400
I mean, it's basically just fun.
link |
02:20:48.400
I would add more fun to the world.
link |
02:20:50.400
I mean, I sometimes do that.
link |
02:20:52.400
You know, I sometimes,
link |
02:20:54.400
I try and mess up my reality in unusual ways
link |
02:20:56.400
by just doing things because I'm bored,
link |
02:20:58.400
but not bored.
link |
02:21:00.400
I'm not expressing this very well.
link |
02:21:02.400
I think that this is a really interesting problem
link |
02:21:03.400
as the hard sciences don't really understand
link |
02:21:05.400
that they are responsible for because
link |
02:21:07.400
the question about how life emerged
link |
02:21:09.400
and how intelligence emerges
link |
02:21:11.400
and consciousness and free will,
link |
02:21:13.400
they're all ultimately boiling down
link |
02:21:15.400
to some of the same mechanics, I think.
link |
02:21:17.400
My feeling is that they are
link |
02:21:19.400
the same problem again and again and again.
link |
02:21:21.400
The transition from a,
link |
02:21:23.400
you know, a boring world
link |
02:21:25.400
or a world in which there is no selection.
link |
02:21:27.400
So I wonder if free will has something
link |
02:21:29.400
to do with selection and models
link |
02:21:30.400
and also the models you're generating in the brain
link |
02:21:33.400
and also your, the amount of memory,
link |
02:21:35.400
the working memory have available
link |
02:21:37.400
any one time to generate counterfactuals.
link |
02:21:39.400
Oh, that's fascinating.
link |
02:21:41.400
So like the decision making process
link |
02:21:43.400
is a kind of selection
link |
02:21:45.400
and that could be just another,
link |
02:21:47.400
yet another manifestation
link |
02:21:49.400
of the selection mechanism
link |
02:21:51.400
that's pervasive throughout the universe.
link |
02:21:53.400
Okay.
link |
02:21:55.400
That's fascinating to think about.
link |
02:21:57.400
Yeah.
link |
02:21:58.400
And I think that that is just yet
link |
02:22:00.400
another example of selection.
link |
02:22:02.400
Yeah.
link |
02:22:04.400
And in the universe that's intrinsically open,
link |
02:22:06.400
you want to do that because you generate novelty.
link |
02:22:08.400
You mentioned something about
link |
02:22:10.400
do cellular automata exist
link |
02:22:12.400
outside the human mind
link |
02:22:14.400
in our little offline conversation.
link |
02:22:16.400
Why is that an interesting question?
link |
02:22:18.400
So cellular automata, complexity,
link |
02:22:22.400
what's the relationship between
link |
02:22:24.400
complexity in the human mind
link |
02:22:25.400
and trees falling in the forest?
link |
02:22:28.400
Infrastructure.
link |
02:22:30.400
So the CA, so when John Von Neumann
link |
02:22:32.400
and Conway and Feynman were doing CA,
link |
02:22:34.400
they were doing on paper.
link |
02:22:36.400
CA is cellular automata.
link |
02:22:38.400
Yeah, just drawing them on paper.
link |
02:22:40.400
How awesome is that,
link |
02:22:42.400
that they were doing cellular automata on paper?
link |
02:22:44.400
Yeah.
link |
02:22:46.400
And then they were doing a computer
link |
02:22:48.400
that takes forever to print out anything
link |
02:22:50.400
and program.
link |
02:22:52.400
Sure.
link |
02:22:53.400
I don't understand how amazing it is
link |
02:22:55.400
to just play with cellular automata
link |
02:22:57.400
arbitrarily changing the rules
link |
02:22:59.400
as you want to the initial conditions
link |
02:23:01.400
and see the beautiful patterns emerge,
link |
02:23:04.400
sing with fractals, all of that.
link |
02:23:06.400
You've just given me a brilliant idea.
link |
02:23:08.400
I wonder if there's a TikTok account
link |
02:23:10.400
that's just dedicated to putting out CA rules
link |
02:23:12.400
and if it isn't, we should make one.
link |
02:23:14.400
100%.
link |
02:23:16.400
And that will get millions of views.
link |
02:23:18.400
Millions, yes.
link |
02:23:20.400
No, it'll get dozens.
link |
02:23:21.400
So look, I kind of...
link |
02:23:23.400
CA, I love CA's.
link |
02:23:28.400
Yeah, no, I just...
link |
02:23:30.400
We just have to make one.
link |
02:23:32.400
I actually, a few years ago,
link |
02:23:34.400
I made some robots that talked to each other,
link |
02:23:36.400
chemical robots that played the game of Hex,
link |
02:23:39.400
invented by John Nash,
link |
02:23:41.400
by doing chemistry and they communicated
link |
02:23:43.400
by Twitter, which experiments they were doing.
link |
02:23:46.400
And they had a lookup table of experiments.
link |
02:23:48.400
And robot one said, I'm doing experiment 10.
link |
02:23:51.400
The other robot said, OK, I'll do experiment one then.
link |
02:23:53.400
And they communicated...
link |
02:23:55.400
By Twitter and then...
link |
02:23:57.400
Publicly or DMs?
link |
02:23:59.400
Can you maybe quickly explain what the game of Hex is?
link |
02:24:01.400
Yeah, so it's basically a hexagonal board
link |
02:24:04.400
and you try and basically,
link |
02:24:06.400
you color each element on the board at each hexagon
link |
02:24:08.400
and you try and get from one side to the other
link |
02:24:10.400
and the other one tries to block you.
link |
02:24:12.400
How are they connected?
link |
02:24:14.400
So what are the robots?
link |
02:24:15.400
Chemical... Yeah, let's go back.
link |
02:24:18.400
So the two robots.
link |
02:24:20.400
Each robot was doing dichemistry.
link |
02:24:22.400
So making RGB, red, green, blue, red, green, blue, red, green, blue.
link |
02:24:24.400
And they could just choose from experiments
link |
02:24:26.400
to do red, green, blue.
link |
02:24:28.400
Initially, I said to my group,
link |
02:24:30.400
we need to make two chemical robots that play chess.
link |
02:24:32.400
And my group were like, that's too hard.
link |
02:24:34.400
No, go away.
link |
02:24:36.400
But anyway, so we had the robot.
link |
02:24:39.400
By the way, if people listening to this
link |
02:24:41.400
should probably know that Lee Cronin
link |
02:24:42.400
is an amazing group of brilliant people.
link |
02:24:45.400
He's exceptionally well published.
link |
02:24:47.400
He's written a huge number of amazing papers.
link |
02:24:49.400
Whenever he calls himself stupid
link |
02:24:51.400
and is a sign of humility
link |
02:24:53.400
and I deeply respect that and appreciate it.
link |
02:24:55.400
So people listening to this should know
link |
02:24:57.400
this is a world class scientist
link |
02:24:59.400
who doesn't take himself seriously,
link |
02:25:01.400
which I really appreciate and love.
link |
02:25:03.400
Anywho, talking about serious science,
link |
02:25:05.400
we're back to you,
link |
02:25:07.400
you know,
link |
02:25:09.400
you know,
link |
02:25:10.400
serious science.
link |
02:25:12.400
We're back to your group rejecting
link |
02:25:15.400
your idea of chemical robots playing chess
link |
02:25:19.400
via dyes.
link |
02:25:22.400
So you went to a simpler game of hacks.
link |
02:25:24.400
Okay, so what else?
link |
02:25:26.400
The team that did it were brilliant.
link |
02:25:28.400
I think they still have PTSD from doing it
link |
02:25:31.400
because I said this is a workshop.
link |
02:25:33.400
What I'd often do is I have about 60 people in my team.
link |
02:25:36.400
And occasionally before lockdown,
link |
02:25:37.400
I would say, I'm a bit bored.
link |
02:25:40.400
We're going to have a workshop on something.
link |
02:25:42.400
Who wants to come?
link |
02:25:44.400
And then basically about 20 people turn up to my office
link |
02:25:46.400
and I say, we're going to do this mad thing.
link |
02:25:48.400
And then it would just self organize.
link |
02:25:50.400
And some of them would say, no, I'm not doing this.
link |
02:25:52.400
And then you get left with the happy dozen.
link |
02:25:54.400
And what we did is we built this robot
link |
02:25:56.400
and doing dye chemistry is really easy.
link |
02:25:58.400
You can just take two molecules, react them together
link |
02:26:00.400
and change color.
link |
02:26:02.400
And what I wanted to do is have a palette
link |
02:26:04.400
of different molecules.
link |
02:26:05.400
I wanted to have a palette of different colors.
link |
02:26:07.400
So you got two robots.
link |
02:26:09.400
And I went, wouldn't it be cool if the robots
link |
02:26:11.400
basically shared the same list of reactions to do.
link |
02:26:14.400
And they said, oh, and because of,
link |
02:26:16.400
then you could do a kind of multi core chemistry.
link |
02:26:19.400
Like they weren't, so you could have two chemical reactions
link |
02:26:21.400
going on at once.
link |
02:26:23.400
And they could basically outsource the problem.
link |
02:26:25.400
But they're sharing the same tape.
link |
02:26:27.400
Exactly.
link |
02:26:29.400
So robot one would say, I'm going to do experiment one
link |
02:26:31.400
and the other robot says, I'll do experiment 100.
link |
02:26:32.400
But I wanted to make it. That's brilliant, by the way.
link |
02:26:35.400
That is genius.
link |
02:26:37.400
Well, I wanted to make it groovier.
link |
02:26:39.400
And I said, look, let's have them competing
link |
02:26:41.400
to make, so playing a game of Hex.
link |
02:26:43.400
And so when the robot does an experiment
link |
02:26:46.400
and the more blue the dye,
link |
02:26:48.400
the more it gets the higher chance it gets
link |
02:26:51.400
to make the move it wants on the Hex board.
link |
02:26:53.400
So if it gets a red color,
link |
02:26:55.400
it gets down weighted in the other robot.
link |
02:26:57.400
And so what the robots could do
link |
02:26:59.400
is they play each player move
link |
02:27:00.400
and because the fitness function
link |
02:27:02.400
or the optimization function
link |
02:27:04.400
was to make the color blue,
link |
02:27:06.400
they started to invent reactions
link |
02:27:09.400
we weren't on the list.
link |
02:27:11.400
And they did this by not cleaning
link |
02:27:13.400
because we made cleaning optional.
link |
02:27:15.400
So when one robot realized
link |
02:27:17.400
if it didn't clean its pipes,
link |
02:27:19.400
it could get blue more quickly.
link |
02:27:21.400
And the other robot realized that,
link |
02:27:23.400
so it was like getting dirty as well.
link |
02:27:25.400
I didn't tell the consequences of super intelligence.
link |
02:27:27.400
Okay.
link |
02:27:28.400
And we were communicating through Twitter though.
link |
02:27:30.400
They were doing it through Twitter
link |
02:27:32.400
and Twitter bland them a couple of times.
link |
02:27:34.400
I said, come on, you've got a couple of robots
link |
02:27:36.400
doing chemistry. It's really cool.
link |
02:27:38.400
Stop banning them.
link |
02:27:40.400
But in the end they had,
link |
02:27:42.400
we had to take them off Twitter
link |
02:27:44.400
and they just communicated via a server
link |
02:27:46.400
because it was just, there were people saying,
link |
02:27:48.400
you can still find at cronin lab one
link |
02:27:50.400
and cronin lab two on Twitter.
link |
02:27:52.400
And it was like make move, wait,
link |
02:27:54.400
you know, mix A and B, wait 10 seconds,
link |
02:27:55.400
they were compelling that you would have
link |
02:27:58.400
a chemical entity
link |
02:28:00.400
that's communicating with the world.
link |
02:28:02.400
That was one of the things I want to do
link |
02:28:04.400
in my origin of life reaction, right,
link |
02:28:06.400
is basically have a,
link |
02:28:08.400
have a reactor
link |
02:28:10.400
that's basically just randomly enumerating
link |
02:28:12.400
through chemical space and have some kind of cycle
link |
02:28:14.400
and then read out what the molecules
link |
02:28:17.400
reading out using a mass spectrometer
link |
02:28:19.400
and then convert that to text
link |
02:28:21.400
and publish it on Twitter
link |
02:28:22.400
and then wait until it says I'm alive.
link |
02:28:25.400
I reckon that would get,
link |
02:28:27.400
I reckon that that Twitter account
link |
02:28:29.400
will get a lot of followers.
link |
02:28:31.400
And I'm still trying to convince my group
link |
02:28:33.400
that we should just make an origin of life
link |
02:28:35.400
Twitter account where it's going
link |
02:28:37.400
and it's like, hello, testing.
link |
02:28:39.400
I'm here.
link |
02:28:41.400
Well, I'll share it. I like it.
link |
02:28:43.400
I particularly enjoy this idea
link |
02:28:46.400
of a non human entity communicating
link |
02:28:48.400
with the world via a human designed
link |
02:28:49.400
quite a, quite a beautiful idea.
link |
02:28:55.400
How we were talking about
link |
02:28:58.400
CAs existing outside the human mind.
link |
02:29:00.400
Yeah. So I really admire Stephen Wolfram.
link |
02:29:02.400
I think he was a genius, clearly
link |
02:29:04.400
a genius and trapped in is actually
link |
02:29:06.400
is like a problem with being so smart
link |
02:29:08.400
if you get trapped in your own,
link |
02:29:10.400
you know, mind, right?
link |
02:29:12.400
And I've, I tried to actually,
link |
02:29:14.400
I tried to convince Stephen that
link |
02:29:16.400
Sembry theory wasn't nonsense.
link |
02:29:17.400
I was a little bit sad by that.
link |
02:29:19.400
So nonsense applied, even if we applied
link |
02:29:21.400
to the simple construct of a
link |
02:29:23.400
one dimensional cellular automata, for example.
link |
02:29:25.400
Yeah. Yeah. But I mean, actually,
link |
02:29:27.400
maybe I'm doing myself a bit too down.
link |
02:29:29.400
It was just as a theory was coming through
link |
02:29:31.400
and I didn't really know how to explain it.
link |
02:29:33.400
But we are going to use assembly
link |
02:29:35.400
theory and CAs instead of automata.
link |
02:29:37.400
But I wanted to,
link |
02:29:39.400
what I was really curious about
link |
02:29:41.400
is why people are Marvel.
link |
02:29:43.400
I mean, you marvel at CAs and they're
link |
02:29:44.400
like, you know, I said, well, hang on,
link |
02:29:47.400
that complexity is baked in because
link |
02:29:49.400
if you play the game of life in a CA,
link |
02:29:51.400
you have to run it on a computer.
link |
02:29:53.400
You have to have a,
link |
02:29:55.400
you have to do a number of operations
link |
02:29:57.400
and put in the boundary conditions.
link |
02:29:59.400
So is it surprising that you get this
link |
02:30:01.400
structure out?
link |
02:30:03.400
Is it manufactured by the boundary
link |
02:30:05.400
conditions?
link |
02:30:07.400
And it is interesting because I think
link |
02:30:09.400
a cellular automata running them
link |
02:30:11.400
is teaching me something about
link |
02:30:12.400
what real numbers are and aren't.
link |
02:30:14.400
And I haven't quite got there yet.
link |
02:30:16.400
I was playing on the aeroplane coming
link |
02:30:18.400
over and just realized I have no idea
link |
02:30:20.400
what real numbers are really.
link |
02:30:22.400
And I was like, well, I do actually
link |
02:30:24.400
have some notion of what real numbers
link |
02:30:26.400
are.
link |
02:30:28.400
And I think thinking about real numbers
link |
02:30:30.400
as functions rather than numbers
link |
02:30:32.400
is more appropriate.
link |
02:30:34.400
And then if you then apply that to CAs
link |
02:30:36.400
and you're saying, well, actually,
link |
02:30:38.400
why am I seeing this complexity
link |
02:30:39.400
here?
link |
02:30:41.400
Is it, you know, is it,
link |
02:30:43.400
is it, you've got this deterministic
link |
02:30:45.400
system and yet you get this incredible
link |
02:30:47.400
structure coming out?
link |
02:30:49.400
Well, isn't that what you'd get with
link |
02:30:51.400
any real number as you,
link |
02:30:53.400
as you apply it as a function
link |
02:30:55.400
and you're trying to read it out to
link |
02:30:57.400
an arbitrary position?
link |
02:30:59.400
And I wonder if CAs are just helping
link |
02:31:01.400
me, well, my misunderstanding is CAs
link |
02:31:03.400
might be helping me understand them
link |
02:31:05.400
in terms of real numbers.
link |
02:31:06.400
But the devil's in the function.
link |
02:31:11.400
Like, which is the function that's
link |
02:31:13.400
generating your real number?
link |
02:31:16.400
Like, it seems like it's very important
link |
02:31:20.400
the specific algorithm that function
link |
02:31:22.400
because some lead to something
link |
02:31:24.400
super trivial, some lead to something
link |
02:31:26.400
that's all chaotic and some lead to
link |
02:31:28.400
things that are just walk that
link |
02:31:31.400
fine line of complexity
link |
02:31:33.400
and structure.
link |
02:31:34.400
I think we agree.
link |
02:31:36.400
So let's take it back a second.
link |
02:31:38.400
So take the logistic map or something,
link |
02:31:40.400
logistic equation where you have this
link |
02:31:42.400
equation, which is,
link |
02:31:44.400
you don't, you don't know what's going
link |
02:31:46.400
to happen to M plus one, but once
link |
02:31:48.400
you've done M plus one, you know,
link |
02:31:50.400
full time, you can't predict it.
link |
02:31:52.400
For me, CAs and logistic equation
link |
02:31:54.400
feel similar.
link |
02:31:56.400
And I think what's incredibly
link |
02:31:58.400
interesting and I share your
link |
02:32:01.400
kind of wonder at running a CA,
link |
02:32:02.400
but also I'm saying, well, what is it
link |
02:32:05.400
about the boundary conditions and the
link |
02:32:07.400
way I'm running that calculation?
link |
02:32:09.400
So in my group, with my team, we
link |
02:32:11.400
actually made a chemical CA.
link |
02:32:13.400
We made Game of Life.
link |
02:32:15.400
We actually made a physical grid.
link |
02:32:17.400
I haven't been able to publish this
link |
02:32:19.400
paper. It's been trapped in purgatory
link |
02:32:21.400
for a long time.
link |
02:32:23.400
You wrote up a paper how to do a
link |
02:32:25.400
chemical formulation of the game of
link |
02:32:27.400
life.
link |
02:32:29.400
We made a chemical computer and
link |
02:32:30.400
we got on and off.
link |
02:32:32.400
We have little stirrer bars and we
link |
02:32:34.400
have little gates and we actually
link |
02:32:36.400
played Conway's Game of Life in
link |
02:32:38.400
there and we got structures in that.
link |
02:32:40.400
We got structures in that game
link |
02:32:42.400
from the chemistry that you wouldn't
link |
02:32:44.400
expect from the actual CA.
link |
02:32:46.400
So that's kind of cool in that.
link |
02:32:48.400
Because they're they're interacting
link |
02:32:50.400
outside of the cell somewhere.
link |
02:32:52.400
So what's happening is you're getting
link |
02:32:54.400
annoyed. So the thing is that you've
link |
02:32:56.400
got this BZ reaction and it gives
link |
02:32:57.400
you also a wake and those wakes
link |
02:33:00.400
constructively interfere or in
link |
02:33:02.400
such a non trivial way that
link |
02:33:05.400
that's non deterministic.
link |
02:33:07.400
And the non determinism in
link |
02:33:09.400
the system gives very rich
link |
02:33:12.400
dynamics. And I was wondering if I
link |
02:33:14.400
could physically make a chemical
link |
02:33:16.400
computer with this CA that
link |
02:33:18.400
gives me something different.
link |
02:33:20.400
I can't get in a silicon
link |
02:33:23.400
representation of a CA where
link |
02:33:25.400
all the states are clean because
link |
02:33:27.400
you don't have the noise trailing
link |
02:33:29.400
into the next round.
link |
02:33:31.400
You just have the state.
link |
02:33:33.400
So the paper in particular.
link |
02:33:35.400
So that's just a beautiful idea to
link |
02:33:37.400
use a chemical computer to construct
link |
02:33:39.400
the cellular automa and the famous
link |
02:33:41.400
one of Game of Life.
link |
02:33:43.400
But it's also interesting.
link |
02:33:45.400
It's a really interesting scientific
link |
02:33:47.400
question of whether some kind of
link |
02:33:49.400
random perturbations or some source
link |
02:33:51.400
of randomness can
link |
02:33:52.400
have a
link |
02:33:54.400
significant
link |
02:33:56.400
constructive effect on the
link |
02:33:59.400
complexity of the system.
link |
02:34:01.400
And indeed, I mean, whether it's
link |
02:34:03.400
random or just non deterministic
link |
02:34:05.400
and can we bake in that non
link |
02:34:07.400
determinism at the beginning, you
link |
02:34:09.400
know, I wonder what what is the
link |
02:34:11.400
I'm trying to think about what is
link |
02:34:13.400
the encoding space encoding space
link |
02:34:15.400
is pretty big. We have
link |
02:34:17.400
49 star so 49 cells
link |
02:34:19.400
49 chem bits
link |
02:34:20.400
are all connected to one another
link |
02:34:22.400
and like an analog computer
link |
02:34:24.400
but being read out discreetly as
link |
02:34:26.400
the BZ reaction.
link |
02:34:28.400
So just to say the BZ reaction is
link |
02:34:30.400
a chemical oscillator.
link |
02:34:32.400
And what happened in each cell is
link |
02:34:34.400
it goes between red and blue.
link |
02:34:36.400
So two Russians discovered it.
link |
02:34:38.400
I think Beluzov first proposed it
link |
02:34:40.400
and everyone said you're crazy.
link |
02:34:42.400
It breaks a second law and
link |
02:34:44.400
Zabasinski said no, it doesn't
link |
02:34:46.400
break the second law.
link |
02:34:47.400
There's a lot of chemistry hidden
link |
02:34:50.400
in the Russian literature actually
link |
02:34:52.400
because Russians just wrote it
link |
02:34:54.400
in Russian. They didn't publish it
link |
02:34:56.400
in English speaking journals.
link |
02:34:58.400
It's sad and it's great
link |
02:35:00.400
that it's there.
link |
02:35:02.400
It's not lost. I'm sure we will
link |
02:35:04.400
find a way of translating it
link |
02:35:06.400
properly.
link |
02:35:08.400
Silver lining slash greater sadness
link |
02:35:10.400
of all of this is there's probably
link |
02:35:12.400
ideas in English speaking.
link |
02:35:14.400
Like there's ideas in certain
link |
02:35:15.400
languages that if
link |
02:35:17.400
discovered by other disciplines
link |
02:35:19.400
would crack open some of the
link |
02:35:21.400
biggest mysteries in those
link |
02:35:22.400
disciplines.
link |
02:35:24.400
Like computer science for example
link |
02:35:26.400
is trying to solve
link |
02:35:29.400
problems like nobody else has
link |
02:35:31.400
ever tried to solve problems.
link |
02:35:33.400
As if it's not already been all
link |
02:35:35.400
addressed in cognitive science
link |
02:35:37.400
and psychology and mathematics
link |
02:35:39.400
and physics and just
link |
02:35:41.400
whatever you want to economics
link |
02:35:42.400
but if you look into that literature
link |
02:35:45.400
you may be able to discover some
link |
02:35:47.400
beautiful ideas.
link |
02:35:49.400
Obviously Russian is
link |
02:35:51.400
an interesting case of that
link |
02:35:53.400
because there's a loss in
link |
02:35:55.400
translation but you said there's
link |
02:35:57.400
a source of fuel, a source of
link |
02:35:59.400
energy.
link |
02:36:01.400
Yeah, so the BZ reaction you
link |
02:36:03.400
have an acid in there called
link |
02:36:05.400
melonic acid and what happens
link |
02:36:07.400
is it's basically like a battery
link |
02:36:09.400
that powers it and it loses CO2
link |
02:36:10.400
so it's just a chemical reaction.
link |
02:36:12.400
What that means we have to do is
link |
02:36:14.400
continuously feed or we just
link |
02:36:16.400
keep the BZ reaction going in a
link |
02:36:18.400
long enough time so it's
link |
02:36:20.400
like it's reversible in time.
link |
02:36:23.400
But only like.
link |
02:36:25.400
But it's fascinating.
link |
02:36:27.400
I mean the team that did it I'm
link |
02:36:29.400
really proud of their persistence.
link |
02:36:31.400
We made a chemical computer.
link |
02:36:33.400
It can solve little problems.
link |
02:36:35.400
It can solve travelling salesman
link |
02:36:37.400
problems actually.
link |
02:36:38.400
It's not any faster than the
link |
02:36:40.400
computer.
link |
02:36:42.400
Is there something you could do?
link |
02:36:44.400
Maybe.
link |
02:36:46.400
I think we can come up with a way
link |
02:36:48.400
of solving problems.
link |
02:36:50.400
Also really complex hard ones
link |
02:36:53.400
because it's an analog computer
link |
02:36:55.400
and we can
link |
02:36:57.400
it can energy minimise really
link |
02:36:59.400
quickly.
link |
02:37:01.400
It doesn't have to basically go
link |
02:37:03.400
through every element in the matrix
link |
02:37:05.400
like flip it.
link |
02:37:06.400
We can do Monte Carlo
link |
02:37:08.400
by just shaking the box.
link |
02:37:10.400
It's literally a box shaker.
link |
02:37:12.400
You don't actually have to encode
link |
02:37:14.400
the shaking of the box in a
link |
02:37:16.400
silicon memory and then just shuffle
link |
02:37:18.400
everything around.
link |
02:37:20.400
It's analog, it's natural so
link |
02:37:22.400
it's an organic computer.
link |
02:37:24.400
So I was playing around with this
link |
02:37:26.400
and I was kind of annoying some of
link |
02:37:28.400
my colleagues and wondering if we
link |
02:37:30.400
could get to chemical supremacy
link |
02:37:32.400
like quantum supremacy.
link |
02:37:33.400
How big the grid has to be
link |
02:37:36.400
so we can actually start to solve
link |
02:37:38.400
problems faster than a silicon
link |
02:37:40.400
computer.
link |
02:37:42.400
But I'm not willing to state how
link |
02:37:44.400
that is yet because I'm probably
link |
02:37:46.400
wrong.
link |
02:37:48.400
It's not any top secret thing.
link |
02:37:50.400
I think I can make a chemical
link |
02:37:52.400
computer that can solve
link |
02:37:54.400
optimization problems faster than
link |
02:37:56.400
the silicon computer.
link |
02:37:58.400
That's fascinating.
link |
02:38:00.400
But then you're unsure how big
link |
02:38:01.400
exactly a big box is hard to shake
link |
02:38:03.400
and basically a bit sloppy.
link |
02:38:05.400
Did we answer the question
link |
02:38:07.400
about do cellular time
link |
02:38:09.400
exist outside the mind?
link |
02:38:11.400
We didn't, but I would
link |
02:38:13.400
posit that they don't.
link |
02:38:15.400
But I think minds can...
link |
02:38:17.400
Well, so the mind is fundamental.
link |
02:38:19.400
What's the...
link |
02:38:21.400
Well, I mean, sorry, let's go
link |
02:38:23.400
back. So as a physical phenomena,
link |
02:38:25.400
do CAs exist in physical reality?
link |
02:38:27.400
Right?
link |
02:38:29.400
I would say they probably don't
link |
02:38:30.400
exist outside the human mind,
link |
02:38:32.400
but now we've constructed them.
link |
02:38:33.400
They exist in computer memories.
link |
02:38:34.400
They exist in my lab.
link |
02:38:36.400
They exist on paper.
link |
02:38:38.400
So they emerge from the human mind.
link |
02:38:40.400
I'm just interested in because
link |
02:38:42.400
Stephen Wolfram likes CAs.
link |
02:38:44.400
A lot of people like CAs and likes
link |
02:38:46.400
to think of them as minimal
link |
02:38:48.400
computational elements.
link |
02:38:50.400
I'm just saying, well, do they
link |
02:38:52.400
exist in reality or are they a
link |
02:38:54.400
representation of a simple machine
link |
02:38:56.400
that's just very elegant to
link |
02:38:58.400
implement?
link |
02:38:59.400
I mean, it's...
link |
02:39:01.400
There's initial conditions.
link |
02:39:03.400
There's a memory in the system.
link |
02:39:05.400
There are simple rules that
link |
02:39:07.400
dictate the evolution of the system.
link |
02:39:09.400
So what exists?
link |
02:39:11.400
The idea, the rules, the...
link |
02:39:13.400
Yeah, people are using CAs as
link |
02:39:15.400
models for things in reality
link |
02:39:17.400
to say, hey, look,
link |
02:39:19.400
you can do this thing in a CAs.
link |
02:39:22.400
When I see this, I'm saying,
link |
02:39:24.400
oh, that's cool, but what does
link |
02:39:26.400
that tell me about reality?
link |
02:39:27.400
Oh, I see.
link |
02:39:29.400
It's a mathematical object.
link |
02:39:30.400
So for people who don't know
link |
02:39:32.400
cellular automata, there's
link |
02:39:34.400
usually a grid where there's
link |
02:39:36.400
one dimensional, two dimensional
link |
02:39:38.400
or three dimensional and it evolves
link |
02:39:40.400
by simple local rules like you die
link |
02:39:42.400
or are born if the neighbors
link |
02:39:44.400
are alive or dead.
link |
02:39:46.400
It turns out if you have
link |
02:39:51.400
with certain kinds of initial
link |
02:39:53.400
conditions and with certain kinds
link |
02:39:54.400
that create arbitrarily complex
link |
02:39:57.400
and beautiful systems.
link |
02:39:59.400
And to me, whether
link |
02:40:02.400
drugs are involved or not,
link |
02:40:04.400
I can sit back for hours
link |
02:40:06.400
and enjoy the mystery
link |
02:40:09.400
of it, how such complexity
link |
02:40:11.400
can emerge.
link |
02:40:13.400
It gives me almost like...
link |
02:40:15.400
People talk about religious
link |
02:40:17.400
experiences.
link |
02:40:19.400
It gives me a sense that you
link |
02:40:21.400
get to have a glimpse
link |
02:40:22.400
at the
link |
02:40:24.400
origin of this whole thing.
link |
02:40:26.400
Whatever is creating
link |
02:40:28.400
this complexity
link |
02:40:30.400
from such simplicity
link |
02:40:33.400
is the very thing that brought
link |
02:40:35.400
my mind to life.
link |
02:40:37.400
That's me, the human,
link |
02:40:40.400
our human civilization.
link |
02:40:42.400
And yes,
link |
02:40:45.400
those constructs are pretty trivial.
link |
02:40:48.400
I mean, that's part of their magic
link |
02:40:49.400
is even in this trivial
link |
02:40:52.400
framework,
link |
02:40:54.400
you could see the emergence
link |
02:40:56.400
or especially in this trivial
link |
02:40:58.400
framework, you could see the
link |
02:41:00.400
emergence of complexity from
link |
02:41:02.400
simplicity.
link |
02:41:04.400
I guess what Lee, you're saying
link |
02:41:06.400
is that this is not,
link |
02:41:09.400
this is highly unlike
link |
02:41:11.400
systems we see in the physical
link |
02:41:13.400
world, even though they probably
link |
02:41:15.400
carry some of the same magic
link |
02:41:16.400
mechanistically.
link |
02:41:19.400
I mean, I'm saying that the
link |
02:41:21.400
operating system that a CA has
link |
02:41:23.400
to exist on is quite complex.
link |
02:41:25.400
Right.
link |
02:41:27.400
And so I wonder if you're getting
link |
02:41:29.400
the complexity out of the CA from
link |
02:41:31.400
the boundary conditions, the
link |
02:41:33.400
operating system, the underlying
link |
02:41:35.400
digital computer.
link |
02:41:37.400
Oh, wow.
link |
02:41:39.400
Those are some strong words
link |
02:41:41.400
against CA's then.
link |
02:41:43.400
I mean, I'm in love with CA's
link |
02:41:44.400
and I think they are incredible
link |
02:41:46.400
to get to that richness.
link |
02:41:48.400
You have to iterate billions of
link |
02:41:50.400
times and you need a display
link |
02:41:52.400
and you need a math co processor
link |
02:41:54.400
and you need a von Neumann
link |
02:41:56.400
machine based on a Turing
link |
02:41:58.400
machine with digital error
link |
02:42:00.400
correction and states.
link |
02:42:02.400
Wow.
link |
02:42:04.400
To think that for the simplicity
link |
02:42:06.400
of a grid, you're basically
link |
02:42:08.400
saying a grid is not simple.
link |
02:42:10.400
Yeah.
link |
02:42:11.400
To bring a grid to life.
link |
02:42:14.400
Yeah.
link |
02:42:16.400
Then what is simple?
link |
02:42:18.400
That's all I wanted to say.
link |
02:42:20.400
I agree with you with a wonder of
link |
02:42:22.400
CA's, I just think, but remember
link |
02:42:24.400
we take so much for granted what
link |
02:42:26.400
the CA is resting on because von
link |
02:42:28.400
Neumann and Feynman weren't
link |
02:42:30.400
showing weren't seeing these
link |
02:42:32.400
elaborate structures.
link |
02:42:34.400
They could not get that far.
link |
02:42:36.400
Yeah, but that's the limitation
link |
02:42:38.400
of their mind.
link |
02:42:39.400
The question is whether the
link |
02:42:41.400
essential elements of the cellular
link |
02:42:43.400
automata is
link |
02:42:47.400
present without
link |
02:42:49.400
all the complexities required to
link |
02:42:51.400
build a computer.
link |
02:42:53.400
The reason I find it incredible
link |
02:42:55.400
is that my intuition is yes.
link |
02:42:58.400
It might look different.
link |
02:43:00.400
There might not be a grid
link |
02:43:02.400
like structure, but
link |
02:43:05.400
local interactions operating under
link |
02:43:06.400
simple rules and resulting in
link |
02:43:09.400
multi hierarchical complex
link |
02:43:11.400
structures feels like a thing
link |
02:43:13.400
that doesn't require a computer.
link |
02:43:15.400
I agree.
link |
02:43:17.400
But coming back to von Neumann
link |
02:43:19.400
and Feynman and Wolfram,
link |
02:43:21.400
their minds, the non trivial
link |
02:43:23.400
minds to create those architectures
link |
02:43:25.400
and do it and to put on those
link |
02:43:27.400
state transitions.
link |
02:43:29.400
And I think that's something that's
link |
02:43:31.400
really incredibly interesting
link |
02:43:33.400
that
link |
02:43:34.400
is understanding how the human
link |
02:43:37.400
mind builds those state transition
link |
02:43:39.400
machines.
link |
02:43:41.400
I could see how deeply in love with
link |
02:43:43.400
the idea of memory you are.
link |
02:43:45.400
So it's like how much of
link |
02:43:47.400
E equals MC squared
link |
02:43:50.400
is more than an equation.
link |
02:43:53.400
It has Albert Einstein in it.
link |
02:43:56.400
Like you're saying like you can't
link |
02:43:58.400
just say this is a
link |
02:44:00.400
like the equations of physics
link |
02:44:02.400
are a really good
link |
02:44:04.400
simple capture
link |
02:44:06.400
of a physical phenomena.
link |
02:44:08.400
It is also has the member
link |
02:44:10.400
that equation has the memory of
link |
02:44:12.400
the humans.
link |
02:44:14.400
Absolutely.
link |
02:44:16.400
Absolutely. Yeah.
link |
02:44:18.400
But I don't I don't know if
link |
02:44:20.400
you're implying this.
link |
02:44:22.400
I don't that's a beautiful
link |
02:44:24.400
idea, but I don't know if
link |
02:44:26.400
I'm comfortable with that
link |
02:44:28.400
sort of diminishing the power
link |
02:44:29.400
of that equation.
link |
02:44:31.400
No, no, it enhances it on the
link |
02:44:32.400
shoulders.
link |
02:44:34.400
I think it enhances it is not
link |
02:44:36.400
that equation is a minimal
link |
02:44:38.400
compressed representation of
link |
02:44:40.400
reality. Right.
link |
02:44:42.400
We can use machine learning or
link |
02:44:44.400
or Max Tecmark's AI Feynman to
link |
02:44:46.400
find lots of solutions for
link |
02:44:48.400
gravity. But isn't it wonderful
link |
02:44:50.400
that the laws that we do find
link |
02:44:52.400
are the maximally compressed
link |
02:44:54.400
representations.
link |
02:44:56.400
Yeah. But that representation
link |
02:44:57.400
but then you can now give it as
link |
02:44:59.400
a gift for free.
link |
02:45:00.400
Yeah. Yeah.
link |
02:45:02.400
Now I started to go for a lot
link |
02:45:03.400
of pain together, but it's low
link |
02:45:04.400
memory. So I say that physics
link |
02:45:06.400
and chemistry and biology are
link |
02:45:07.400
the same discipline.
link |
02:45:08.400
They're just physics.
link |
02:45:10.400
Laws in physics.
link |
02:45:11.400
There's no such thing as a law
link |
02:45:12.400
in physics. It's just low memory
link |
02:45:14.400
stuff.
link |
02:45:15.400
Because you've got low memory
link |
02:45:16.400
stuff, you can things reoccur
link |
02:45:18.400
quickly.
link |
02:45:19.400
As you get building more memory,
link |
02:45:21.400
you get to chemistry so things
link |
02:45:22.400
become more contingent.
link |
02:45:23.400
When you get to biology, more
link |
02:45:25.400
contingent still and then
link |
02:45:26.400
technology.
link |
02:45:27.400
So the more memory you need, the
link |
02:45:28.400
more of your laws are local.
link |
02:45:31.400
That's all I'm saying is that
link |
02:45:33.400
the less memory, the more the
link |
02:45:34.400
laws are universal because they're
link |
02:45:35.400
not laws. They are just low
link |
02:45:36.400
memory states.
link |
02:45:39.400
We have to talk about
link |
02:45:42.400
a thing you've kind of mentioned
link |
02:45:43.400
already a bunch of times, but
link |
02:45:45.400
doing computation
link |
02:45:47.400
through chemistry, chemical
link |
02:45:49.400
based computation.
link |
02:45:51.400
I've seen you and
link |
02:45:52.400
referred to it as
link |
02:45:53.400
in a sexy title of
link |
02:45:56.400
camp
link |
02:45:58.400
mutation.
link |
02:45:59.400
So what is
link |
02:46:01.400
computation and what is
link |
02:46:02.400
chemical based
link |
02:46:04.400
computation?
link |
02:46:05.400
Okay, so
link |
02:46:06.400
computation is a name
link |
02:46:08.400
I gave to the process of
link |
02:46:10.400
building a state machine to make
link |
02:46:12.400
any molecule physically in the
link |
02:46:13.400
lab.
link |
02:46:14.400
And so as a
link |
02:46:16.400
chemist, chemists make
link |
02:46:17.400
molecules by hand.
link |
02:46:19.400
And
link |
02:46:21.400
they're quite hard.
link |
02:46:22.400
They can chemists have a lot of
link |
02:46:23.400
tacit knowledge, a lot of
link |
02:46:25.400
ambiguity.
link |
02:46:26.400
It's not possible to go
link |
02:46:28.400
uniform me to literature and
link |
02:46:29.400
read a recipe to make a
link |
02:46:30.400
molecule and then go
link |
02:46:32.400
and make it in the lab
link |
02:46:34.400
every time.
link |
02:46:35.400
Some recipes are better than
link |
02:46:36.400
others, but they all assume
link |
02:46:39.400
some
link |
02:46:41.400
knowledge.
link |
02:46:42.400
And it's not universal what
link |
02:46:43.400
that is.
link |
02:46:44.400
Like so it's carried from
link |
02:46:47.400
from human to human.
link |
02:46:48.400
Yeah.
link |
02:46:49.400
Some of that implicit knowledge
link |
02:46:50.400
and you're saying can we remove
link |
02:46:51.400
the human from the picture?
link |
02:46:52.400
Can we like a program?
link |
02:46:54.400
Okay.
link |
02:46:55.400
What by the way, what is a
link |
02:46:56.400
state machine?
link |
02:46:58.400
So a state machine is a
link |
02:47:00.400
I suppose a
link |
02:47:02.400
a object, either abstract
link |
02:47:04.400
or mechanical where you can do
link |
02:47:06.400
you can
link |
02:47:08.400
do a unit operation on it and
link |
02:47:09.400
flick it from one state to
link |
02:47:10.400
another.
link |
02:47:11.400
So a turn style would be a good
link |
02:47:12.400
example of a state machine.
link |
02:47:15.400
There's some kinds of states
link |
02:47:16.400
and some kind of transitions
link |
02:47:17.400
between states and it's
link |
02:47:19.400
and it's
link |
02:47:21.400
very formal in nature in
link |
02:47:23.400
terms of like it's precise.
link |
02:47:24.400
Yes.
link |
02:47:25.400
Mathematically, precisely
link |
02:47:27.400
describe a state machine.
link |
02:47:29.400
So I mean, you know, a very
link |
02:47:30.400
simple Boolean
link |
02:47:32.400
gates are a very good way
link |
02:47:34.400
of building kind of logic based
link |
02:47:36.400
state machines.
link |
02:47:38.400
Obviously a Turing machine,
link |
02:47:39.400
the concept of a Turing machine
link |
02:47:41.400
where you have a tape and a
link |
02:47:42.400
reed head and a series of
link |
02:47:44.400
rules in a table and you would
link |
02:47:46.400
basically look at what's on the
link |
02:47:48.400
tape and if you're shifting the
link |
02:47:50.400
tape from left to right and if
link |
02:47:51.400
you see a zero or one, you
link |
02:47:53.400
look in your lookup table and
link |
02:47:54.400
say, right, I've seen a zero and
link |
02:47:55.400
a one.
link |
02:47:57.400
I then do
link |
02:48:00.400
and then respond to that.
link |
02:48:01.400
So in the turn style would be
link |
02:48:03.400
is there a human being pushing
link |
02:48:04.400
the turn style in
link |
02:48:06.400
direction clockwise?
link |
02:48:08.400
If yes, I will open
link |
02:48:10.400
and let them go.
link |
02:48:11.400
If it's anticlockwise, no.
link |
02:48:12.400
So yes.
link |
02:48:13.400
So a state machine has some
link |
02:48:14.400
labels and a transition
link |
02:48:15.400
transition diagram.
link |
02:48:17.400
So you're looking to
link |
02:48:19.400
come up with a chemical
link |
02:48:21.400
computer to form state machines
link |
02:48:23.400
to create molecules
link |
02:48:25.400
or what's
link |
02:48:27.400
the chicken and the egg?
link |
02:48:29.400
So computation is not a chemical
link |
02:48:30.400
computer because we talked a few
link |
02:48:31.400
minutes about actually doing
link |
02:48:33.400
computations with chemicals.
link |
02:48:34.400
What I'm now saying is I want to
link |
02:48:36.400
use state machines to transform
link |
02:48:38.400
chemicals and so.
link |
02:48:40.400
So build chemicals
link |
02:48:41.400
programmatically.
link |
02:48:42.400
Yeah.
link |
02:48:43.400
I mean, I get in trouble saying
link |
02:48:44.400
this.
link |
02:48:45.400
I said to my group, I shouldn't
link |
02:48:46.400
say it because if I said, look,
link |
02:48:48.400
we should make the crack bot in
link |
02:48:49.400
the crack robot.
link |
02:48:50.400
The robot that makes crack bot.
link |
02:48:52.400
Oh, crack bot.
link |
02:48:54.400
The robot that makes crack.
link |
02:48:56.400
But maybe we should scrub this
link |
02:48:57.400
from.
link |
02:48:58.400
Or
link |
02:49:00.400
or well, so maybe you can
link |
02:49:02.400
educate me on breaking bad
link |
02:49:04.400
with like math.
link |
02:49:05.400
Yeah.
link |
02:49:06.400
So in breaking bad, you want to
link |
02:49:07.400
make you want to make
link |
02:49:09.400
basically some kind of mix of
link |
02:49:11.400
X machina and breaking bad.
link |
02:49:14.400
No, I don't.
link |
02:49:15.400
I don't record.
link |
02:49:16.400
I don't.
link |
02:49:17.400
But you don't.
link |
02:49:18.400
I said, that's what I'm going to
link |
02:49:19.400
do.
link |
02:49:20.400
Once you release the papers.
link |
02:49:23.400
But I shave my head
link |
02:49:25.400
and I'm going to
link |
02:49:27.400
live a life of crime.
link |
02:49:28.400
Anyway, I'm sorry.
link |
02:49:29.400
No, no.
link |
02:49:30.400
So, so yeah, let's get back to
link |
02:49:31.400
so indeed it is about making
link |
02:49:33.400
drugs, but importantly, making
link |
02:49:35.400
important drugs.
link |
02:49:37.400
All drugs matter.
link |
02:49:39.400
Yeah.
link |
02:49:40.400
But let's go.
link |
02:49:41.400
Let's go back.
link |
02:49:42.400
So the basic thesis is chemistry
link |
02:49:43.400
is very analog.
link |
02:49:45.400
There is no state machine.
link |
02:49:48.400
And I wandered into the
link |
02:49:50.400
through the paper walls in the
link |
02:49:52.400
in the Japanese house a few years
link |
02:49:53.400
ago and said, OK, hey, organic
link |
02:49:55.400
chemist, why are you why are you
link |
02:49:56.400
doing this analog?
link |
02:49:57.400
They said, well, chemistry is
link |
02:49:59.400
really hard.
link |
02:50:00.400
You can't automate it.
link |
02:50:01.400
It's impossible.
link |
02:50:02.400
I said, but is it impossible?
link |
02:50:04.400
I said, yeah.
link |
02:50:05.400
And they said, you know, I got
link |
02:50:06.400
the impression they're saying
link |
02:50:07.400
it's magic.
link |
02:50:08.400
And so when people tell me things
link |
02:50:10.400
are magic, it's like, no, no,
link |
02:50:12.400
they can't be magic.
link |
02:50:13.400
Right.
link |
02:50:14.400
So let's break this down.
link |
02:50:15.400
And so what I did is I went to
link |
02:50:17.400
my my group one day about
link |
02:50:19.400
about eight years ago and said,
link |
02:50:20.400
hey, guys, I've written this new
link |
02:50:21.400
programming language for you.
link |
02:50:23.400
And so everything is clear.
link |
02:50:25.400
And, you know, you have to, you're
link |
02:50:26.400
not allowed to just wander around
link |
02:50:28.400
the lab willy nilly.
link |
02:50:29.400
You have to pick up things in
link |
02:50:30.400
order, go to the balance of the
link |
02:50:31.400
right time and all this stuff.
link |
02:50:33.400
And they looked at me as if I
link |
02:50:34.400
was insane and basically kicked
link |
02:50:35.400
me out of the lab and said, no,
link |
02:50:36.400
don't do that.
link |
02:50:37.400
We're not doing that.
link |
02:50:38.400
And I said, OK, so I went back
link |
02:50:39.400
the next day and said,
link |
02:50:41.400
I'm going to find some money so
link |
02:50:43.400
we can make cool robots do
link |
02:50:45.400
chemical reactions.
link |
02:50:46.400
And everyone went, that's cool.
link |
02:50:47.400
Yeah.
link |
02:50:48.400
And so in that process,
link |
02:50:50.400
the first to try to convert the
link |
02:50:52.400
humans to become robots and next
link |
02:50:54.400
you could you agree you might as
link |
02:50:55.400
well just create the robots.
link |
02:50:56.400
Yes.
link |
02:50:57.400
But so in that, in that the
link |
02:50:58.400
formalization process.
link |
02:50:59.400
Yeah.
link |
02:51:00.400
So what I did is said, look,
link |
02:51:01.400
chemical to make a molecule,
link |
02:51:02.400
you need to do four things
link |
02:51:03.400
abstractly.
link |
02:51:04.400
I want to make a chemical
link |
02:51:05.400
Turing machine because a Turing
link |
02:51:06.400
machine, you think about this,
link |
02:51:08.400
imagine a Turing machine.
link |
02:51:09.400
Turing machine is the ultimate
link |
02:51:10.400
abstraction of a computation
link |
02:51:13.400
because it's been shown by Turing
link |
02:51:16.400
and others that basically a
link |
02:51:18.400
universal Turing machine should
link |
02:51:19.400
be able to do all computations
link |
02:51:21.400
that you can imagine.
link |
02:51:22.400
It's like, wow, why don't I think
link |
02:51:24.400
of a Turing machine for chemistry?
link |
02:51:25.400
Let's think of a magic robot that
link |
02:51:27.400
can make any molecule.
link |
02:51:28.400
Let's think about that for a
link |
02:51:30.400
second.
link |
02:51:31.400
OK, great.
link |
02:51:32.400
How do we then implement it?
link |
02:51:33.400
And I think it's right.
link |
02:51:34.400
So what is the abstraction?
link |
02:51:35.400
So to make any molecule,
link |
02:51:37.400
you have to do a reaction.
link |
02:51:38.400
So you have to put reagents
link |
02:51:39.400
together.
link |
02:51:40.400
Do a reaction in a flask,
link |
02:51:42.400
typically.
link |
02:51:43.400
Then after the reaction,
link |
02:51:44.400
you have to stop the reactions.
link |
02:51:45.400
You do what's called a workup.
link |
02:51:47.400
So whatever.
link |
02:51:48.400
Call it down.
link |
02:51:49.400
Add some liquid to it.
link |
02:51:50.400
Extract.
link |
02:51:51.400
So then after you do a workup,
link |
02:51:52.400
you separate.
link |
02:51:53.400
So you then remove the molecules,
link |
02:51:54.400
separate them all out.
link |
02:51:55.400
And then the final step is purification.
link |
02:51:57.400
So reaction, workup,
link |
02:51:59.400
separate, purify.
link |
02:52:01.400
So this is basically exactly
link |
02:52:03.400
like a Turing machine
link |
02:52:05.400
where you have your tape,
link |
02:52:06.400
you have your tape head,
link |
02:52:07.400
you have some rules,
link |
02:52:09.400
and then you run it.
link |
02:52:10.400
So I thought, cool.
link |
02:52:11.400
I went to all the chemists
link |
02:52:12.400
and said, look,
link |
02:52:13.400
chemistry isn't that hard.
link |
02:52:15.400
Reaction, workup,
link |
02:52:17.400
separation, purification.
link |
02:52:18.400
Do that in cycles forever
link |
02:52:20.400
for any molecule or the chemistry.
link |
02:52:22.400
Done.
link |
02:52:23.400
And they said,
link |
02:52:24.400
chemistry is that hard.
link |
02:52:26.400
I said, but just in principle.
link |
02:52:28.400
And I got a few very enlightened people
link |
02:52:30.400
to say, yeah, OK, in principle,
link |
02:52:31.400
but it ain't going to work.
link |
02:52:33.400
And this was in about 2013, 2014.
link |
02:52:36.400
And I found myself going to
link |
02:52:38.400
an architecture conference
link |
02:52:39.400
almost by accident.
link |
02:52:40.400
It's like, why am I at this random
link |
02:52:42.400
conference on architecture?
link |
02:52:44.400
And that was because I published a paper
link |
02:52:46.400
on inorganic architecture.
link |
02:52:47.400
And they said, come to architecture conference.
link |
02:52:49.400
But the inorganic architecture
link |
02:52:50.400
was about nano architecture.
link |
02:52:51.400
It's not.
link |
02:52:52.400
And I went, OK.
link |
02:52:53.400
And then I found these guys at the conference,
link |
02:52:54.400
3D printing ping pong balls and shapes.
link |
02:52:57.400
And this is through it.
link |
02:52:58.400
3D printing was cool.
link |
02:52:59.400
And I was like, this is ridiculous.
link |
02:53:00.400
Why are you 3D printing ping pong balls?
link |
02:53:01.400
And I gave them a whole load of abuse,
link |
02:53:03.400
like I normally do when I first meet people,
link |
02:53:05.400
how to win friends and influence people.
link |
02:53:07.400
And then I was like, oh, my God,
link |
02:53:09.400
you guys are geniuses.
link |
02:53:10.400
And so I got from, they were a bit confused
link |
02:53:12.400
because I was calling them idiots
link |
02:53:13.400
and then calling them geniuses.
link |
02:53:14.400
It's like, will you come to my lab
link |
02:53:16.400
and we're going to build a robot to do chemistry
link |
02:53:18.400
with a 3D printer?
link |
02:53:19.400
And I said, oh, that's cool.
link |
02:53:20.400
All right.
link |
02:53:21.400
So I had them come to the lab
link |
02:53:22.400
and we started to 3D print test tubes.
link |
02:53:24.400
So you imagine, you know, 3D print a bottle
link |
02:53:27.400
and then used the same gantry to basically,
link |
02:53:30.400
rather than to squirt out plastic out of a nozzle,
link |
02:53:34.400
a little syringe and jump chemicals in.
link |
02:53:36.400
So we had the 3D printer
link |
02:53:37.400
because simultaneously print the test tube
link |
02:53:39.400
and then put chemicals into the test tube.
link |
02:53:41.400
And then...
link |
02:53:42.400
Well, it says really end to end.
link |
02:53:44.400
Yeah.
link |
02:53:45.400
And I was like, that'll be cool
link |
02:53:46.400
because they've got G code to do it all.
link |
02:53:47.400
I was like, that's cool.
link |
02:53:48.400
So I got my group doing this
link |
02:53:49.400
and I developed it a bit
link |
02:53:50.400
and I realized that we could take those unit operations
link |
02:53:54.400
and we built a whole bunch of pumps and valves.
link |
02:53:56.400
And I realized that I could basically take the literature
link |
02:54:00.400
and I made the first version of the computer in 2016, 17.
link |
02:54:05.400
I made some architectural decisions.
link |
02:54:07.400
So I designed the pumps and valves in my group.
link |
02:54:09.400
I did all the electronics in my group.
link |
02:54:10.400
They were brilliant.
link |
02:54:11.400
I cannot pay tribute to my group enough in doing this.
link |
02:54:15.400
They were just brilliant.
link |
02:54:16.400
And there were some poor souls there that said,
link |
02:54:18.400
Lee, why are you making this design electronics?
link |
02:54:21.400
I'm like, well, because I don't understand it.
link |
02:54:23.400
They're like, so you're making this design stuff
link |
02:54:25.400
because you don't understand.
link |
02:54:26.400
It's like, yeah, it's like,
link |
02:54:27.400
but can we not just buy some?
link |
02:54:29.400
I said, well, we can,
link |
02:54:30.400
but then I don't understand how to, you know,
link |
02:54:32.400
what bus they're going to use
link |
02:54:34.400
and there's serial ports and all this stuff.
link |
02:54:35.400
I just wanted, and I made,
link |
02:54:37.400
I came up with the decision to design a bunch of pumps and valves
link |
02:54:40.400
and use power over ethernet.
link |
02:54:42.400
So I got one cable for power and data, plug them all in,
link |
02:54:45.400
plug them all into a router.
link |
02:54:47.400
And then I made the state machine
link |
02:54:50.400
and there was a couple of cool things I did.
link |
02:54:53.400
Oh, they did actually.
link |
02:54:55.400
We got the abstraction.
link |
02:54:56.400
So reaction, workup separation, purification.
link |
02:55:02.400
And then I made the decision to do it in batch.
link |
02:55:05.400
Now it's in batch.
link |
02:55:07.400
All chemistry had been digitized before, apparently,
link |
02:55:10.400
once it's been done,
link |
02:55:11.400
but everyone had been doing it in flow
link |
02:55:13.400
and flow is continuous and there are infinities everywhere
link |
02:55:16.400
and you have to just,
link |
02:55:17.400
and I realized that I could actually make a state machine
link |
02:55:20.400
where I basically put stuff in the reactor,
link |
02:55:24.400
turn it from one state to another state,
link |
02:55:26.400
stop it and just read it out.
link |
02:55:28.400
And okay, and I was kind of bitching
link |
02:55:30.400
at electrical engineers saying,
link |
02:55:31.400
you have it easy.
link |
02:55:32.400
You don't have to clean out the electrons.
link |
02:55:34.400
Electrons don't leave a big mess.
link |
02:55:36.400
They leave some EM waste.
link |
02:55:37.400
But in my state machine, I built in cleaning.
link |
02:55:39.400
So it's like we do all the operation
link |
02:55:41.400
and then it cleans the backbone and then can do it again.
link |
02:55:43.400
That's fascinating.
link |
02:55:44.400
So what we managed to do over a couple of years
link |
02:55:47.400
is develop the hardware, develop the state machine,
link |
02:55:50.400
and we encoded three molecules.
link |
02:55:52.400
The first three, we did nitole, sleeping drug,
link |
02:55:54.400
refinimide, anti seizure, and Viagra.
link |
02:55:56.400
And I could make jokes on the paper.
link |
02:55:59.400
It's a hard problem, blah, blah, blah.
link |
02:56:01.400
Yeah, that's very good.
link |
02:56:03.400
And then in the next one, what we did is said,
link |
02:56:05.400
okay, my poor organic chemist said,
link |
02:56:07.400
look, Lee, we've worked with you this long.
link |
02:56:10.400
We've made a robot that looks like
link |
02:56:12.400
is going to take our jobs away
link |
02:56:14.400
and not just take our jobs away,
link |
02:56:17.400
what we love in the lab,
link |
02:56:18.400
but now we have to become programmers,
link |
02:56:20.400
but we're not even good programmers.
link |
02:56:21.400
We just have to spend ages writing lines of code
link |
02:56:24.400
that are boring and it's not as elegant.
link |
02:56:27.400
I went, you're right.
link |
02:56:28.400
So then, but I knew because I had this abstraction
link |
02:56:32.400
and I knew that there was language,
link |
02:56:34.400
I could suddenly develop a state machine
link |
02:56:36.400
that would interpret the language
link |
02:56:37.400
which was lossy and ambiguous
link |
02:56:39.400
and populate my abstraction.
link |
02:56:41.400
So I built a chemical programming language
link |
02:56:43.400
that is actually going to be recursively enumerable.
link |
02:56:46.400
It's going to be a Turing complete language, actually,
link |
02:56:48.400
which is kind of cool,
link |
02:56:49.400
which means it's for me verifiable.
link |
02:56:51.400
So where we are now is we can now
link |
02:56:54.400
read the literature using a bit of natural language processing.
link |
02:56:56.400
It's not the best.
link |
02:56:57.400
Many other groups have done better job,
link |
02:56:59.400
but we can use that language reading
link |
02:57:01.400
to populate the state machine
link |
02:57:03.400
and basically add, subtract.
link |
02:57:05.400
We've got about a number of primitives
link |
02:57:08.400
that we, you know,
link |
02:57:11.400
basically program loops that we dovetail together
link |
02:57:14.400
and we can make any molecule with it.
link |
02:57:15.400
Okay.
link |
02:57:16.400
So that's the kind of program synthesis.
link |
02:57:18.400
So you start at, like, literally,
link |
02:57:20.400
you're talking about like a paper,
link |
02:57:22.400
like a scientific paper that's being read
link |
02:57:25.400
to natural language processing,
link |
02:57:27.400
extracting some kind of details
link |
02:57:31.400
about chemical reactions
link |
02:57:33.400
and the chemical molecules and compounds involved.
link |
02:57:38.400
And then that's, that in GPT terms
link |
02:57:44.400
serves as a prompt for the program synthesis
link |
02:57:47.400
that's kind of trivial right now.
link |
02:57:49.400
There you have a bunch of different like for loops and so on
link |
02:57:51.400
that creates a program in this chemical language
link |
02:57:55.400
that can then be interpreted by the chemical computer,
link |
02:57:59.400
the computer.
link |
02:58:01.400
Yeah, computer.
link |
02:58:02.400
Yeah.
link |
02:58:05.400
Everything sounds better in your British accent,
link |
02:58:07.400
but I love it.
link |
02:58:09.400
So the, into the computer and that's able to then
link |
02:58:12.400
basically be a 3D printer for these, for molecules.
link |
02:58:16.400
Yeah, I wouldn't call it a 3D printer.
link |
02:58:18.400
I would call it a universal chemical reaction system
link |
02:58:20.400
because 3D printing gives the wrong impression,
link |
02:58:22.400
but yeah, and it purifies.
link |
02:58:24.400
And the nice thing is that that code now that we call it,
link |
02:58:27.400
the QIDL code is really interesting
link |
02:58:32.400
because now, so computation, what is computation?
link |
02:58:35.400
Computation is what computing is to mathematics, I think.
link |
02:58:40.400
Computation is the process of taking chemical code
link |
02:58:44.400
and some input reagents and making the same molecule,
link |
02:58:47.400
making the molecule reproducibly every time without fail.
link |
02:58:51.400
What is computation?
link |
02:58:53.400
It's the process of using a program to take some input conditions
link |
02:58:57.400
and give you an output, same every time.
link |
02:59:00.400
Right, reliably.
link |
02:59:02.400
So the problem is, now maybe you can push back
link |
02:59:05.400
and correct me on this.
link |
02:59:07.400
So I know biology is messy.
link |
02:59:09.400
My question is how messy is chemistry?
link |
02:59:12.400
So if we use the analogy of a computer,
link |
02:59:15.400
it's easier to make computation in a computer very precise.
link |
02:59:21.400
It's repeatable.
link |
02:59:23.400
It makes errors almost never.
link |
02:59:26.400
It does the exact same way over and over and over and over.
link |
02:59:29.400
What about chemistry?
link |
02:59:30.400
Is there messiness in the whole thing?
link |
02:59:32.400
Can that be somehow leveraged?
link |
02:59:34.400
Can that be controlled?
link |
02:59:36.400
Do we want to remove it from the system?
link |
02:59:38.400
Oh, yes and no.
link |
02:59:40.400
There is messiness because chemistry is like you're doing reactions
link |
02:59:46.400
on billions of molecules and they don't always work,
link |
02:59:49.400
but you've got purification there.
link |
02:59:51.400
And so what we found is at the beginning, everyone said it can't work.
link |
02:59:55.400
It's going to be too messy.
link |
02:59:56.400
It will just fail.
link |
02:59:57.400
And I said, but you managed to get chemistry to work in the lab.
link |
03:00:00.400
Are you magic?
link |
03:00:01.400
Are you doing something?
link |
03:00:02.400
So I would say, now go back to the first ever computer or the ENIAC.
link |
03:00:07.400
Five million soldered joints, 400,000 valves exploding all the time.
link |
03:00:12.400
Was that?
link |
03:00:13.400
Would you have gone, okay, that's messy.
link |
03:00:16.400
So we've got the, have we got the equivalent of the ENIAC in my lab?
link |
03:00:20.400
We've got 15 computers in the lab now.
link |
03:00:23.400
And they, are they unreliable?
link |
03:00:24.400
Yeah, they fall apart here and there, but are they getting better really quickly?
link |
03:00:29.400
Yeah.
link |
03:00:30.400
Are they now able to reliably make more?
link |
03:00:32.400
Are we at the point in the lab where there are some molecules
link |
03:00:34.400
we would rather make on the computer than have a human being make?
link |
03:00:38.400
Yeah.
link |
03:00:39.400
We've just done, we've just made a anti influenza molecule and some antivirals,
link |
03:00:45.400
six steps on the computer that would take a human being about one week to make
link |
03:00:51.400
arbidol of continuous labor and all they do now is load up the reagents, press go button
link |
03:00:56.400
and just go away and drink coffee.
link |
03:00:58.400
Wow.
link |
03:00:59.400
So this, I mean, and this is, you're saying this computer is just the early days.
link |
03:01:03.400
And so like some of the criticism just have to do with the early days.
link |
03:01:07.400
And yes, I would say there's something like this is quite impossible.
link |
03:01:14.400
So the fact that you're doing this is incredible.
link |
03:01:17.400
Not impossible, of course, but extremely difficult.
link |
03:01:20.400
It did seem really difficult.
link |
03:01:22.400
And I do keep pinching myself when I go in the lab.
link |
03:01:24.400
I was like, is it working?
link |
03:01:25.400
Like, yep.
link |
03:01:26.400
And it's not, you know, it does clog.
link |
03:01:28.400
It does stop.
link |
03:01:30.400
You got to clean.
link |
03:01:31.400
This is great.
link |
03:01:32.400
You know, but it's getting more reliable because I made some, we just made design
link |
03:01:37.400
decisions and said, we are not going to abandon the abstraction.
link |
03:01:40.400
Think about it.
link |
03:01:41.400
If the Von Neumann implementation was abandoned, I mean, think about what we do to
link |
03:01:47.400
semiconductors to really constrain them to what we do to silicon in a fab lab.
link |
03:01:53.400
We take computation for granted.
link |
03:01:55.400
Silicon is not in its natural state.
link |
03:01:57.400
We are doping the hell out of it.
link |
03:01:59.400
It's incredible what they're able to accomplish.
link |
03:02:01.400
They've achieved that reliability at the scale they do.
link |
03:02:03.400
Like you said, that's after Moore's law what we have now.
link |
03:02:07.400
And where we, you know, how it started, you know, now we're here.
link |
03:02:13.400
So think about it now.
link |
03:02:14.400
We started at the bottom.
link |
03:02:15.400
Now we're here.
link |
03:02:16.400
We only have 20 million molecules.
link |
03:02:17.400
Well, say 20 million molecules in one database.
link |
03:02:19.400
Maybe a few hundred million in all the pharmaceutical companies.
link |
03:02:23.400
And those few hundred million molecules are responsible for all the drugs that we've
link |
03:02:27.400
had in humanity except, you know, biologics for the last 50 years.
link |
03:02:31.400
Now imagine what happens when a drug goes out of print, goes out of prints because
link |
03:02:36.400
there's only a finite number of manufacturing facilities in the world that make these drugs.
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03:02:39.400
Is that a print?
link |
03:02:40.400
Yeah.
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03:02:41.400
This is a printing press.
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03:02:42.400
For chemistry.
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03:02:43.400
Yeah.
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03:02:44.400
And not only that, we can protect the KIDL so we can stop bad actors doing it.
link |
03:02:49.400
We can encrypt them.
link |
03:02:50.400
And we can give people life.
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03:02:51.400
Yeah, that's the name of the programing language.
link |
03:02:54.400
The KIDL is the name of the programming language and the code we give the chemicals.
link |
03:02:58.400
So Kai, as in, you know, just for, it's like a, it's actually like an XML format, but
link |
03:03:04.400
I've now taken it from script to a fully expressible programming language so we can do dynamics
link |
03:03:11.400
and there's four loops in there and conditional statements.
link |
03:03:13.400
Right.
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03:03:14.400
But the structure, it started out as a, like a, like an XML thing.
link |
03:03:19.400
Yeah.
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03:03:20.400
And now we also, the chemist doesn't need to program in KIDL.
link |
03:03:22.400
They can just go to the software and type in add A to B, reflux, do what they would normally
link |
03:03:27.000
do and you just convert it to KIDL and they have a linter to check it.
link |
03:03:30.400
So how do you, you know, not with ASCII, but because it's a Greek letter, how do you go
link |
03:03:36.900
with, how do you spell it?
link |
03:03:39.900
Just using the English alphabet.
link |
03:03:42.400
We just, XDL?
link |
03:03:43.400
XDL or we use, we put in Kai.
link |
03:03:45.400
And it was named by one of my students and I, one of my postdocs many years ago and I
link |
03:03:50.120
quite liked it, it's like, it's important, I think, when the team are contributing to
link |
03:03:54.600
such big ideas, because there are ideas as well, it's, I try not to just rename, I didn't
link |
03:03:59.400
call it Cronin or anything that because they keep saying, you know, is a, is a, the chemistry
link |
03:04:06.520
when they're putting stuff in the computer, one of my students said, we are asking now,
link |
03:04:09.680
is it Cronin complete?
link |
03:04:10.680
And I was like, what does that mean?
link |
03:04:11.680
And I said, well, can we make it on the damn machine?
link |
03:04:14.200
And I was like, oh, is that a compliment or a, or a majority of it?
link |
03:04:18.600
And I was like, well, it might be better.
link |
03:04:21.600
Yeah.
link |
03:04:22.600
So you tweeted, quote, why does chemistry need a universal programming language?
link |
03:04:27.680
Question mark.
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03:04:29.760
For all the reasons you can think of, reliability, interoperability, collaboration, remove ambiguity,
link |
03:04:37.240
lower cost, increase safety, open up discovery, molecular customization, and publication
link |
03:04:43.800
of executable chemical code, which is fascinating, by the way, just publish code.
link |
03:04:52.240
And can you maybe elaborate a little bit more about this KDL?
link |
03:04:58.160
What does the universal language of chemistry look like?
link |
03:05:01.440
A Cronin complete language?
link |
03:05:04.920
It's a Turing complete language, really.
link |
03:05:07.520
But so what it has, it has a series of operators in it, like add, heat, stir.
link |
03:05:15.640
So there's a bunch of just unit operations.
link |
03:05:18.040
And all it is really is just, it's, with chemical engineers, when I talked about this, that you've
link |
03:05:22.920
just read, you've just, you've just rediscovered chemical engineering.
link |
03:05:25.840
And I said, well, yeah, I know.
link |
03:05:27.640
I said, well, that's, you know, that's trivial.
link |
03:05:30.040
I said, well, well, not really, well, yes, it is trivial.
link |
03:05:32.960
That's why it's good.
link |
03:05:33.960
Because not only have we rediscovered chemical engineering, we've made it implementable on
link |
03:05:37.960
the universal hardware that doesn't cost very much money.
link |
03:05:40.840
And so the KDL has a series of statements, like define the reactor.
link |
03:05:46.240
So defines the reagents, so they're all labels, so you assign them.
link |
03:05:52.400
And what I also implemented at the beginning is, because I give all the hardware IP address,
link |
03:05:58.000
you put it on a graph.
link |
03:05:59.600
And so what it does is like the graph is equivalent to the, the processor firmware, the processor
link |
03:06:05.880
code.
link |
03:06:06.880
So when you take your KDL and you go to run it on your computer, you can run it on any
link |
03:06:11.080
compatible hardware in any configuration, says, what's your, what's your graph look
link |
03:06:14.080
like?
link |
03:06:15.080
As long as I can solve the problem on the graph with these unit operations, you have the resources
link |
03:06:19.120
available.
link |
03:06:20.120
It can compile.
link |
03:06:21.120
Chem piles.
link |
03:06:22.120
We can carry on for years.
link |
03:06:27.000
But it is really, it's a compilation.
link |
03:06:29.920
And what it now does is it says, okay, the problem we have before is it was possible
link |
03:06:35.280
to do robotics for chemistry, but the robots were really expensive.
link |
03:06:39.440
They were unique.
link |
03:06:40.440
They were vendor locked.
link |
03:06:42.880
And what I want to do is to make sure that every chemist in the world can get access
link |
03:06:46.680
to machinery like this at virtually no cost because it makes it safer.
link |
03:06:51.840
It makes it more reliable.
link |
03:06:53.760
And then if you go to the literature and you find a molecule that could potentially cure
link |
03:06:57.080
cancer, and let's say the molecule that could potentially cure cancer takes you three years
link |
03:07:01.440
to repeat.
link |
03:07:03.600
And maybe a student finishes their PhD in the time and they never get it back.
link |
03:07:10.040
So it's really hard to, to kind of get all the way to that molecule and it limits the
link |
03:07:14.120
ability of humanity to build on it.
link |
03:07:16.480
If they just download the code and can execute it, it turns, I would say the electronic laboratory
link |
03:07:22.240
notebook in chemistry is a data cemetery because no one will ever reproduce it.
link |
03:07:28.400
But now the data cemetery is a Jupiter notebook and you can just execute it.
link |
03:07:31.960
A notebook and people can play with it.
link |
03:07:33.640
The access to it, the magnitude is increased.
link |
03:07:37.920
We'll talk about the, so as with all technologies, I think there's way more exciting possibilities,
link |
03:07:43.880
but they're also terrifying possibilities and we'll talk about all of them.
link |
03:07:47.560
But let me just kind of linger on the machine learning side of this.
link |
03:07:51.480
So you're describing programming, but it's a language, I don't know if you've heard
link |
03:07:57.400
about Open AI Codex, which is a...
link |
03:07:59.480
Yeah, I'm playing with it.
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03:08:01.480
Of course you are.
link |
03:08:06.200
You really are Rick from Rick and Morty.
link |
03:08:08.080
This is great.
link |
03:08:09.080
Okay.
link |
03:08:10.080
Except philosophically deep.
link |
03:08:12.080
I mean, he is, I guess, kind of philosophically deep too.
link |
03:08:15.080
So for people who don't know GPT, GPT3, it's a language model that can do natural language
link |
03:08:21.460
generation.
link |
03:08:22.460
So you can give it a prompt and it can complete the rest of it, but it turns out that that
link |
03:08:27.600
kind of prompt, it's not just complete the rest of it, it's generating like novel sounding
link |
03:08:35.800
text and then you can apply that to generation of other kinds of stuff.
link |
03:08:40.760
So these kinds of transformer based language models are really good at forming, at forming
link |
03:08:47.800
deep representations of a particular space, like a medium, like language.
link |
03:08:54.520
So you can then apply it to a specific subset of language like programming.
link |
03:08:58.560
So you can have it learn the representation of the Python programming language and use
link |
03:09:03.520
it to then generate syntactically and semantically correct programs.
link |
03:09:10.560
So you can start to make progress on one of the hardest problems in computer science,
link |
03:09:14.840
which is program synthesis.
link |
03:09:16.120
How do you write programs that accomplish different tasks?
link |
03:09:19.800
So what OpenAI Codex does is it generates those programs based on a prompt of some kind.
link |
03:09:29.040
Usually you can do a natural language prompt.
link |
03:09:30.840
So basically, as you do when you program, you write some comment, which serves the basic
link |
03:09:36.720
documentation of the inputs and the outputs and the function of the particular set of
link |
03:09:40.880
coding and it's able to generate that.
link |
03:09:43.560
So here being is you can generate programs using machine learning, using neural networks.
link |
03:09:51.320
Those programs operate on the boring old computer.
link |
03:09:57.200
Can you generate programs that operate, this guy be a clever version of programs for this,
link |
03:10:01.840
but can you write programs that operate on a computer?
link |
03:10:05.880
Yep.
link |
03:10:06.880
There's actually software out there right now.
link |
03:10:08.680
We can go and do it.
link |
03:10:10.680
Really?
link |
03:10:11.680
Yeah.
link |
03:10:12.680
It's rule based, but we have what we've done, inspired by Codex actually, is over the summer
link |
03:10:21.680
I ran a little workshop.
link |
03:10:23.680
Some of my groups thought this inspired idea that we should get a load of students and
link |
03:10:28.160
ask them to manually collect data, to label chemical procedures into QIDL.
link |
03:10:36.000
And we have a thing called synthreader, so there's a bunch of people doing this right
link |
03:10:41.200
now, but they're doing it without abstraction and because we have an abstraction that's
link |
03:10:47.480
implementable in the hardware, we've developed basically a chemical analog of Codex.
link |
03:10:55.640
We say abstraction in the hardware, what do you mean?
link |
03:10:59.960
So right now, a lot of people doing machine learning and reading chemistry and just saying,
link |
03:11:04.640
oh, you've got these operations, ad shake, whatever he, but because they don't have a
link |
03:11:09.520
uniform, I mean, it's a couple of groups doing it, competitors actually, and they're good,
link |
03:11:14.680
very good, but they can't run that code automatically.
link |
03:11:20.560
They are losing meaning and the really important thing that you have to do is generate context.
link |
03:11:30.080
And so what we've learned to do with our abstraction is make sure we can pull the context out of
link |
03:11:36.080
the text.
link |
03:11:37.080
So can we take a chemical procedure and read it and generate our executable code?
link |
03:11:43.080
Yes.
link |
03:11:44.080
What's the hardest part about that whole pipeline from the initial text interpreting the initial
link |
03:11:47.920
text of a paper, extracting the meaningful context and the meaningful chemical information
link |
03:11:54.320
to then generating the program, to then running that program in the hardware?
link |
03:12:00.760
What's the hardest part about that pipeline as we look towards a universal Turing computer?
link |
03:12:05.920
So the hardest thing with the pipeline is that the software, the model gets confused
link |
03:12:16.440
between some meanings, right?
link |
03:12:18.360
So if chemists are very good at inventing words that aren't broken down, so I would,
link |
03:12:24.040
the classic word that you would use for boiling something is called reflux.
link |
03:12:28.320
So reflux is you would have a solvent in the round bottom flask, at reflux it would be
link |
03:12:33.280
being going up the reflux condenser and coming down, but that term reflux to reflux could
link |
03:12:39.040
be changed, you know, to people often make up words, new words, and then the software
link |
03:12:46.040
can fall over.
link |
03:12:47.440
But what we've been able to do is a bit like in Python, or any programming language, is
link |
03:12:52.680
identify when things aren't matched.
link |
03:12:55.200
So you present the code and you say this isn't matched, you may want to think about this
link |
03:12:58.400
and then the user goes and says, oh, I mean reflux and just ticks a box and collects it.
link |
03:13:02.720
So what the codex or the chemics does in this case is it suggests the first go and then
link |
03:13:12.760
the chemist goes in and corrects it.
link |
03:13:14.160
And I really want the chemist to correct it, because it's not safe, I believe, for to allow
link |
03:13:20.720
AI to just read literature and generate code at this stage.
link |
03:13:25.240
Because now you're having actual, by the way, chemics, nice, nice name.
link |
03:13:33.680
So you are unlike, which is fascinating, we live in a fascinating moment in human history.
link |
03:13:42.080
But yes, you're literally connecting AI to some physical and like it's building something
link |
03:13:52.080
in the physical realm.
link |
03:13:53.560
Yeah.
link |
03:13:54.560
It's building in the space of chemistry that operates sort of invisibly.
link |
03:14:02.040
Yeah.
link |
03:14:03.040
Yeah.
link |
03:14:04.040
I would say that's right.
link |
03:14:05.600
And it's really important to understand those labeling schemes, right?
link |
03:14:09.160
And one of the things I was never, I was always worried about the beginning that the abstraction
link |
03:14:13.640
was going to fall over.
link |
03:14:15.560
And the way we did it was just by brute force to start with.
link |
03:14:18.320
We just kept reading the literature and saying, is there anything new?
link |
03:14:20.520
Can we add a new rule in?
link |
03:14:22.000
And actually, our QIDL language expand exploded.
link |
03:14:25.600
There was so many extra things we had to keep adding.
link |
03:14:28.240
And then I realized the primitives still were maintained and I could break them down again.
link |
03:14:32.800
So we get it's pretty good.
link |
03:14:35.000
I mean, there are problems, there are problems of, you know, interpreting any big sentence
link |
03:14:38.400
and turning it into an actionable code.
link |
03:14:40.800
And the codex is not without its problems, you can, you can crash it quite easily, right?
link |
03:14:44.160
You can generate nonsense.
link |
03:14:45.680
But boy, it's interesting.
link |
03:14:47.600
I would love to learn to program now using codex, right, just hacking around, right?
link |
03:14:54.240
And I wonder if chemists in the future will learn to do chemistry by just hacking around
link |
03:15:00.040
with the system, writing in different things.
link |
03:15:02.320
Because the key thing that we're doing with the chemistry is that where a lot of mathematical
link |
03:15:06.400
chemistry went wrong is people, and I think Wolfram does this in Mathematica, he assumes
link |
03:15:13.080
that chemistry is a reaction where atom A or molecule A reacts with molecule B to give
link |
03:15:17.640
molecule C, that's not what chemistry is.
link |
03:15:20.840
Chemistry is take, take some molecule, take a liquid or a solid, mix it up and heat it
link |
03:15:27.920
and then extract it.
link |
03:15:29.520
So the programming language is actually with respect to the process operations.
link |
03:15:35.520
And if you flick in process space, not in chemical graph space, you unlock everything
link |
03:15:41.440
because there's only a finite number of processes you need to do in chemistry.
link |
03:15:45.240
And that, and that's reassuring.
link |
03:15:47.360
And so, so we're in the middle of it, it's really exciting.
link |
03:15:51.760
It's not, you know, the be all on the end or, and there is, I can say, errors that can
link |
03:15:54.960
creep in one day, we might be able to do it without human interaction, you simulate it
link |
03:15:59.320
and you'll know enough about the simulation that will it, the, you know, I'm the lab won't
link |
03:16:04.120
catch fire.
link |
03:16:05.120
But there are so many safety issues right now that we've got to really be very careful,
link |
03:16:08.960
you know, protecting the user, protecting the environment, protecting misuse.
link |
03:16:13.000
I mean, there's lots to discuss if you want to go down that route, because it's very,
link |
03:16:16.880
very interesting.
link |
03:16:17.880
You don't want Novachox being made or, or explosives being made or, or recreational drugs
link |
03:16:25.360
being made.
link |
03:16:26.360
But how do you stop a molecular biologist making a drug that's going to be important
link |
03:16:31.400
for them looking at their, you know, particular assay on a bad actor trying to make methamphetamine?
link |
03:16:38.400
I saw how you looked at me when you said, bad actor, but that's exactly what I'm going
link |
03:16:42.120
to do.
link |
03:16:43.120
I'm trying to get the details of this so I can be first.
link |
03:16:45.280
Oh, don't worry.
link |
03:16:46.280
We can protect you from yourself.
link |
03:16:48.280
Okay.
link |
03:16:49.280
I'm not sure that's true, but that statement gives me hope.
link |
03:16:54.240
Does this ultimately excite you about the future or does it terrify you?
link |
03:17:02.120
So let's, we mentioned that time is fundamental.
link |
03:17:07.240
It seems like you're at the cutting edge of progress that will have to happen, that will
link |
03:17:14.440
happen, that there's no stopping it.
link |
03:17:18.920
And I, as we've been talking about, I see obviously a huge number of exciting possibilities.
link |
03:17:24.820
So whenever you automate these kinds of things, just the world opens up.
link |
03:17:31.440
It's like programming itself and the computer, a regular computer has created innumerable
link |
03:17:38.800
applications.
link |
03:17:39.800
It made the world better in so many dimensions and it created, of course, a lot of negative
link |
03:17:45.240
things that we, for some reason, like the focus on using that very technology to tweet
link |
03:17:50.800
about it.
link |
03:17:52.560
But I think it made a much better world, but it created a lot of new dangers.
link |
03:17:57.720
So maybe you can speak to when you have, when you kind of stand at the end of the road for
link |
03:18:08.400
building a really solid, reliable, universal computer, what are the possibilities that
link |
03:18:15.760
are positive?
link |
03:18:16.760
What are the possibilities that are negative?
link |
03:18:18.280
How can we minimize the chance of the negative?
link |
03:18:20.720
Yeah.
link |
03:18:21.720
That's a really good question.
link |
03:18:22.720
But there's so many positive things from drug discovery, from supply chain stress, for
link |
03:18:29.240
basically enabling chemists to basically build more productive in the lab, right?
link |
03:18:32.720
Where the computer's not going to replace the chemist.
link |
03:18:35.440
There's going to be a Moore's law of molecules, right?
link |
03:18:37.480
There's going to be so many more molecules we can design, so many more diseases we can
link |
03:18:41.160
cure.
link |
03:18:42.160
So chemists in the lab, as researchers, that's better for science, so they can build a bunch
link |
03:18:46.040
of, like they could do science at a much more accelerated pace.
link |
03:18:50.400
So it's not just the development of drugs, it's actually like doing the basic understanding
link |
03:18:54.200
of the science of drugs.
link |
03:18:55.200
And the personalization, the cost of drugs right now, we're all living longer.
link |
03:18:58.960
We're all having more and more, we know more about our genomic development.
link |
03:19:02.400
We know about our, you know, our predetermination, and we might be able to, one dream I've got
link |
03:19:07.200
is like, imagine, you know, you can work at your genome assistant tells you you're going
link |
03:19:12.400
to get cancer in seven years time, and you have your personal computer that cooks up
link |
03:19:17.560
the right molecule just for you to cure it, right?
link |
03:19:20.680
That's a really positive idea.
link |
03:19:22.520
The other thing is, is when drugs, so right now, I think it is absolutely outrageous that
link |
03:19:28.960
not all of humanity has access to medicine.
link |
03:19:33.240
And I think the computer might be able to change that fundamentally because it's will
link |
03:19:36.680
disrupt the way things are manufactured.
link |
03:19:39.000
So let's stop thinking about manufacturing in different factories.
link |
03:19:42.000
Let's say that computers, clinical grade computers or drug grade computers will be in facilities
link |
03:19:48.560
all around the world, and they can make things on demand as a function of the cost.
link |
03:19:54.080
You know, maybe people won't be able to afford the latest and greatest patent, but maybe
link |
03:19:57.600
they'll be able to get the next best thing and will basically democratize, make available
link |
03:20:03.960
drugs to everybody that they need, you know, and you know, there's lots of really interesting
link |
03:20:09.640
things there.
link |
03:20:10.640
So I think that's going to happen.
link |
03:20:12.480
I think that now let's take the negative.
link |
03:20:17.200
Before we do that, let's imagine what happened to go back to a really tragic accident a few
link |
03:20:21.400
years ago.
link |
03:20:22.400
Well, not an accident, an act of murder by that pilot on the, I think it was Eurowings
link |
03:20:27.040
or Swisswings.
link |
03:20:28.040
But what he did is, the plane took off.
link |
03:20:31.800
He waited till his pilot went to the toilet, he was a copilot, he locked the door and then
link |
03:20:35.840
set the autopilot above the Alps, he set the altimeter or the descend height to zero.
link |
03:20:44.280
So the computer just took the plane into the Alps.
link |
03:20:48.200
Now, I mean, that was such a tragedy that obviously the guy was mentally ill, but it
link |
03:20:53.560
wasn't just a tragedy for him, it was for all the people on board.
link |
03:20:56.680
But what if, and I was inspired by this and I'm thinking, what can I do to do, to anticipate
link |
03:21:03.120
problems like this in the computer, had the software, and I'm sure Boeing and Airbus will
link |
03:21:08.480
be thinking, oh, maybe I can give the computer a bit more situational awareness.
link |
03:21:12.720
So whenever one, some tries to drop the height of the plane and it knows it's above the
link |
03:21:16.560
Alps or just say, oh no, computer says no, we're not letting you do that.
link |
03:21:20.600
Of course he would have been out of find another way, maybe fly it until it runs out of fuel
link |
03:21:23.840
or something.
link |
03:21:24.840
But you know, keep anticipating all the large number of trajectories that can go negative,
link |
03:21:29.640
all those kinds of running into the Alps and try to at least make it easy for the engineers
link |
03:21:36.600
to build systems that are protecting us there.
link |
03:21:38.800
Yeah.
link |
03:21:39.800
And let's just think, what are in the computer world right now with KIDLs?
link |
03:21:43.080
Let's just not think about what I'm doing right now.
link |
03:21:45.080
What I'm doing right now is it's completely open, right?
link |
03:21:47.280
Everyone's going to know KIDLs and be playing with them, making them more easier and easier
link |
03:21:50.400
and easier.
link |
03:21:51.400
But what we're going to start to do, it makes sense to encrypt the KIDLs in such a way you
link |
03:21:58.360
will, let's say you work for a pharmaceutical company and you have a license to make a given
link |
03:22:02.960
molecule.
link |
03:22:03.960
Well, you get issued with a license by the FDA or your local authority and they'll say,
link |
03:22:07.920
right, your license to do it.
link |
03:22:09.200
Here it is, it's encrypted and the KIDL gets run.
link |
03:22:12.040
So you have a license for that instance of use.
link |
03:22:14.840
Easy to do.
link |
03:22:15.840
Computer science has already solved the problem.
link |
03:22:17.760
So the fact that we all trust online banking, right, the right now, then we can secure it.
link |
03:22:23.080
I'm 100% sure we can secure the computer.
link |
03:22:27.000
Because of the way we have a many, you know, it's like the same mapping problem that you,
link |
03:22:32.760
to actually reverse engineer a KIDL will be as hard as reverse engineering the encryption
link |
03:22:36.800
key, you know, brute force, it will be cheaper to just actually buy the regulated medicine.
link |
03:22:44.520
And actually people aren't going to want to then make their own fake pharmaceuticals
link |
03:22:49.280
because it'll be so cheap to do it.
link |
03:22:51.520
We'll drop the cost of access to drugs.
link |
03:22:53.800
Now what will happen?
link |
03:22:55.360
Recreational drugs.
link |
03:22:56.360
People will start saying, well, I want access to recreational drugs.
link |
03:22:59.240
Well, it's going to be up to, it's going to accelerate that social discussion that's
link |
03:23:04.040
happening in the US and Canada and the UK everywhere, right?
link |
03:23:07.120
Because cost goes down, access goes up.
link |
03:23:10.520
Given cannabis, THC, to some people have got epilepsy, these literally forgive the term
link |
03:23:15.480
and no brainer because these poor people go from seizures like every day to maybe seizures
link |
03:23:20.440
just once every few months.
link |
03:23:22.080
So that's an interesting idea to try to minimize the chance that it can get into like the hands
link |
03:23:27.480
of individuals like terrorists or people that want to do harm.
link |
03:23:33.200
Now with that kind of thing, you're putting a lot of power in the hands of governments,
link |
03:23:39.240
in the hands of institutions.
link |
03:23:40.560
And so then emerge the kind of natural criticism you might have of governments that can sometimes
link |
03:23:46.840
use these for ill, use them as weapons of war, not weapons, not tools of betterment.
link |
03:23:54.880
So and sometimes not just war against other nations, but war against its own people as
link |
03:24:01.680
it has been done throughout history.
link |
03:24:03.440
Well, I'm thinking, so there's another way of doing it, a decentralized peer to peer
link |
03:24:08.160
version where, and what you have to do, I'm not saying you should adopt a blockchain,
link |
03:24:13.160
but there is a way of maybe taking Kyde L's and put them in blockchain.
link |
03:24:16.400
That is an idea.
link |
03:24:17.400
Let's just say the way we do it in my lab right now is we go to the literature, we take
link |
03:24:21.160
a recipe to make a molecule, convert that to Kyde L and diligently make it in the robot
link |
03:24:27.160
and validate it.
link |
03:24:29.160
So I would call mining, proof of work, proof of synthesis, right?
link |
03:24:34.240
Proof of synthesis.
link |
03:24:35.240
Yeah, but this is cool because suddenly when you actually synthesize it, you can get the
link |
03:24:39.400
analytical data, but there's also a fingerprint in there of the impurities that get carried
link |
03:24:42.840
across because you can never make one something 100% pure.
link |
03:24:46.600
That fingerprint will allow you to secure your Kyde L.
link |
03:24:49.440
So what you do is encrypt those two things.
link |
03:24:51.560
So suddenly you can have people out there mining and what you could do perhaps is do
link |
03:24:57.080
the type of thing that we need to basically look at the way that contact tracing should
link |
03:25:01.840
have been done in COVID where people are given the information.
link |
03:25:05.600
So you've just been in contact with someone COVID.
link |
03:25:08.160
You choose, I'm not telling you to stay at home, you choose, right?
link |
03:25:12.360
And now if we could imagine a similar thing, like you have got access to these chemicals,
link |
03:25:17.480
they will have these effects, you choose and publicize it, or maybe it's out somewhere.
link |
03:25:22.080
I don't know.
link |
03:25:23.080
I'm not a policymaker on this.
link |
03:25:25.400
And my job here is to not just make the technology possible, but to have it as open as a discussion
link |
03:25:31.240
as possible with people to say, hey, can we stop childhood mortality with this technology?
link |
03:25:37.040
And do those benefits outweigh the one off where people might use it for terrorism or
link |
03:25:42.600
people might use it for recreational drugs?
link |
03:25:45.280
Chemify, which is the name of the entity that will make this happen, I think we have some
link |
03:25:49.760
social responsibilities as an entity to make sure that we're not enabling people to manufacture
link |
03:25:54.680
personal drugs, weapons at will.
link |
03:25:56.880
And what we have to do is have a discussion with society, with the people that invest
link |
03:26:00.720
in this, with people that are going to pay for this, to say, well, do you want to live
link |
03:26:04.600
longer, and do you want to be healthier?
link |
03:26:07.800
And are you willing to accept some of the risks?
link |
03:26:09.680
And I think that's a discussion to have.
link |
03:26:11.880
So by the way, when you say personal drugs, do you mean the illegal ones?
link |
03:26:16.160
Or do you have a concern of just putting the manufacturer of any kind of legal drugs in
link |
03:26:22.320
the hands of regular people because they might like dose matters, they might take way too
link |
03:26:29.240
much?
link |
03:26:30.240
And I would say, to be honest, the chances of computers being, well, should always never,
link |
03:26:35.880
so the fact I can now say this means it's totally going to come true, right?
link |
03:26:39.600
I'm going to do it.
link |
03:26:41.080
I cannot imagine that computers will be in people's houses anytime soon, but they might
link |
03:26:45.800
be at the local pharmacy, and if you've got a drug manufacturing facility in every town,
link |
03:26:53.040
then you just go and they give you a prescription and they do it in such a way they format it
link |
03:26:56.160
so that you don't have to take 10 pills every day.
link |
03:26:59.440
You get one manufactured for you that has all the materials you need and the right distribution.
link |
03:27:05.000
Got it.
link |
03:27:06.000
But you mentioned recreation drugs and the reason I mentioned it because I know people
link |
03:27:09.880
are going to speak up on this.
link |
03:27:12.080
If the drug is legal, there's to me no reason why you can't manufacture it.
link |
03:27:17.360
I mean, for recreation.
link |
03:27:18.360
Yeah.
link |
03:27:19.360
I mean, you can do it right now.
link |
03:27:20.360
What do you have against the fund Lee?
link |
03:27:22.560
I have, so I mean, I'm a chemistry professor in a university who's an entrepreneur as well.
link |
03:27:29.400
I just think I need to be as responsible as I can in the discussion.
link |
03:27:33.280
Sure.
link |
03:27:34.280
Not sure, sure.
link |
03:27:35.280
But I know, so let me be the one that says like, there's nothing, because you have said
link |
03:27:40.160
recreational drugs and like terrorism in the same sentence.
link |
03:27:44.320
I think let's make sure we draw a line that there's real dangers to the world of terrorists
link |
03:27:51.680
of biowarfare, and then there's a little bit of weed.
link |
03:27:56.080
So I have, I mean, I, I think it's up to the society to, to tell his governments what
link |
03:28:02.520
it wants, what's acceptable, right?
link |
03:28:04.840
And if it becomes, let's say that THC's become, you know, heavily acceptable and that you
link |
03:28:11.800
can modify them.
link |
03:28:13.000
So let's say there's, let's say it's like blood type.
link |
03:28:15.680
There's a particular type of THC that you tolerate better than I do.
link |
03:28:20.440
Then why not?
link |
03:28:21.440
Why not have a machine that makes the one you like?
link |
03:28:23.080
Yeah.
link |
03:28:24.080
And then, and why not?
link |
03:28:25.080
Brownie.
link |
03:28:26.080
And I think that that's fine.
link |
03:28:29.720
But I'm, you know, we're so far away from that, I can barely get the thing to work in
link |
03:28:33.760
the lab, right?
link |
03:28:34.760
And I mean, it's reliability and all this other stuff.
link |
03:28:36.920
But what I think is going to happen in the short term, it's going to turbocharge molecular
link |
03:28:42.000
discovery, reliability, and that will change the world.
link |
03:28:45.640
That's super exciting.
link |
03:28:47.080
You have a draft of a paper titled, autonomous intelligent exploration, discovery and optimization
link |
03:28:52.000
of nanomaterials.
link |
03:28:53.960
So we are talking about automating engineering of nanomaterials.
link |
03:28:58.960
How hard is this problem?
link |
03:29:01.440
And as we continue down this thread of the positives and the worrisome, what are the
link |
03:29:07.200
things we should be excited about, and what are the things we should be terrified about
link |
03:29:12.240
and how do we minimize the chance of the, of the terrifying consequences?
link |
03:29:18.160
So in this robot, the robot does all the heavy lifting.
link |
03:29:21.480
So the robot basically is an embodied AI.
link |
03:29:24.440
I really, I really like AI is in, in a domain specific way.
link |
03:29:30.000
One of the, as you should say at this point, there was an attempt in the 60s, Joshua Leddenberg
link |
03:29:35.440
and some really important people did this that made an AI to try and guess if organic
link |
03:29:40.840
molecules in a mass spectrometer were alien or not.
link |
03:29:43.560
Yes.
link |
03:29:44.560
And they, they failed because they didn't have assembly theory.
link |
03:29:47.160
I see.
link |
03:29:48.160
And when I, and I, wait, what does assembly theory give you about alien versus human life?
link |
03:29:53.360
Well, no, it just, they, it tells you about unknown, the degree of unknowns.
link |
03:29:56.560
You can fingerprint stuff.
link |
03:29:57.560
They weren't looking at, they were trying to basically just look at the corpus of complex
link |
03:30:02.520
organic molecules.
link |
03:30:04.160
So I, when I was a bit down about assembly theory, because I couldn't, couldn't convince
link |
03:30:07.440
referees and couldn't convince computational people interested in computational complexity.
link |
03:30:14.480
I was really quite depressed about it and I mean, I've been working with, with Sarah
link |
03:30:18.680
Walker's team and I think she, you know, I think she also invented in assembly theory
link |
03:30:23.240
is somewhere we can talk about it later.
link |
03:30:25.320
When I found the AI, not working for the Dendral project, I suddenly realized I wasn't
link |
03:30:32.800
it totally insane.
link |
03:30:34.920
Coming back to this nano robot.
link |
03:30:37.320
So what it does is basically like a computer, but now what it does is it squirts a liquid
link |
03:30:42.920
with gold in it in a test tube and it adds some reducing agents, those electrons to make
link |
03:30:50.600
the gold turn into a nanoparticle.
link |
03:30:53.320
Now when gold becomes a nanoparticle, it gets a characteristic color, a plasmon.
link |
03:30:56.880
So it's a bit like if you look at the sheen on the gold wedding ring or gold bar or something,
link |
03:31:01.320
there's, there's the ways of conducting electrons basically reflect light.
link |
03:31:05.920
What we did is we randomly squirt the gold, the gold particle and the reducing agent in
link |
03:31:10.440
and we measure the UV, we measure the color.
link |
03:31:13.600
And so what we do is we've got the robot has a mind.
link |
03:31:16.960
So it has a mind where in a simulation, it randomly generates nanoparticles and the plasmon,
link |
03:31:23.880
the color that comes out randomly generate imagines in its head.
link |
03:31:27.440
It then with the others, that's the imaginary side of the robot and the physical side of
link |
03:31:30.480
the robot, it squirts in the chemicals and looks at the color and it uses a genetic algorithm
link |
03:31:36.360
and a map elite actually on it and it goes around in cycles and refines the color to
link |
03:31:43.880
the objective.
link |
03:31:45.480
Now we use two different points.
link |
03:31:46.800
We have an exploration and optimization, they're two different.
link |
03:31:51.160
So the exploration just says, just do random stuff and see how many different things you
link |
03:31:55.560
can get.
link |
03:31:56.560
And when you get different things, try and optimize and make the peak sharper, sharper,
link |
03:32:00.280
sharper.
link |
03:32:01.280
And what it does after a number of cycles is it physically takes a sample of the optimized
link |
03:32:06.200
nanomaterial, resets all the round bottom flasks, cleans them, and puts the seed, physical
link |
03:32:12.640
seed back in.
link |
03:32:14.040
And what this robot is able to do is search a space of 10 to the 23 possible reactions
link |
03:32:20.520
in just a thousand experiments in three days.
link |
03:32:24.240
And it makes five generations of nanoparticles which get nicer and nicer in terms of shape
link |
03:32:28.440
and color and definition.
link |
03:32:30.240
And then at the end, it outputs a Kydeo code that could then be...
link |
03:32:34.080
Wow, it's doing the search for programs in the physical space.
link |
03:32:39.840
So it's doing a kind of reinforcement learning with the exploration and the optimization.
link |
03:32:46.280
And that Kydeo will work on any computer or any qualified hardware.
link |
03:32:49.720
So now that's it.
link |
03:32:51.640
Now that's a general piece of code that can replicate somewhat, maybe perfectly what
link |
03:32:58.120
it created.
link |
03:32:59.120
That's amazing.
link |
03:33:00.120
That's incredible.
link |
03:33:01.120
But the nanoparticles themselves are dumb.
link |
03:33:02.240
The robot has all the thinking, so we don't try and imply any self replication or try
link |
03:33:06.880
and get the particles to make themselves, although it would be cool to try.
link |
03:33:11.600
So well, there you go.
link |
03:33:13.600
That those are famous last words for the end of human civilization would be cool to try.
link |
03:33:17.960
So is it possible to create molecules that start approaching this question that we started
link |
03:33:25.560
this conversation, which is the origin of life, to start to create molecules that have
link |
03:33:32.440
lifelike qualities.
link |
03:33:34.200
So have the replication, have like complex, start to create complex organisms.
link |
03:33:40.200
So we have done this with the oxides.
link |
03:33:41.960
I talked about earlier, they've lived in the oxides and the rings and the bulls.
link |
03:33:46.000
And the problem is that what they do, they autocatalytically enhance one another.
link |
03:33:52.040
So they would, I guess you would call it self replication, but because there's limited
link |
03:33:58.920
function and mutation, they're pretty dumb.
link |
03:34:02.800
So don't do very much.
link |
03:34:04.720
So I think the prospect of us being able to engineer a nanomaterial life form in the short
link |
03:34:13.400
term, like I said earlier, my aim is to do this, of course, I mean, I'm, you know, on
link |
03:34:17.440
one hand, I'm saying it's impossible.
link |
03:34:18.440
On the other hand, I'm saying I'm doing it.
link |
03:34:19.600
So which is it, Lee?
link |
03:34:20.600
It's like, well, I think we can do it, but only in the robot.
link |
03:34:25.040
So the causal chain that's going to allow it is in the robot.
link |
03:34:27.760
These particles, if they do start to self replicate, the system's going to be so fragile that
link |
03:34:32.360
I don't think anything dangerous will come out.
link |
03:34:36.000
It doesn't mean we shouldn't treat them as potentially, you know, I mean, I don't want
link |
03:34:41.600
to scare people like gain of function, we're going to produce stuff that comes out.
link |
03:34:45.280
Our number one kill switch is that we always try to search a space of objects that don't
link |
03:34:53.440
exist in the environment.
link |
03:34:55.880
So even if something got out, it just would die immediately.
link |
03:34:58.640
It's like making a silicon life form or something or, you know,
link |
03:35:02.240
Which is the opposite of oftentimes gain of function research just focused on like, how
link |
03:35:06.480
do you get a dangerous thing to be closer to something that works with humans?
link |
03:35:11.800
Yeah.
link |
03:35:12.800
So have it jump to humans.
link |
03:35:13.800
That's the one, that's the one good mode to operate on is always try to operate on chemical
link |
03:35:21.560
entities that are very different than the, the kind of chemical environment that humans
link |
03:35:25.600
operate in.
link |
03:35:26.600
Yeah.
link |
03:35:27.600
And also, I mean, I'll say something dramatic, which may not be, may not be true.
link |
03:35:33.360
So I should be careful.
link |
03:35:35.320
If let's say we did discover a new living system that it was made out of a shadow biosphere
link |
03:35:42.960
and we just released it in the environment, who cares?
link |
03:35:45.440
It's going to use different stuff.
link |
03:35:47.240
It'll just live.
link |
03:35:49.240
Just live.
link |
03:35:50.240
Yeah.
link |
03:35:51.240
I, I found one of my biggest fantasies is actually is like a planet that's basically half in
link |
03:35:56.840
the sun.
link |
03:35:57.840
It doesn't rotate, right?
link |
03:35:58.840
And, and you have two different origins of life on that planet and they don't share
link |
03:36:03.960
the same chemistry.
link |
03:36:04.960
Yeah.
link |
03:36:05.960
And then the only way time they recognize each other is when they become intelligent.
link |
03:36:08.960
They go, well, what's that moving?
link |
03:36:10.840
Yeah.
link |
03:36:11.840
So they, they co evolved and that's fascinating.
link |
03:36:14.640
I mean, so one fascinating thing to do is exactly what you were saying, which is a life
link |
03:36:19.680
bomb, which is like try to focus on atmospheres or chemical conditions of other planets and
link |
03:36:29.800
try within this kind of exploration optimization system, try to discover life forms that can
link |
03:36:40.720
work in those conditions and then you send those life forms over there and see what kind
link |
03:36:45.320
of stuff they build up.
link |
03:36:46.440
Like you can do like a large scale, it's kind of a safe physical environment to do large
link |
03:36:52.320
scale experiments.
link |
03:36:53.320
It's another planet.
link |
03:36:54.320
Yeah.
link |
03:36:55.320
So look, I'm going to say something quite contentious.
link |
03:36:57.200
I mean, Elon wants to go to Mars.
link |
03:36:58.960
I think it's brilliant wants to go to Mars, but I would counter that and say, is Elon
link |
03:37:03.080
just obsessed with getting humanity off Earth or what about just technology?
link |
03:37:08.200
So we do technology.
link |
03:37:09.360
So, so Elon, I don't need to take a computer to Mars because he needs to manufacture drugs
link |
03:37:12.960
right on demand, right?
link |
03:37:14.160
Cause you zero cost payload and all that stuff is just code.
link |
03:37:17.240
Or what we do is we actually say, hang on, it's quite hard for humans to survive on
link |
03:37:22.040
Mars.
link |
03:37:23.040
Why don't we write a series of origin life algorithms where we put our, embed our culture
link |
03:37:27.160
in it, right?
link |
03:37:28.160
It's a very Ridley spot, Prometheus, right?
link |
03:37:29.840
Yeah.
link |
03:37:30.840
Which is a terrible film by the way, but anyway, and dump it on Mars and just terraform Mars.
link |
03:37:37.400
And what we do is we evolve life on Mars that is suited to life on Mars rather than brute
link |
03:37:42.760
forcing human life on Mars.
link |
03:37:44.760
So one of the questions is, you know, what, what is human culture?
link |
03:37:48.680
What are the things you encode?
link |
03:37:50.360
Some of it is knowledge.
link |
03:37:51.360
Some of it is information.
link |
03:37:52.920
But the thing that Elon talks about and the thing I think about, I think you think about
link |
03:37:58.280
as well as some of the more unique aspects of human nature of what makes us human, which
link |
03:38:06.960
is our particular kind of consciousness.
link |
03:38:09.840
So he talks about the flame of human consciousness.
link |
03:38:12.800
Yeah.
link |
03:38:13.800
That's one of the questions is, can we instill consciousness into other beings?
link |
03:38:22.320
Because that's a sad thought that whatever this thing inside our minds that hopes and
link |
03:38:28.520
dreams and fears and loves can all die.
link |
03:38:33.400
Yeah.
link |
03:38:34.400
But I think you already know the answer to that question.
link |
03:38:37.480
I have a robot lawn mower at home.
link |
03:38:40.240
My kids call it CC call cutter.
link |
03:38:42.480
It's a robot mow.
link |
03:38:44.800
And it, the way it works, it has an electric field around the perimeter and it just tell
link |
03:38:48.800
it the area and it goes out and goes from its base station, just mows a bit, gets to
link |
03:38:54.440
the perimeter, detects perimeter, then chooses a random angle, rotates around and goes on.
link |
03:38:59.160
Yeah.
link |
03:39:00.160
But my kids call it cool cutter.
link |
03:39:02.120
It's a she.
link |
03:39:03.120
I don't know why it's a she.
link |
03:39:04.120
They just, they were, they were like quite young.
link |
03:39:05.440
They called it, I don't want to be sexist there.
link |
03:39:08.360
It could be a he, but they liked.
link |
03:39:11.920
They gendered the lawn mower.
link |
03:39:13.160
They gendered the lawn mower.
link |
03:39:14.160
Okay.
link |
03:39:15.160
Yeah.
link |
03:39:16.160
Why not?
link |
03:39:17.160
Well, if you apply integrated information theory to lawn mower, lawn mower is conscious.
link |
03:39:22.760
Now information, integrated information theory is that people say it's a flawed way of measuring
link |
03:39:27.720
consciousness, but I don't think it is.
link |
03:39:29.040
I think assembly theory actually measures consciousness in the same way.
link |
03:39:33.800
Consciousness is something that has generated over a population of objects of humans.
link |
03:39:39.360
Consciousness didn't suddenly spring in.
link |
03:39:41.160
Our consciousness is evolved together, right?
link |
03:39:43.280
The fact we're here and the robots we leave behind, they all have some of that.
link |
03:39:47.120
So we won't lose it all.
link |
03:39:48.920
Sure, consciousness requires that we have many models being generated.
link |
03:39:52.680
It's not just one domain specific AI, right?
link |
03:39:54.960
I think the way it creates consciousness, I'm going to say unashainably the best way
link |
03:39:59.120
to make a consciousness is in a chemical system because you just have access to many more
link |
03:40:04.440
states.
link |
03:40:05.440
And the problem right now, we're making silicon consciousness because you just don't have
link |
03:40:09.120
enough states.
link |
03:40:10.960
So there are more possible states, or sorry, there are more possible configurations possible
link |
03:40:14.920
in your brain than there are atoms in the universe.
link |
03:40:18.040
And you can switch between them.
link |
03:40:20.520
You can't do that on a Core i10.
link |
03:40:22.200
It's got 10 billion, 12 billion, 14 billion transistors, but you can't reconfigure them
link |
03:40:26.960
as dynamically.
link |
03:40:27.960
Well, you've shared this intuition a few times already that the larger number of states
link |
03:40:34.360
somehow correlates to greater possibility of life, but it's also possible the constraints
link |
03:40:41.280
are essential here.
link |
03:40:42.600
Yeah.
link |
03:40:43.600
I mean, but coming back to the, you worry that something's lost, I agree.
link |
03:40:48.720
But I think that, you know, we will get to an AGI, but I wonder if it's not, it can't
link |
03:40:56.600
be separate from human, it can't be separate from human consciousness because the causal
link |
03:41:00.920
chain that produced it came from humans.
link |
03:41:03.120
So what I kind of try and suggest heavily to people worry about the existential threat
link |
03:41:09.720
of AI saying, I mean, you put it much more elegantly earlier, like we should worry about
link |
03:41:15.000
algorithms on dumb algorithms written by human beings on Twitter, driving us insane, right?
link |
03:41:21.160
And doing acting in odd ways.
link |
03:41:22.880
Yeah.
link |
03:41:23.880
I think intelligence.
link |
03:41:24.880
This is what I have been in eloquent in trying to describe it partially because I try not
link |
03:41:32.560
to think too deeply through this stuff because then you become a philosopher, I still aspire
link |
03:41:37.160
to actually building a bunch of stuff, but my sense is superintelligence leads to deep
link |
03:41:46.960
integration into human society.
link |
03:41:48.800
So like intelligence is strongly correlated, like intelligence, the way we conceive of
link |
03:41:55.600
intelligence materializes as a thing that becomes a fun entity to have at a party with
link |
03:42:05.520
humans.
link |
03:42:06.520
I feel like it's a mix of wit, intelligence, humor, like intelligence, like knowledge,
link |
03:42:12.000
ability to do reasoning and so on, but also humor, emotional intelligence, ability to
link |
03:42:18.520
love, to dream, to share those dreams, to play the game of human civilization, the push
link |
03:42:28.360
and pull, the whole dance of it, the whole dance of life.
link |
03:42:31.520
And I think that kind of superintelligent being is not the thing that worries me.
link |
03:42:38.080
I think that ultimately will enrich life.
link |
03:42:41.200
It's again, the dumb algorithms, the dumb algorithms that scale in the hands of people
link |
03:42:46.440
that are too, don't study history, that don't study human psychology and human nature, just
link |
03:42:52.000
applying too broadly for selfish near term interests.
link |
03:42:57.120
That's the biggest danger.
link |
03:42:58.120
Yeah.
link |
03:42:59.120
I think it's not a new danger, right?
link |
03:43:00.640
Right.
link |
03:43:01.480
We now know how I should use Twitter and how I shouldn't use Twitter, right?
link |
03:43:07.400
I like to provoke people into thinking.
link |
03:43:09.480
I don't want to provoke people into outrage.
link |
03:43:11.560
It's not fun.
link |
03:43:12.560
It's not a good thing for humans to do, right?
link |
03:43:14.760
And I think that when you get people into outrage, they take sides and taking sides is
link |
03:43:19.320
really bad.
link |
03:43:20.320
But I think that we're all beginning to see this and I think that actually I'm very optimistic
link |
03:43:24.680
about how things will evolve because I wonder how much productivity has Twitter and social
link |
03:43:32.320
media taken out of humanity because how many now, I mean, so the good thing about Twitter
link |
03:43:37.600
is it gives power, so it gives voice to minorities, right?
link |
03:43:41.880
And that's good in some degree.
link |
03:43:44.360
But I wonder how much voice does it give to all sorts of other problems that don't need
link |
03:43:53.240
this emerge?
link |
03:43:54.240
By the way, when you say minorities, I think, or at least if I were to agree with you, what
link |
03:44:00.080
I would say is minorities broadly defined in these small groups of people that it magnifies
link |
03:44:09.520
the concerns of the small versus the big.
link |
03:44:13.000
That is good to some degree, but I think, I mean, I have to be careful because I think
link |
03:44:18.480
I have a very, I mean, I think that the world isn't that broken, right?
link |
03:44:23.360
I think the world is pretty cool place.
link |
03:44:25.040
I think academia is really great.
link |
03:44:26.920
I think climate change presents a really interesting problem for humanity that we will solve.
link |
03:44:33.440
I like how you said it's a pretty cool problem for civilization.
link |
03:44:37.600
It's a big one.
link |
03:44:38.600
What is the budget?
link |
03:44:39.600
I want to...
link |
03:44:40.600
There's a bunch of really, really big problems that if solved can significantly improve the
link |
03:44:45.960
quality of life or large...
link |
03:44:47.680
That ultimately is what we're trying to do, improve like how awesome life is for the maximum
link |
03:44:52.360
number of people.
link |
03:44:53.360
Yeah.
link |
03:44:54.360
And I think that the coming back to consciousness, I don't think the universe is doomed to heat
link |
03:44:59.320
death, right?
link |
03:45:00.320
It's one of the optimists.
link |
03:45:01.560
That's why I want to kind of nudge you into thinking that time is fundamental because
link |
03:45:04.840
if time is fundamental, then suddenly, you don't have to give it back.
link |
03:45:09.720
The universe just constructs stuff, you know, and what we see around us in our construction,
link |
03:45:13.240
I know everyone's worried about how fragile civilization is.
link |
03:45:16.160
I mean, look at the fundamentals, we're good until the sun expands, right?
link |
03:45:22.240
We've got quite a lot of resource on earth.
link |
03:45:23.920
We're trying to be quite cooperative.
link |
03:45:26.080
Humans are nice to each other when they're not under enormous stress.
link |
03:45:31.960
But coming back to the consciousness thing, are we going to send human beings to Mars
link |
03:45:36.600
or conscious robots to Mars or are we going to send some hybrid?
link |
03:45:41.760
And I don't know the answer to that question right now.
link |
03:45:43.280
I guess, you know, Elon's going to have a pretty good going there.
link |
03:45:46.480
I'm not sure whether I have my doubts, but I'm not qualified, you know, I'm sure people
link |
03:45:53.560
have their doubts that computation works, but I've got it working and I, you know.
link |
03:45:59.440
And most of the cool technologies we have today and take for granted, like the airplane,
link |
03:46:07.320
aforementioned airplane, were things that people doubted, like majority of people doubted
link |
03:46:13.080
before they came to life and they come to life.
link |
03:46:16.200
And speaking of hybrid AI and humans, it's fascinating to think about all the different
link |
03:46:20.960
ways that hybridization, that merger can happen.
link |
03:46:25.080
I mean, we have, currently have a smartphone, so there's already a hybrid, but there's
link |
03:46:28.840
all kinds of ways that hybrid happens, how we and other technology play together, like
link |
03:46:34.520
a computer, how that changes the fabric of human civilization is like wide open.
link |
03:46:40.880
Who knows?
link |
03:46:41.880
Who knows, if you remove cancer, if you remove major diseases from humanity, there's going
link |
03:46:54.360
to be a bunch of consequences we're not anticipating.
link |
03:46:57.440
Many of them positive, but many of them negative, many of them, most of them, at least I hope,
link |
03:47:04.280
are weird and wonderful and fun in ways that are totally unexpected.
link |
03:47:08.960
And we sitting on a porch with a bottle of Jack Daniels and a rock, we'll see kids these
link |
03:47:14.080
days don't appreciate how hard we had it back in the day.
link |
03:47:17.240
I got to ask you, speaking of nudging, you and Yosha Bach nudge each other on Twitter
link |
03:47:25.200
quite a bit in wonderful intellectual debates.
link |
03:47:29.600
And of course, for people who don't know, Yosha Bach, he's been on the podcast a couple
link |
03:47:33.680
of times, he tweeted, or he tweeted, Yosha Bach, everyone should follow him as well.
link |
03:47:41.000
You should definitely follow Mr. Lee Cronin, Dr. Lee Cronin.
link |
03:47:46.000
He tweeted, dinner with Lee Cronin, we discussed that while we can translate every working
link |
03:47:51.440
model of existence into a Turing machine, the structure of the universe might be given
link |
03:47:56.680
by wakes of nonexistence in a pattern generated by all possible automata, which exists by
link |
03:48:03.200
default.
link |
03:48:05.920
And then he followed on saying face to face is the best.
link |
03:48:10.000
So the dinner was face to face.
link |
03:48:12.280
What is Yosha talking about in wakes, quote, wakes of nonexistence in a pattern generated
link |
03:48:19.720
by all possible automata, which exists by default.
link |
03:48:25.600
So automata exists by default, apparently.
link |
03:48:29.880
And then there's wakes of nonexistence, what the hell is nonexistence in the universe?
link |
03:48:35.120
That's a top, that's, and also in another conversation, you tweeted, it's state machines
link |
03:48:42.800
all the way down, which presumably is the origin story of this discussion.
link |
03:48:47.920
And then Yosha said, again, nudging, nudging, nudging slash trolling, Yosha said, you've
link |
03:48:56.600
seen the light, welcome friend, many foundational physicists effectively believe in some form
link |
03:49:02.240
of hypercomputation, Lee is coming around to this idea.
link |
03:49:07.320
And then you said, I think there are notable differences.
link |
03:49:10.520
First I think the universe does not have to be a computer.
link |
03:49:13.640
Second, I want to understand how the universe emerges, constructors that build computers.
link |
03:49:18.520
And third, is that there is something below church Turing.
link |
03:49:24.600
Okay, what the heck is this dinner conversation about?
link |
03:49:31.040
Maybe put another way, maybe zooming out a little bit.
link |
03:49:34.760
Are there interesting agreements or disagreements between Ewan and Joshua Bach that can elucidate
link |
03:49:41.520
some of the other topics we've been talking about?
link |
03:49:43.880
Yeah.
link |
03:49:44.880
So Yash has an incredible mind and he has, he's so well read and uses language really
link |
03:49:52.640
elegantly, it bamboozles me at times.
link |
03:49:54.880
So I'm, so often I'm using, I'm describing concepts in a way that I built from the ground
link |
03:50:02.520
up.
link |
03:50:03.520
And so we misunderstand each other a lot.
link |
03:50:05.200
And he's floating in the clouds, is that what you're saying?
link |
03:50:08.400
Something like, not quite, but I think so, there's concept of a Turing machine.
link |
03:50:11.680
So a Turing machine, Turing machines, I would argue, and I think this is not the Turing
link |
03:50:18.120
machine, the universe is not a Turing machine.
link |
03:50:21.520
Technology is not even a Turing machine, right?
link |
03:50:23.400
And because Turing machines don't evolve, right, there's a, there is this problem that
link |
03:50:27.080
people see Turing machines everywhere, but is an interest in the universe gave rise to
link |
03:50:31.040
biology that gave rise to intelligence that gave rise to Alan Turing, who invented the
link |
03:50:35.120
abstraction of the Turing machine and allowed us to digitize.
link |
03:50:40.720
And so I've been looking for the mystery at the origin of life, the origin of intelligence
link |
03:50:45.400
and the origin of this.
link |
03:50:46.480
And I, when I discussed with Yasha, I think Yasha, he was saying, well, the universe of
link |
03:50:51.320
course, the universe is a Turing machine, of course, there's a, there's a hyper computer
link |
03:50:55.160
there.
link |
03:50:56.160
And I think we got kind of trapped in our words and terms, because of course, it's possible
link |
03:51:01.240
for a Turing machine or computers to exist in the universe.
link |
03:51:04.280
We have them.
link |
03:51:05.280
But what I'm trying to understand is, where did the transition of continuous to discreet
link |
03:51:09.960
occur?
link |
03:51:10.960
And I've been, and this is because of my, my general foolishness of understanding the
link |
03:51:18.240
continuous.
link |
03:51:19.680
And I guess what I'm trying to say is, there were constructors before there were abstractors.
link |
03:51:27.040
Because how did the universe abstract itself into existence?
link |
03:51:31.640
And it goes back to earlier saying, could the universe of intelligence have come first?
link |
03:51:35.360
What's a constructor?
link |
03:51:36.360
What's an abstractor?
link |
03:51:37.360
So the abstractor is the ability of say, of Alan Turing and Goodall and very, and, and
link |
03:51:43.920
church to, to think about the mathematical universe and to label things.
link |
03:51:50.880
And then from those labels to come up with a set of axioms with those labels and to basically
link |
03:51:57.000
understand the universe mathematically and say, okay, I can label things, but where did
link |
03:52:01.520
the labeler come from?
link |
03:52:03.280
Where is the prime labeler?
link |
03:52:05.080
Even if the universe is not a Turing computer, does that negate the possibility that a Turing
link |
03:52:14.400
computer can simulate the universe?
link |
03:52:16.360
Like just because the abstraction was formed at a later time, does that mean that abstraction,
link |
03:52:22.720
this is to our cellular automata conversation.
link |
03:52:25.360
You were taking away some of the magic from the cellular automata because very intelligent
link |
03:52:29.320
biological systems came up with that cellular automata.
link |
03:52:32.440
So this is where the existence is the default, right, is it does the fact that we exist and
link |
03:52:36.320
we can come up with a Turing machine.
link |
03:52:38.160
Does that mean the universe has to be a Turing machine as well?
link |
03:52:42.080
But can it be a Turing machine though?
link |
03:52:44.200
That's a, there has to be in a canopy.
link |
03:52:47.080
Can it be?
link |
03:52:48.080
Sure.
link |
03:52:49.080
Um, I don't know.
link |
03:52:50.880
I don't understand if it has to be or not, can it be, but can the universe have Turing
link |
03:52:57.240
machines in it?
link |
03:52:58.240
Sure.
link |
03:52:59.240
They do exist now.
link |
03:53:01.000
I'm wondering though, maybe, and this is, this is Ren, if things get really hairy, is
link |
03:53:07.520
I think the universe maybe in the past did not have the computational power that it has
link |
03:53:12.800
now.
link |
03:53:18.000
This is almost like a law of physics kind of it's, so the computational power is not,
link |
03:53:27.200
you can get some free lunch.
link |
03:53:28.600
Yeah.
link |
03:53:29.600
But the fact that we now, we sit here in this period in time and we can imagine all these
link |
03:53:33.440
robots and all these machines and we built them.
link |
03:53:36.200
And so we can easily imagine going back in time that the universe was capable of having
link |
03:53:39.680
them, but I don't think it can.
link |
03:53:42.040
So the universe may have been a lot dumber computationally.
link |
03:53:45.400
And I think that's why I don't want to go back to the time discussion, but I think it
link |
03:53:48.880
has some relationship with it.
link |
03:53:50.800
The universe is basically smarter now than it used to be and it's going to continue getting
link |
03:53:54.520
smarter over time because of novelty generation and the ability to create objects within objects
link |
03:54:01.520
within objects.
link |
03:54:02.520
You know, there's a, perhaps it's grounded in physics, there's intuition of conservation
link |
03:54:07.880
that stuff is conserved like, like you're not, you've always had all everything, you're
link |
03:54:13.840
just rearranging books on the bookshelf through time.
link |
03:54:18.680
So you're saying like new books are being written.
link |
03:54:21.840
Which laws you want to break?
link |
03:54:23.120
The origin of the origin of the Big Bang, you had to break the second law because we
link |
03:54:27.560
got order for free.
link |
03:54:28.560
Yeah.
link |
03:54:29.560
Well, what I'm telling you now is that the energy isn't conserved in the universe.
link |
03:54:32.720
Oh, it's the second law.
link |
03:54:34.600
Okay.
link |
03:54:35.600
I got you.
link |
03:54:36.600
So because, but not in a mad way.
link |
03:54:38.120
Okay.
link |
03:54:39.120
So computation potentially is not conserved, which is a fascinating idea.
link |
03:54:47.120
Intelligence is not conserved.
link |
03:54:50.920
Intelligence is not conserved.
link |
03:54:54.640
I suppose that's deeply connected to time being fundamental.
link |
03:55:01.200
The natural consequence of that is if time is fundamental and the universe is inflating
link |
03:55:06.560
in time, if you like, then there are one or two conservation laws that we need to have
link |
03:55:12.200
a look at.
link |
03:55:14.360
And I wonder if that means the total energy of the universe is actually increasing over
link |
03:55:17.800
time, and this may be completely ludicrous, but we do have all this dark energy that we
link |
03:55:25.800
have some anomalies, let's say, dark matter and dark energy.
link |
03:55:29.560
If we don't add them in, galaxies, so dark matter, I think doesn't hold, you need to
link |
03:55:35.880
hold the galaxies together and there's some other observational issues.
link |
03:55:39.000
Could dark energy just be time?
link |
03:55:42.280
Also figuring out what dark energy is might give us some deep clues about this.
link |
03:55:50.200
Not just time, but the consequences of time.
link |
03:55:53.240
So it could be that, I mean, I'm not saying there's perpetual motions allowed in this
link |
03:55:57.320
free lunch, but I'm saying if the universe is intrinsically asymmetric, and it appears
link |
03:56:03.400
to be, and it's generating novelty, and it appears to, couldn't that just be a mechanistically
link |
03:56:11.280
how reality works?
link |
03:56:13.680
And therefore, I don't really like this idea that the, so I want to live in a deterministic
link |
03:56:20.800
universe that is undetermined, right, the only way I can do that is if time is fundamental.
link |
03:56:28.720
Because otherwise, it's all the rest of us just, it's just sleight of hand, because
link |
03:56:32.000
the physicists will say, yes, everything's deterministic, Newton is Newtonian mechanics
link |
03:56:37.360
is deterministic, quantum mechanics is deterministic, let's take the ever ready in view.
link |
03:56:42.560
And then basically we can just draw out this massive universe branching, but it closes
link |
03:56:46.600
again and we get it all back.
link |
03:56:48.120
And don't worry, you're feeling a free will is effective.
link |
03:56:52.040
But what the physicists are actually saying is the entire future is mapped out.
link |
03:56:55.640
And that is clearly problematical.
link |
03:57:00.520
And clearly, because that's not so clear, it's just problematic.
link |
03:57:07.640
Well, yeah, yeah, so it's, because that maybe is just the way it is, it's problematic to
link |
03:57:12.920
you, a creature along the timeline.
link |
03:57:15.000
I want to reduce the number of beliefs I need to understand the universe.
link |
03:57:18.600
So if time is fundamental, I don't need to have magic order at the beginning, and I don't
link |
03:57:24.360
need a second law.
link |
03:57:25.720
But you do need the magical belief that time is fundamental.
link |
03:57:28.920
I need the, I need the observation that I'm seeing to be just the cow it is all the way
link |
03:57:34.120
down.
link |
03:57:35.120
But the earth also looks flat, if you, if you agree with your observation.
link |
03:57:40.880
So we can't necessarily trust our observation.
link |
03:57:43.400
I know the earth isn't flat because I can send a satellite into space like a fly.
link |
03:57:47.040
No, but now you see, now you're using the tools, the science and the technology.
link |
03:57:50.600
But I'm using, but I'm saying I'm going to do experiments that start to show.
link |
03:57:55.080
I mean, I, I think that it's worth.
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So if you can't, so if I cannot do an experiment or a thought experiment that it will test
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this assumption, then the assumption is without merit really in the end.
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You know, that's, it's fine.
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So that's a beautiful idea you hold yourself to that's, that's a, that's given that you
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think deeply in a philosophical way.
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You think about some of these really important issues and you have theoretical frameworks
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like assembly theory, it's really nice that you're always grounded with experiment.
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That's, that's so refreshing.
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That's so beautifully refreshing.
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Now that we're holding you to the grounded in experiment to the harsh truth of reality.
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Let me ask the big, the big ridiculous question.
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What is the meaning of this whole thing?
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What's the meaning of life?
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Why this time is fundamental.
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It's marching forward and along this long timeline come along a bunch of descendants
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of apes that have come up with cellular automata and computers and now computers.
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Why?
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I have so many different answers to this question.
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It depends on, on what day I would say that given the way of the conversation we had today,
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I'd say the meaning, well, we make our own meaning.
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I think that's fine.
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But I think the universe wants to explore every possible configuration that this allows
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us to explore.
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And this goes back to the kind of question that you're asking about, Yasha and the existence
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and non existence of things, right?
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So if the universe is a Turing machine that's churning through a load of states and you
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think about combinatorial theory before assembly theory, so everything is possible.
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What Yasha and I were saying is, well, not everything is possible, we don't see the combinatorial
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explosion.
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We see something else.
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And what we see is evidence of memory.
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So there's, there clearly seems to be some interference between the combinatorial explosion
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of things and what the universe allows.
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And it's like this kind of constructive, destructive interference.
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So maybe the universe is not just about it is assembling objects in space and time.
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And those objects are able to search more space and time and the universe is just infinitely
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creative.
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And I guess I'm searching for why the universe is infinitely creative is infinitely creative.
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And maybe the meaning is just simply to make as many objects create as many things as possible.
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And I see a future of the universe that doesn't result in the heat there for the universe.
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This is going to extract every ounce of creativity it can out of it because that's what we see
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on Earth, right?
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04:00:45.840
And if you think that almost like intelligence is not conserved that maybe creativity isn't
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either.
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Maybe like it's an infinite well.
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So like creativity is ultimately tied to novelty.
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You're coming up with cool new configurations of things and maybe I just can continue indefinitely.
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And this human species that was created along the way is probably just one method like that's
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04:01:13.760
able to ask the universe about itself is just one way to explore creativity.
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04:01:19.720
Maybe there's other meta levels on top of that.
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04:01:22.800
Like obviously as a collective intelligence will create organisms, maybe there'll be organisms
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04:01:27.880
that ask themselves questions about themselves in a deeper, bigger picture way that we humans
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04:01:37.520
do.
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04:01:38.520
First to ask questions about the humans and then construct some kind of hybrid systems
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04:01:42.760
that ask themselves about the collective aspect.
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Just like some weird stacking that we can't even imagine yet.
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04:01:49.160
And that stacking, I mean, I've discussed this stacking a lot with Sarah Walker who's
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04:01:52.880
a professor of physics and astrobiology at ASU.
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04:01:57.760
And we argue about how creative the universe is going to be and is it just deterministic
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at all that because I think she's more of a free will thinker and I'm of a less free
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will thinker.
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But I think we're beginning to converge and understanding that because there's simply
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a missing understanding right now that we don't understand how the universe, we don't
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04:02:19.360
know what rules the universe has to allow the universe to contemplate itself.
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04:02:23.560
So asking the meaning of it before we even know what those rules are is premature.
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04:02:28.400
But my guess is that it's not meaningless and it isn't just about that.
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And there are three levels of meanings.
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04:02:34.120
Obviously the universe wants us to do stuff.
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We're interacting with each other.
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So we create meaning in our own society and our own interactions with humanity.
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But I do think there is something else going on.
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But because reality is so weird, we're just scratching at that.
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And I think that we have to make the experiments better.
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And we have to perhaps join across not just for the computation lists and what I tried
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to do with Yasha is meet him halfway.
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So what happens if I become a computation list?
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What do I gain?
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A lot, it turns out, because I can make Turing machines in the universe.
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Because on the one hand, I'm making computers which are state machines inspired by Turing.
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On the other hand, I'm saying they can't exist.
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04:03:14.680
Well clearly, I can't have my cake and eat it.
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So there's something weird going on there.
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04:03:19.080
So then did the universe have to make a continuous to discrete transition or is the universe
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04:03:23.120
just discrete?
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04:03:24.120
It's probably just discrete.
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04:03:25.120
So if it's just discrete, then there are, I will then give Yasha his Turing like property
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04:03:31.120
in the universe.
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04:03:32.120
But maybe there's something else below it, which is the constructor that constructs the
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04:03:35.480
Turing machine.
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04:03:36.480
That then constructs, it's a bit like you generate a computing system that then is able
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04:03:43.560
to build an abstraction that then recognizes it can make a generalizable abstraction because
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04:03:48.680
human beings with mathematics have been able to go on and build physical computers, if
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04:03:55.280
that makes any sense.
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04:03:57.160
And I think that's the meaning.
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04:03:58.080
I think that's, as far as we can, the meaning will be further elucidated with further experiments.
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04:04:04.880
Well, you mentioned Sarah, I think you and Sarah Walker are just these fascinating human
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beings.
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04:04:14.480
I'm really fortunate to have the opportunity to be in your presence to study your work,
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to follow along with your work.
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I'm a big fan.
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04:04:23.840
Like I told you offline, I hope we get a chance to talk again with perhaps just the two of
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04:04:29.640
us, but also with Sarah, that's a fascinating dynamic for people who haven't heard.
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04:04:35.280
I suppose on Clubhouse is where I heard you guys talk, but you have an incredible dynamic
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04:04:39.840
and I also can't wait to hear you and Yosha talk.
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04:04:43.280
So I think if there's some point in this predetermined or yet to be determined future
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04:04:51.680
where the three of us, you and Sarah or the four of us with Yosha could meet and talk
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04:04:57.840
would be a beautiful future and I look forward to most futures, but I look forward to that
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one in particular.
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04:05:04.600
Lee, thank you so much for spending your valuable time with me today.
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Thanks Lex, it's been a pleasure.
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Thanks for listening to this conversation with Lee Cronin.
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04:05:13.640
To support this podcast, please check out our sponsors in the description.
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04:05:18.240
And now let me leave you with some words from the mad scientist Rick Sanchez of Rick and
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04:05:22.880
Morty fame, to live is to risk it all, otherwise you're just an inner chunk of randomly assembled
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molecules drifting wherever the universe blows you.
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Thank you for listening and hope to see you next time.