Lex Fridman Podcast XX
[0] The following is a conversation with Sarah Walker, an astrobiologist and theoretical physicist at Arizona State University and the Senefe Institute.
[1] She's interested in the origin of life, how to find life on other worlds, and in general, the more fundamental question of what even life is.
[2] She seeks to discover the universal laws that describe living systems on Earth and elsewhere using physics, biology, and computation.
[3] Quick mention of our sponsors, Athletic Greens, NetSuite, Blinkist, and Magic Spoon.
[4] Check them out in the description to support this podcast.
[5] As a side note, let me say that my hope for this podcast is to try and alternate between technical and non -technical discussions, to jump from the big picture down to specific detail research and back to the big picture, and to do so with scientists and non -scientists.
[6] Long term, I hope to alternate between discussions of cutting -edge research in AI, physics, biology, to topics of music, sport, and history, and then back to AI.
[7] AI is home.
[8] I hope you come along with me for that wild oscillating journey.
[9] Some people message me saying to slow down since they're falling behind on the episodes of this podcast.
[10] To their disappointment, I have to say that I'll probably do more episodes, not less, but you really don't need to listen to every episode.
[11] Just listen to the ones that spark your curiosity.
[12] Think about it like a party full of strangers.
[13] You don't have to talk to everyone.
[14] Just walk over to the ones who look interesting and get to know them.
[15] And if you're lucky, that one conversation with a stranger might change the direction of your life.
[16] And it's a short life.
[17] So be picky with the strangers you talk to at this metaphorical party.
[18] As usual, I'll do a few minutes of ads now.
[19] No ads in the middle.
[20] As a long -form podcast fan, I think those get in the way of the conversation.
[21] I don't care how much money they make.
[22] I try to make these ad reads interesting, but I give you time stamps.
[23] So if you must skip, I hope you don't, but if you do, please check out the sponsors by clicking their links in the description, buy their stuff.
[24] We're very picky with the sponsor would take on.
[25] So hopefully you'll find value in it just as I have.
[26] Speaking of value, definitely one of my favorite sponsors and one that's integrated most into my life, I would say, is athletic greens.
[27] It's an all -in -one daily drink to support better health and peak performance.
[28] I drink it now at least twice a day, sometimes more.
[29] It replaced the multivitamin for me and went far beyond that with 75 vitamins and minerals.
[30] It's the thing I drink to basically give me a solid base of nutrition that I can do the keto, I can do the carnivore diets and count that I'm getting the vitamins, I'm getting the nutrients I need that I might be missing.
[31] I'm also taking fish oil, and in fact, Athletic Green says fish oil.
[32] And in fact, you get one month's free supply of their fish oil when you sign up.
[33] up at Athletic Greens .com slash Lex.
[34] It's honestly become such a great part of my life.
[35] I enjoy it.
[36] I enjoy the way it tastes.
[37] I enjoy the way it makes me feel.
[38] And honestly, I just enjoy the fact that it's so simple that I don't have to think about many pills I have to take to make sure my body gets the right stuff.
[39] Athletic Greens takes care of all that.
[40] That's Athletic Greens .com slash Lex.
[41] This show is also sponsored by NetSuite.
[42] School's out for summer.
[43] But if your business is running QuickBooks, you'll never get a break.
[44] NetSuite allows you to manage financials, HR, inventory, e -commerce, and many other business -related details all in one place.
[45] Basically, it's a super powerful tool for running your company.
[46] So since this conversation with Sarah Walker and we talk about living organisms, it's kind of interesting to think about a company as a living organism with a bunch of different modules and you can think about a tool like NetSuite as a thing that enables successful collaboration and communication between those modules.
[47] It's kind of interesting to think about humans collaborating and the humans also building tools that improve that collaboration, the efficiency, the effectiveness of that collaboration.
[48] And then the tools themselves are improving as we learn more about the collaboration, about the interaction of humans.
[49] It's a feedback loop that involves some kind of selection mechanism similar to the natural selection mechanism of evolution.
[50] So if a company is like a living, organism that you need tools like NetSuite to improve the efficiency and the power and the productivity of that mechanism.
[51] Special financing is back.
[52] NetSuite is offering a one -of -a -kind financing program.
[53] Head to NetSuite .com slash Lex.
[54] That's special financing at netsuite .com slash lex because the word special is in that sentence.
[55] That's how you know it's special at netsuite .com slash Lex.
[56] This episode is supported by Blinkist.
[57] My favorite app for learning new things.
[58] Blinkist takes the key ideas from thousands of nonfiction books and condenses them down into just 15 minutes that you can read or listen to.
[59] There are too many incredible books out there that you could possibly ever read.
[60] So I really, really rely on a service like Blinkist to summarize them, to give me an understanding of what books I want to read in the future, and also summarize for for memory purposes but also for integration purposes books I've already read like the key points from those books you can look to just you've all know Harare's books sapiens of homo deus there on Blinkist very clean very nice summaries even if you read the books it's a it's a great summary to remind you of the key ideas in those books go to blinkist .com slash Lex to start your free seven -day trial and get 25 % off of Blinkett's Blinkist Premium Membership, that's Blinkist .com slash Lex, spelled B -L -I -N -K -I -S -D, Blinkist .com slash Lex.
[61] This episode is also sponsored by Magic Spoon, Low Carb, Keto Friendly Serial.
[62] It has zero grams of sugar, 13 to 14 grams of protein, only 4 net grams of carbs, and 140 calories in each serving.
[63] I feel like I'm describing the stats of a fighter as I'm introducing him.
[64] It's keto -friendly, gluten -free, grain -free, soy -free, low -carb, and GMO -free.
[65] Man, they're really getting all the keywords in there.
[66] You can build your own box or get a variety pack with available flavors of cocoa, fruity, frosted, peanut butter, blueberry, and cinnamon.
[67] Coco, however, I must say, is my favorite flavor, I think is the best one, and it also happens to be the flavor of champions.
[68] Pinot butter is actually pretty good.
[69] I've never actually tried to combine the flavors to combine peanut butter and cocoa.
[70] I wonder what that would taste like.
[71] I think I just discovered something new for myself.
[72] Anyway, Magic Spoon has 100 % happiness guarantee, so if you don't like it, they will refund it.
[73] Happiness in life is never guaranteed, except when you're talking about MagicSpoon.
[74] Go to MagicSpoon .com slash Lex and use code Lex at checkout to save $5 off your, order, that's magic spoon .com slash Lex and use code Lex.
[75] This is the Lex Friedman podcast, and here is my conversation with Sarah Walker.
[76] How did life originate on Earth?
[77] What are the various hypotheses for how life originated on Earth?
[78] Yeah, so I guess you're asking a historical question, which is always a good place to start thinking about life.
[79] So there's a lot of ideas is about how life started on Earth.
[80] Probably the most popular is what's called the RNA world scenario.
[81] So this idea is probably the one that you'll see most reported in the news and is based on the idea that there are molecules in our bodies that relay genetic information.
[82] We know those as DNA, obviously, but there's also sort of an intermediary called RNA, ribonucleic acid, That also plays the role of proteins, and people came up with this idea in the 80s that maybe that was the first genetic material because it could play both roles of being genetic and performing catalysis.
[83] And then somehow that idea got reduced to this idea that there was a molecule that emerged on early Earth and underwent Darwinian evolution, and that was the start of life.
[84] So there's a lot of assumptions packed in there that we could unpack, but that that sort of the leading hypothesis.
[85] There's also other ideas about life starting as metabolism.
[86] And so that's more connected to the geochemistry of early earth.
[87] And it would be kind of more focused on this idea that you get some kind of catalytic cycle of molecules that can reproduce themselves and form some kind of metabolism.
[88] And then life starts basically a self -organization.
[89] And then you have to explain how evolution comes later.
[90] Right.
[91] So that's the difference between sort of energy and genetic code.
[92] So like energy and information, are those of the two kind of Yeah, I think that's a good way of putting it.
[93] It's kind of funny because I think most of the people that think about these things are really disciplinary bias.
[94] So the people that tend to think about genetics come from a biology background and they're really evolution focused.
[95] And so they're worried about where does the information come from and how does it change over time.
[96] But they're talking about information in a really narrow way where they're talking about a genetic sequence.
[97] And then most of the people that think about metabolism, origins of life scenarios tend to be people like physicists or geochemists that are worried about what are the energy sources and what you know like what kinds of organization can you get out of those energy sources okay so which one is your favorite i don't like either okay right can we talk about them for a little bit longer though uh yeah no that's fine uh so okay so there's uh early earth what was that like was there just mostly covered by oceans was there heat sources energy sources so if we uh talk about the metabolism view of the origin of life like where was the source of energy Probably the most popular view for where the original life happened on Earth is hydrothermal vents because they had sufficient energy.
[98] And so we don't really know a lot about early Earth.
[99] We have some ideas about when oceans first forms and things like that.
[100] But the time of the original life is kind of not well understood or pinned down.
[101] And the conditions on Earth at that time are not well known.
[102] But a lot of people do think that there was probably hydrothermal vents, which are really hot.
[103] chemically active regions, say, on the seafloor in modern times, which also would have been present on early earth, and they would have provided energy and organics and basically all of the right conditions for the origins of life, which is one of the reasons that we look for these hydrothermal systems when we're talking about life elsewhere, too.
[104] Okay, and for the genetic code, the idea is that the RNA is the first, like, why would RNA be the first moment you can say it's life?
[105] I guess the idea is it could both have persistent information, and then it can also do some of the work of, like, what, creating a self -sustaining organism?
[106] Yeah, that's the basic idea.
[107] So the idea is you have, in an RNA molecule, you have a sequence of character, say, so you can treat it like a string in a computer, and it can be copied.
[108] So information can be propagated, which is important for evolution, because evolution happens.
[109] by having inheritance of information.
[110] So, for example, you know, like my eyes are brown because my mother's eyes were brown.
[111] So you need that copying of information.
[112] But then you also have the ability to perform catalysis, which means that that RNA molecule is not inert in that environment, but it actually interacts with something and could potentially mediate, say, a metabolism that could then fuel the actual reproduction of that molecule.
[113] So in some ways, people think that RNA gives you, you know, the most bang for your buck in a single molecule.
[114] And therefore, you know, it gives you all the features that you might sink our life.
[115] And so this is sort of where this RNA world conjecture came from is because of those two properties.
[116] Isn't it amazing that RNA came to be in general, isn't it?
[117] Yes, that is amazing.
[118] Okay.
[119] So we're not talking down about RNA.
[120] No, no, no, I love RNA.
[121] It's one of my favorite molecules.
[122] I think it's beautiful.
[123] It's just not step one.
[124] Yeah, I think the issue, it's not even the RNA world is a problem.
[125] And actually, if you really dig into it, the RNA world is not one hypothesis.
[126] It is a set of hypothesis.
[127] And they range from a molecule of RNA spontaneously emerged on the early Earth and started evolving, which is kind of like the hardest RNA world scenario, which is the one I cited.
[128] and I get a little animated about because it seems so blatantly wrong to me, but that's a separate story.
[129] And then the other one is actually something I agree with, which is that you can say there was an RNA world because RNA was the first genetic material for life on Earth.
[130] So an RNA world could just be the earliest organisms that had genetics in a modern sense didn't have DNA evolved yet.
[131] They had RNA.
[132] right and so that's sort of a softer RNA world scenario in the sense that it doesn't mean it was the first thing that happened but it was a thing that definitely was part of the lineage of events that led to us so if life was a like a best -of album it would be on the it'd be one of the songs on there one of the early songs okay it's on the greatest hits greatest hits that's the word I was looking for okay did life do you think originate once twice three times on earth multiple times?
[133] What do you think?
[134] I think that's a really difficult question.
[135] Is it an important question?
[136] It's a super important question.
[137] No, it's a really important question.
[138] And so there's some, so there's a lot of questions in that question.
[139] So one of the first ones that I think needs to be addressed is, is the original life a continuous process on our planet?
[140] So we think about the original life as something that happened on Earth, say almost four billion years ago because we have evidence of life.
[141] emerging very early on our planet.
[142] And then an original light event, quote unquote, a singular event, whatever that was, happened.
[143] And then all life on Earth that we know is a descendant of that particular event in our universe, right?
[144] And so, but we don't have any idea one way or the other if the original life is happening repeatedly.
[145] And maybe it's just not taking off because life is already established.
[146] That's an argument that people will make, or maybe there are alternative forms of life on Earth that we don't even recognize.
[147] So this is the idea of a shadow biosphere that there actually might just be completely other life on Earth, but it's so alien that we don't even know what it is.
[148] I'm going to have to talk to you about the shadow biosphere.
[149] Yeah, that's a fun one.
[150] In a second, but first let me ask for the other alternative, which is panspermia.
[151] Right.
[152] So that's the idea, the hypothesis that life exists elsewhere in the universe, and got to us and were like an asteroid or planetoid or some, according to Wikipedia, space dust, whatever the heck that is.
[153] It sounds fun, but basically wrote along whatever kind of rock and got to us.
[154] Do you think that's at all a possibility?
[155] Sure.
[156] So I think the reason that most original life scientists are interested in the original life on Earth and say not the original life on Mars and then pan -spermia, you know, the exchange of life between planets being the explanation is once you start removing the original life from Earth, you know even less about it than you do if you study it on Earth.
[157] Although I think there are ways of reformulating the problem.
[158] This is why I said earlier, like, oh, you mean the historical original life problem.
[159] You don't mean the problem of how does life arise in the universe and what the universal principles are because there's this historic problem, how did it happen on early Earth?
[160] And there's a more tractable general problem of how does it happen?
[161] And how does it happen is something we can actually ask in the lab.
[162] How did it happen on early earth is a much more detailed and nuanced question and requires detailed knowledge of what was happening on early earth that we don't have.
[163] And I'm personally more interested in general mechanisms.
[164] So to me, it doesn't matter if it happened on Earth or it happened on Mars.
[165] It just matters that it happened.
[166] We have evidence that happened.
[167] The question is, did it happen more than once in our universe.
[168] And so the reason I don't find panspermia as a particularly, I think it's a fascinating hypothesis.
[169] I definitely think it's possible.
[170] And I in particular think it's possible once you get to the stage of a life where you have technology because then you obviously can spread out into the cosmos.
[171] But it's also possible for microbes because we know that certain microorganisms can survive the journey in space.
[172] And we, you know, they can live in a rock and go between Mars.
[173] in Earth, like people have done experiments to try to prove that could work.
[174] So in that scenario, it's super cool because then you get planetary exchange, but say we go find, we go look for life on Mars and it ends up being exactly the same life we have on Earth, biochemically speaking, then we haven't really discovered something new about the universe, what kind of aliens are possible?
[175] Were there other original life events?
[176] If we find, if all the life we ever find is the same original life event in the universe, it doesn't help me solve my problem.
[177] But it's possible that that would be a sign that you could separate the environment from the basic ingredients.
[178] Yes, that's true.
[179] You can have like a life gun that you shoot throughout the universe.
[180] And then like once you shoot it, it's like the Simpsons with a makeup gun, that was a great episode.
[181] When you shoot this life gun, it'll find the earths.
[182] It'll like get sticky.
[183] It'll stick to the earths.
[184] And that kind of reduces the barrier of like the time it takes the, the luck it takes to actually, from nothing, from the basic chemistry, from the basic physics in the universe for the life to spring up.
[185] Yeah, I think this is actually super important to just think about, like, does life getting seated on a planet have to be geochemically compatible with that planet?
[186] So you're suggesting, like, we could just shoot guns in space and, like, life could go to Mars and then it would just live there and be happy there.
[187] But that's actually an open question.
[188] So one of the things I was going to say in response to your question about whether the original life happened once or multiple times is for me personally right now in my thinking, all this changes on a weekly basis, but is that I think of life more as a planetary phenomena.
[189] So I think the original life, because life is so intimately tied to planetary cycles and planetary processes, and this goes all the way back through the history of our planet, that the original life itself grew out of geochemistry and became coupled and controlled geochemistry.
[190] And when we start to talk about life existing on the planet is when we have evidence of life actually influencing properties of the planet.
[191] And so if life is a planetary property, then going to Mars is not a trivial thing because you basically have to make Mars more Earth -like.
[192] And so in some sense, like when I think about sort of long -term vision of humans in space, for example, really what you're talking about when you're saying, let's send our civilization to Mars is you're not saying let's send our civilization to Mars.
[193] You're saying let's reproduce our planet on Mars.
[194] Like the information from our planet actually has to go to Mars and make Mars more Earth -like, which means that you're now having a reproduction process, like a cell reproduces itself to propagate information in the future.
[195] Planets have to figure out how to reproduce their conditions, including geochemical conditions, on other planets in order to actually reproduce life in the universe, which is kind of a little bit radical.
[196] But I think for long -term sustainability of life on a planet that's absolutely essential okay so if we were to think about life as a planetary phenomena and so life on mars would be best if it's way different than life on earth we have to ask the very basic question of what is life i actually don't think that's the right question to ask it took me a long time to get there right so cross it out yeah cross it off your list it's wrong No. No, no, no. I mean, I think it has an answer, but I think the part of the problem is, you know, most of the places in science where we get really stuck is because we don't know what questions to ask.
[197] And so you can't answer a question if you're asking the wrong question.
[198] And I think the way I think about it is obviously I'm interested in what life is.
[199] So I'm being a little cheeky when I say that's the wrong question to ask.
[200] That's exactly like the question that's like the core of my existence.
[201] But I think the way of framing that is, is what is it about our universe that allows features that we associate life to be there?
[202] And so really what I guess when I'm asking that question, when I'm after, is an explanatory framework for what life is, right?
[203] And so most people, they try to go in and define life and they say, well, life is, say, a self -reproducing chemical system capable of Darwinian evolution.
[204] That's a very popular definition for life.
[205] Or life is something that metabolizes and eats.
[206] That is not how I think about life.
[207] What I think about life is there are principles and laws that govern our universe that we don't understand yet that have something to do with how information interacts with the physical world.
[208] I don't know exactly what I mean even when I say that because we don't know these rules.
[209] But it's a little bit like – I like to use analogies.
[210] It give me time to be like a little long -winded for a second even in as I – but sort of like if you look at the history of physics, for example.
[211] This is like so.
[212] We are in the period of the development of thought on our planet where we don't understand what we are yet, right?
[213] There was a period of thought in the history of our planet where we didn't understand what gravity was.
[214] And we didn't understand, for example, that planets in the heavens were actually planets or that they operated by the same laws that we did.
[215] And so there has been this sort of progression of getting a deeper understanding of explaining basic phenomena like, I'm not going to drop the cup.
[216] I'll drop the water bottle.
[217] There you go.
[218] Okay, that fell, right?
[219] But why did that fall?
[220] This is why I'm a theorist, not an experiment.
[221] I could have gone wrong in so many ways.
[222] I know, we could have, especially if I did the cup and it smashed.
[223] Anyway, so if you think, take this view that there's sort of some missing principles, I associate them to information.
[224] And what the sort of feeling there is, there's some missing explanatory framework for how our universe works.
[225] And if we understood that physics, it would explain what we are.
[226] It might also explain a lot of other features we don't associate to life.
[227] And so it's a little like people accept the fact that gravity is a universal phenomenon.
[228] But when we want to study gravity, we study things like large -scale, you know, galactic structures or black holes or planets.
[229] If we want to understand information and how it operates in the physical world, we study intelligent systems or living systems because they are the manifestation of that physics.
[230] And the fact that we can't see that clearly yet, or we don't have that explanatory framework, I think is just because we haven't been thinking about the problem deeply enough.
[231] But I feel like if you're explaining something, you're deriving it from some more fundamental property.
[232] And of course, I have to say I'm wearing my physicist hat.
[233] So I have a huge bias of liking simple, elegant explanations of the universe that, you know, really are compelling.
[234] But I think one of the things that I've sort of maybe in some ways rejected my training as a physicist is that most of the elegant explanations that we have so far don't include us in the universe.
[235] And I can't help but think there's something really special about what we are.
[236] And there have to be some deep principles at play there.
[237] And so that's sort of my perspective on it.
[238] Now, when you ask me what life is, I have some ideas of what I think it is.
[239] but I think that we haven't gotten there yet because we haven't been able to see that structure.
[240] And just to go back to the gravity example, it's a little like, you know, in ancient times they didn't know, I was talking about stars and heavens and things.
[241] They didn't know those were, you know, governed by the same principles as that started to experiment.
[242] Here's where I was going with it.
[243] Once you realize, like Newton did, that, you know, heavenly motions and earthly motions are governed by the same principles and you unify terrestrial and celestial motion.
[244] you get these more powerful ideas.
[245] And I think where life is is somehow unifying these abstract ideas of computation and information with the physical world, with matter, and realizing that there's some explanatory framework that's not physics and it's not computation, but it's something that's deeper.
[246] So answering the question of what is life requires deeply understanding something about the universe as information processing, the universe is computation?
[247] Sort of.
[248] Something about, like, would, once you come up with an answer to what is life, will the words information and computation be in the paragraph?
[249] No, I don't think so.
[250] Oh, damn it.
[251] Okay.
[252] I know.
[253] It doesn't help, does it?
[254] I know.
[255] Actually, I hate this about what I do because it's so hard to communicate, right?
[256] With words, like when you have words that are ideas that have historically described one thing and you're trying to describe something people haven't seen yet, And the words just don't fit.
[257] So what's wrong?
[258] Is it too ambiguous, the word information?
[259] We could switch to binary if you want.
[260] Yeah, no, I don't think it's binary either.
[261] I think information is just loaded.
[262] I use it.
[263] So the other way I might talk about it is the physics of causation.
[264] But I think that's worse because causation is even more loaded word than information.
[265] So causation is fundamental, you think?
[266] I do, yeah.
[267] And in some sense, I think the physics, so this is the really radical part, some sense, like when I really think about it sort of most deeply, what I think life is is actually the physics of existence.
[268] What gets to exist and why.
[269] And, you know, for simple elementary particles, that's not very complicated because the interactions are simple.
[270] But for things like, you know, you and me and human civilizations, you know, what comes next in the universe is really dependent on what came before.
[271] And there's a huge space of possibilities of things that can exist.
[272] And when I say information and causation, what I mean is why is it that cups evolved in the universe and not some other object that could deliver water and not spill it.
[273] I don't know what you would call it.
[274] Maybe it wouldn't be a cup.
[275] But it's a huge, it's, you know, people talk about the space of things that could exist as being actually infinitely large, right?
[276] I don't know if I believe in infinity.
[277] But I do think that there is something very interesting about the problem of what exists in its relationship to life.
[278] So do you think this the set of things that could exist as finite it's very large but like if we were to think about the physics of existence like how many shapes of mugs can there be like is uh in the initial programming i should go to the math department for that so that's not a topology question i just mean maybe another way to ask is what do you think is fundamental to the universe and what is emergent.
[279] So if existence, I was supposed to think of that as somehow fundamental, you think?
[280] So there's a couple of problems in physics that I think this is related to.
[281] One is why does mathematics work at describing reality so well?
[282] And then there is this problem of we don't understand why the laws of physics are the way they are or why certain things get to exist or what put in place the initial condition of our universe, right?
[283] There's all of these sort of really deep and big problems.
[284] And they all indirectly are related, I think, to the same kind of thing that, you know, our physics is really good if you specify the initial condition at specifying a certain sequence of events.
[285] But it doesn't deal with the fact that other things could have happened, which is kind of an informational property, like a counterfactual property.
[286] And it's not good at explaining, you know, this conversation right now.
[287] It's just, there are certain things that are outside the explanatory reach of current physics.
[288] And I think they require looking at it from a completely different direction.
[289] And so I don't want to have to find tune the initial condition of the universe to specify precisely all the information in this conversation.
[290] I think that's a ridiculous assertion.
[291] But that's sort of like how people want to frame it when they're talk about, you know, the standard model is sufficient if we had computing power to basically explain all of life in our existence.
[292] An interesting thing you said is the way we think about information and computation is by observing a particular kind of systems on Earth that exhibit something we think of as intelligence.
[293] But that's like looking at, I guess, the tip of an iceberg, and we should be really looking at the fundamentals of, like, the iceberg.
[294] like what makes water and ice and the chemistry that from which intelligence emerges, essentially.
[295] We can't just couple the information from the physics, and I think that's what we've gotten really good at doing, especially with sort of the modern age where, you know, software is so abstracted from hardware.
[296] But the entire process of biological evolution has basically been built, like been building, layers of increasing abstraction.
[297] And so it's really hard to see that physics in us, but it's much clearer to see it in molecules.
[298] Yeah, but I guess I'm trying to figure out what do you think are the best tools to look at it?
[299] What do you think?
[300] An open mind?
[301] Is that a tool?
[302] What's the physics of an open mind?
[303] I think if we solve that, we'll solve everything.
[304] I'm saying an open mind because I think the biggest stumbling block to understand.
[305] sort of the things I've been trying to articulate or and when I talk also with colleagues that are thinking deeply about these same issues is none of it is inconsistent with what we know.
[306] It's just such a radically different perception of the way we understand things now that it's hard for people to get there.
[307] And in some ways you have to almost forget what you've learned in order to learn something new, right?
[308] So I feel like most of my career trying to understand the problem of life has been variously forgetting and then relearning things that I, learned in physics and and I think you have to you have to have to have a capacity to learn things but then accept that things that you were you learned might not be true um or or might need refinement or reframing um and the best way I can say that is just like with a physics education there are just certain things you're told in undergrad that are like facts about the world and your physics professors never tell you that those facts actually emerge from a human mind right So we're taught to think about, say, the laws of physics, for example, as this, like, autonomous thing that exists outside of our universe and tells our universe how it works.
[309] Yeah.
[310] But the laws of physics were invented by human minds to describe things that are regularities in our everyday experience.
[311] Right.
[312] They don't exist autonomous to the universe.
[313] Right.
[314] So it's like turtles on top of turtles, but eventually it gets to the human mind, and then you have to explain the human mind with the turtles.
[315] Yes.
[316] So you have to, it comes from humans, this understanding, this simplification.
[317] of the universe, these models.
[318] There's a guy named Stephen Wolfram.
[319] There's a concept called cellular automata.
[320] So there's some mysteries in these systems that are computational in nature that have maybe echoes of the kind of mysteries we should need to solve to understand what is life.
[321] So if we could take a computational view of things.
[322] Do you think there's something compelling to reducing everything down to computation, like the universe is computation, and then trying to understand life?
[323] So throw away the biology, throw away the chemistry, throw away even the physics that you learn undergrad and graduate school, and more look at these simple little systems, whether it's cellular automata or whatever the heck kind of computational systems that operate on simple local rules and then create complexity as they evolve.
[324] Is it at all, do you think, productive to focus on those kinds of systems to get an inkling of what is life?
[325] And if it is, do you think it's possible to come up with some kind of laws and principles about what makes life in those computational systems?
[326] So I like cellular automata.
[327] I think they're good toy models, but mostly where I've thought about them and used them is to actually um let's say poke at sort of the current conceptual framework that we have and see where the flaws are um so I think like the part that you're talking about that people find intriguing is that if you have like a fairly simple rule and you specify some initial condition and you run that rule and that initial condition you could get really complex patterns emerging yeah and ooh doesn't that look life like um yeah yeah Well, it's like really surprised.
[328] Isn't it really surprising?
[329] It is really surprising.
[330] And they're beautiful.
[331] And I think they have a lot of nice features associated to them.
[332] I think the things that I find, yeah.
[333] So I do think as a proof of principle that you can get complex things emerging from simple rules, they're great.
[334] As a sort of proof of principle about some of the ways that we might think of computation as being sort of a fundamental principle for dynamic.
[335] system and maybe the evolution of the universe as a whole, they're a great model system.
[336] As an explanatory framework for life, I think they're a bit problematic for the same reason that the laws of physics are a bit problematic.
[337] And the clearest way I can articulate that is like cellular automata are actually cast in sort of a conceptual framework for how the universe should be described that goes all the way back to Newton, in fact, with this idea that we can have a fixed law of motion, which exists sort of, it's given to you.
[338] You know, the great programmer in the sky gave you this equation or this rule, and then you just run with it.
[339] And the rule doesn't have, so a good feature of the rule is it doesn't have specified in the rule information about the patterns it generates.
[340] So you wouldn't want, for example, my cup or my water bottle or, you know, me sitting here to be specified in the laws of physics, that would be ridiculous because it wouldn't be a very simple explanation of all the things happening.
[341] It'd have to explain everything.
[342] So, and cellular automata have that feature.
[343] And the laws of physics have that feature.
[344] But, you know, you also need to specify the initial condition.
[345] And it also, it basically means that everything that happens is sort of a consequence of that initial condition.
[346] And I think this kind of framework is just not the right one for biology.
[347] And part of the way that it's easiest to see this is a lot of people talk about self -reference being important in life.
[348] The fact that the genome has information encoded in it, that information gets read out.
[349] It specifies something about the architecture of a cell.
[350] The architecture of the cell includes the genome.
[351] So the genome has basically self -referential information.
[352] Self -reference obviously comes up in computational a lot because it's kind of foundational to Turing's work and what Girtle did with the incompleteness theorems and things.
[353] So there's a lot of parallels there and people have talked about that at depth.
[354] But the other way of kind of thinking about it in terms of like a more physics -y way of talking about it is that what it looks like in biology is that the rules or the laws depend on the state.
[355] This is typical in computer science.
[356] This is obvious to you.
[357] You know, the update rule depends on the state of the machine, right?
[358] But, you know, you don't think about, you know, that being sort of the dynamic in physics.
[359] It's, you know, the rules given to you and then it, you know, it's a very special subclass, say, of computations if, you know, you don't ever change the update.
[360] But in biology, it seems to be that the state and the law change together as a function of time.
[361] And we don't have that as a paradigm in physics.
[362] And so a lot of people talk about this as being kind of a perplexing feature, that maybe there are certain scenarios where the laws of physics or the laws that govern a particular system actually change as a function of state of that system.
[363] That's trippy.
[364] So, yeah, the hope of physics, it's a hope, I guess, but often stated as a underlying assumption is that the law is static.
[365] Right.
[366] Okay.
[367] And even having laws that vary in time, not even as a function of the state, is very radical when you...
[368] Their time in general.
[369] Like, you want to remove time from the equation as much as possible.
[370] Yeah, I do.
[371] There's some interesting things in this, like when we think it's sort of more deeply about the actual physics that we're trying to propose Goverin's life, me with collaborators, and then also other people that think about similar things, that time might actually be fundamental and there really is an ordering to time.
[372] And that events in the universe are unique because they have a particular, you know, they happen.
[373] an object in the universe requires a certain history of events in order to exist, which therefore suggests that time really does have an ordering.
[374] I'm not talking about the flow of time and our perception of time, just the ordering of events.
[375] Causation of things.
[376] Yes, causation.
[377] There's that word again.
[378] So causation.
[379] When you say time, you mean causation.
[380] Yes.
[381] In your proposed model of the physics of life, the fundamental thing would be causation.
[382] If you were to bet your money on one particular horse or whatever.
[383] Yes.
[384] And then space is emergent?
[385] Yes.
[386] So everything is emergent except time.
[387] Kind of, yeah, or causation.
[388] And laws change all the time?
[389] Why does it look like laws are the same?
[390] Well, because, well, one way, and I actually, this idea comes from Lee Cronin because I work with him very closely on these things, is that the laws of physics look the way they do because they're low memory laws.
[391] So they don't require a lot of information to specify them.
[392] They're very easy for the universe to implement.
[393] But if you get something like me, for example, I require 4 billion year history to exist in the universe.
[394] I come with a lot of historical baggage.
[395] And that's part of what I am as a set of causes that exist in the universe.
[396] So I have local rules that apply to me that are associated with sort of the information in my history that aren't universal to every object in the universe.
[397] And there are some things that are very easy to implement low memory rules that apply to everything in the universe.
[398] so there's no shortcuts to you no i so yeah i don't believe in like things like boltsman brains or uh you know fluctuations out of the vacuum that can produce things like your desk ornaments um i actually think they require a particular causal chain of events to exist well i appreciate the togetherness of that but uh so how does that uh if we have to simulate the entire universe to create the ornaments and the two of us how How are we supposed to create engineer life in a lab?
[399] This goes back to sort of the critique of the RNA world.
[400] I think one of the problems, and I'll get to answer your question, but I think this is kind of relevant here, one of the problems of the RNA world, when we test it in the laboratory, is how much information we're putting into the experiment.
[401] We specify the flask, we make pure reagents, we mix them, we take them out, we put them in the next flask, we change the pH, we change the UV light, and then we get a molecule.
[402] It's not even an RNA molecule necessarily.
[403] It might just be a base, right?
[404] And so people don't usually think about the fact that we're agents in the universe making that experiment, and therefore we put a little bit of life into that experiment because it's part of our biological lineage in the same sense that a couple or I am a part of the biological lineage.
[405] Our ideas are injecting life.
[406] Yes.
[407] And the constraints that we put on the experiments, because those conditions wouldn't exist in the universe on planet or at that time without us as the boundary condition, right?
[408] Even though we're not actually adding any actual chemistry or biology that it could be identified as life, the constraints we're adding to the experiment, the design of the experiment.
[409] Yeah, you can think of the design and experiment as a program.
[410] You put information in.
[411] It's an algorithmic procedure that you design the experiment.
[412] And so the original life problem becomes one of minimizing the information we put into physics to actually watch the spontaneous original life.
[413] can we have so can is it possible in the lab to have an information vacuum then so like if we could we would that would be amazing i don't know that's a good question for more for lee yeah you guys by the way for people who don't know lee cron and you guys are colleagues and uh i've gotten the chance to listen to the two of you're talking there's great sort of chemistry and you're brilliant brainstorming together and there's there's a really exciting community here of brilliant people from different disciplines working on the problem of life, of complexity, of, I don't know, whatever, the words fail us to describe the exact problem.
[414] We're trying to actually understand your intelligence, all those kinds of things.
[415] Okay, so what, from a lab perspective, so Lee, I guess, would you call him a chemist?
[416] No?
[417] I think by training, he's a chemist, but I think most of the people that work in the field, we do have lost their discipline.
[418] That's why I can't answer your question.
[419] earlier.
[420] I don't know what you call.
[421] I don't know what I call myself.
[422] I don't know what I call any of my friends.
[423] So why is it so hard to create, and it's an interesting question to create biological life in the lab?
[424] Like from your perspective, is that an important problem to work on, to try to recreate the historical origin of life on Earth or echoes of the historical origin?
[425] I think echoes is more appropriate.
[426] I don't think asking the question of what was the exact historical sequence of events and engineering every step in the process to make exactly the chemistry of life on earth as we know it is a meaningful way of asking the question.
[427] And it's a little bit like, you know, since you're in computer science, like if you know the answer to a problem, it's easier to find a program to specify the output, right?
[428] But if you don't know the answer all priori, you know, finding an algorithm for like, say, finding a prime or something, it's easy to, you know, verify it's a prime number.
[429] It's hard to find the next.
[430] And next prime.
[431] And the way the original life is structured right now and the historical problem is you know the answer and you're trying to retradict it by breaking it down into this set of procedures where you're putting a lot of information in.
[432] And what we need to do is ask the question of how is it that the rules of how our universe is structured permit things like life to exist and what is the phenomena of life.
[433] And those questions are obviously essentially the same question.
[434] And so you're looking essentially for this missing physics, this missing explanation for what we are, and you need to set up proper experiments that are going to allow you to probe the vast complexity of chemistry in an unconstrained way with as little information put in as possible to see when things, when does information actually emerge?
[435] How does it emerge?
[436] What is it?
[437] And part of the sort of conjecture we have is that this physics, physics only becomes relevant, or at least this is my personal conjecture and it's sort of validated by this kind of theory experiment collaboration that we have working in this area, that this, you know, sort of, I made the point about like gravity existing everywhere, right?
[438] But when you study an atomic nucleus, you don't care about gravity.
[439] It's not relevant physics there, right?
[440] It's weak.
[441] It doesn't matter.
[442] And so this idea that there's kind of a physics association.
[443] with information, for me, it's very evident that that physics doesn't become relevant until you need information to specify the existence of a particular object.
[444] And the scale of reality where that happens is in chemistry because of the combinatorial diversity of chemical objects that can exist far out exceeds the amount of resources in our universe.
[445] So if you want to, you can't make every possible protein of length, you know, 200 amino acids, there's not enough resources.
[446] So in order for this particular protein to exist and this protein to exist in high abundance means that you have to have a system that has knowledge of the existence of that protein and can build it.
[447] So existence comes to be at the chemical level.
[448] So existence is most, is best understood at the chemical level.
[449] It's most evident.
[450] It's a little bit like nobody argues that gravity doesn't exist in an atomic nucleus.
[451] It's just not relevant physics there.
[452] So the physics of information is everywhere.
[453] It exists at every commentatorial scale, but it becomes more and more relevant, the more set of possibilities that could exist, because you have to specify more and more about why this thing exists and not the infinite, it's not an infinite set, but, you know, the set of undefined set of other things that could exist.
[454] So can ask a weird question, which is, so let's look into the future.
[455] I try that every day.
[456] It never works.
[457] So say a Nobel Prize, is given in physics, maybe chemistry, for discovering the origin of life.
[458] No, but not the historical origin.
[459] Some kind of thing that we're talking about.
[460] What exactly would, what do you think that, like, what do you think that person maybe you did to get that Nobel Prize?
[461] Like, what would they have to have done?
[462] Because you could do a bunch of experiments that go, Like, with an aha moment, like, you rarely get the Nobel Prize for, like, you've solved everything.
[463] We're done.
[464] Right.
[465] It's like some inkling of some deep truth.
[466] Right.
[467] Like, what do you think that would actually look like?
[468] Would it be an experimental result?
[469] I mean, it will have to have some kind of experimental, maybe validation component.
[470] So what would that look like?
[471] This is an excellent question.
[472] I want to, sorry, I'm going to make a quick point, which is just this slight take.
[473] tangent, but, you know, like, when people ask about the origin of mass, you know, and like looking for the Higgs mechanism and things, they never are like, we need to find the historical origins of life in the early, you know, although those things are related, right?
[474] So this problem of origins of life in the lab, I think, is really important.
[475] But the Higgs is a good example because you had theory to guide it.
[476] So somehow you need to have an explanatory framework that can say that we should be looking for these features and explain why they might be there and then be able to do.
[477] do the experiment and demonstrate that it matches with the theory.
[478] But it has to be something that is outside sort of the paradigm of what we might expect based on what we know, right?
[479] So this is a really sort of tall order.
[480] And I think, I mean, I guess the way people would think about it is like, you know, if you had a bacteria that climbed out of your test tube or something and it was like, you know, moving around on the surface, that would be ultimate validation.
[481] You saw the original life in an experiment.
[482] But I don't think that's quite what we're looking for.
[483] I think what we're looking for is evidence of when information that originated within the balance of your experiment and you can demonstrably prove emerge spontaneously in your experiment wasn't put in by you actually started to govern the future dynamics of that system and specify it.
[484] And you could somehow relate those two features directly.
[485] So you know that the program specifying what's happening in that system is actually actually internal to that system.
[486] Like say you have a chemical thing in a box.
[487] Well, so that's one Nobel Prize winning experiment, which is like information in some fundamental way originated within the constraints of the system without you injecting anything.
[488] But another experiment is you injected something.
[489] Yeah.
[490] And got out information.
[491] Yes.
[492] So like you injected, I don't know, like some sugar and like something that doesn't necessarily feel like it should be information.
[493] Yeah, so I actually know, I mean, sugar is information, right?
[494] So part of the argument here is that every physical object is, well, it's information, but it's a set of causal histories and also a set of possible futures.
[495] So there is an experiment that I've talked a lot about with Lee Cronin, but also with Michael Lockman and Chris Kempies, who are at Santa Fe, about this idea that sometimes we talk about as like seating assembly.
[496] which is you take a high, high complexity, like an object that exists in the universe because of a long causal history, and you seed it into a system of lower causal history, and then suddenly you see all of this complexity being generated.
[497] So I think another validation of the physics would be, say, you engineer an organism by purposefully introducing something where you understand the relationship between the causal history of the organism and the, say, very complex chemical set of ingredients, you're, adding to it.
[498] And then you can predict the future evolution of that system to some statistical set of constraints and possibilities for what it will look like in the future.
[499] You know, I'm a physical structure.
[500] Obviously, like I'm composed of atoms.
[501] The configuration of them and the fact that they happen to be me is because I'm not actually my atoms.
[502] I am a informational pattern that keeps repatterning those atoms into Sarah.
[503] And I have also associated to me like a space of possible things that could exist that I can help mediate come into existence because of the information in my history.
[504] And so when you understand sort of that time is a real thing embedded in a physical object, then it becomes possible to talk about how history when they interact and history is not a unique thing it's a set of possibilities when they interact how do they specify what's coming next and then where does the novelty come from in that structure because some of it is kind of things that haven't existed in the past can exist in the future let me ask about this entity that you call Sarah yes I talk to myself about myself in third person sometimes I don't know why so maybe this is a good time to bring up consciousness sure it's been here all along well has it so well at least in this conversation i think i've been conscious most of it but maybe i haven't well yes speak so speak for yourself you're you're projecting your consciousness onto me you don't know if i'm conscious or not is that um you're right is that uh he talked about the physics of existence you talked about the emergence of um of causality uh sorry You talked about causality and time being fundamental to the universe.
[505] Where does consciousness fit into all of this?
[506] Do you draw any kind of inspiration or value with the idea of panpsychism that maybe one of the things that we ought to understand is the physics of consciousness?
[507] One of the missing pieces in the physics view of the world is understanding the physics of consciousness.
[508] Or like that word has so many concepts underneath it, but let's put it, let's put consciousness as a label on a black box of mystery that we don't understand.
[509] Do you think that black box holds the key to finally answering the question of the physics of life?
[510] The problems are absolutely related.
[511] I think most, and I'm interested in both because I'm just interested in what we are.
[512] And to me, the most interesting feature of what we are is our minds and the way they interact with other minds like minds are the most beautiful thing that exists in the universe so how do they come to be sorry to interrupt so when you say we you mean humans i mean humans right now but i but that's because i'm a human or least i think i am you think there's something special to this particular no no no um no i don't i'm not a human centric thinker but are you one entity you said a bunch of stuff came together to make a sarah like do you think of yourself as one entity or are you just a bunch of different components like is there any value to understand the physics of sarah like or are you just a bunch of different things that are like a nice little temporary side effect yeah you could think of me as a bundle of information that just became temporarily aggregated or individual yeah that's fine i agree with that view um okay i'll think that as a compliment actually but you you've but nevertheless that bundle of information has become conscious or at least keeps calling herself conscious.
[513] Yeah, I think I'm conscious right now, but I might not be, but that's okay.
[514] Or you wouldn't know.
[515] So, yeah, so this is the problem.
[516] So, yeah, usually people when they are talking about consciousness are worried about the subjective experience.
[517] And so I think that's why you're saying, I don't know if you're conscious because I don't know if you're experiencing this conversation right now.
[518] And nor do you know if I'm experiencing the conversation right now.
[519] And so this is why this is called the hard problem of consciousness because it seems impenetrable from the outside to know if something's having a conscious experience.
[520] And I really like the idea of also like the hard problem of matter, which is related to the hard problem of consciousness, which is you don't know the intrinsic properties of an electron not interacting, say, for example, with anything else in the universe.
[521] All the properties of anything that exists in the universe are defined by its interaction because you have to interact with it in order to be able to observe it.
[522] So we can only actually know the things that are observable from the outside.
[523] And so this is one of the reasons that consciousness is hard for science because you're asking questions about something that's subjective and supposed to be intrinsic to what that thing is as it exists and how it feels about existing.
[524] And so I have thought a lot about this problem and its relationship to the problem of life.
[525] And the only thing I can come up with to try to make that problem scientifically tractable and also relate it to how I think about the fifth.
[526] of life, is to ask the question, are there things that can only happen in the universe because there are physical systems that have subjective experience?
[527] So does subjective experience have different causes, that things that it can cause to occur that would happen in the absence of that?
[528] I don't know the answer to that question, but I think that's a meaningful way of asking the question of consciousness.
[529] I can't ask if you're having experience right now, but I can't ask if you having experience right now changes something about you and the way you interact with the world.
[530] So does stuff happen?
[531] It's a good question.
[532] It has the stuff happen if consciousness is...
[533] Then it's a real physical thing, right?
[534] It has physical consequences.
[535] I'm a physicist.
[536] I'm biased, so I don't, you know, I can't get rid of that bias.
[537] It's really deeply ingrained.
[538] I've tried.
[539] But it's how...
[540] But I mean, you're saying information.
[541] is physical too.
[542] So like virtual reality and simulation, a program is physical too.
[543] Yes, everything's physical.
[544] It's just not physical the way it's represented in our minds.
[545] Right.
[546] So you, I love your Twitter.
[547] So you tweet these like deep thoughts.
[548] Deep thoughts.
[549] That's what a theorist does when she's trying to experiment.
[550] Is tweet?
[551] It's like sitting there.
[552] I mean, I can just imagine you sitting there for like hours and all of a sudden just like this thought comes out and it would get a little, like inkling into the thought process.
[553] Yeah, usually it's like when I'm running between things and I'm so much when I've had deep thoughts.
[554] Deep thoughts are hard to articulate.
[555] One of the things he tweeted is, ideologically, there are many parallels between the search for neural correlates of consciousness and for chemical correlates of life.
[556] How the neuroscience and astrobiology communities treat those correlates is entirely different.
[557] Can you elaborate against this kind of the parallels.
[558] It has to do a little bit with the consciousness and the matter thing you're talking about.
[559] Yeah, it does.
[560] And I can't remember what state of mind I was when I was actually thinking about that.
[561] But I think part of it is so...
[562] But you never thought you're going to have to analyze your own tweets.
[563] No, I didn't.
[564] It's an interesting historical juxtaposition of thinking.
[565] So the tweet is a historical...
[566] You're doing an assembly experiment right now because you're bringing a thought from the past into the present and trying to actually...
[567] In the lab.
[568] Yeah, yeah, yeah.
[569] This is experimental science right here on the podcast live.
[570] So go.
[571] Let's see how the consciousness evolves on this one.
[572] Yeah, so in neuroscience, it's kind of accepted that we can't get at the subjective aspect of consciousness.
[573] So people are very interested in what would be a correlate of consciousness.
[574] So...
[575] What's a correlate?
[576] A correlate is a feature.
[577] that relates to conscious activity.
[578] So, for example, you know, a verbal report is a correlate of consciousness because, you know, I can tell you when I'm conscious.
[579] And then when I'm sleeping, for example, I can't tell you I'm conscious.
[580] So we have this assumption that you're not conscious when you're sleeping and you're conscious when you're awake.
[581] And so that's sort of like a very obvious example, but neuroscientists, which, you know, I'm no neuroscientist and I'm not an expert in this field.
[582] So, but, you know, they have very sophisticated ways of measuring, you know, activity in our brain and trying to relate that to verbal report and other proxies for whether someone is experiencing something.
[583] And that's what is meant by neural correlates.
[584] And then so when people are trying to think about studying consciousness or developing theories for consciousness, they often are trying to build an experimental bridge to these neural correlates.
[585] recognizing the fact that a neural correlate may or may not correspond to consciousness because that problem's hard and there's all these associated issues to it so that that's from a neuroscience perspective it's like fake it till you make it so you pretty much yeah you fake whatever the correlates are and hopefully that the that's going to summon the thing that is consciousness so something like that and so the same thing on the chemical correlates of life is it that sounds like that's an awesome concept.
[586] Is that something that people?
[587] No, I just made that up.
[588] Okay.
[589] That was the original to that tweet.
[590] You can cite the tweet.
[591] Maybe I'll write it in a paper someday.
[592] Chemical Correlates of Life.
[593] That's a good title.
[594] I mean, first of all, your papers, too, that people should check out have great titles.
[595] Thank you.
[596] Papers you're involved with.
[597] So your tweets and titles are stellar and also your ideas, but the tweets and titles are much more important.
[598] Of course.
[599] So.
[600] Ideas will live longer.
[601] yeah they're much more diffuse though um well it's yeah it's the trojan the tweet is the trojan horse for the idea that that sticks on for a long time okay so is there anything to say about the chemical corals a lot you're saying they're similar kind of ways of thinking about it but uh you mentioned about the communities yeah so i think in astrobiology it's not um there's no concept of chemical correlates of life.
[602] We don't think about it that way.
[603] We think if we find molecules that are involved in biology, we found life.
[604] So I think one of my motivations there was just to separate the fact that life has abstract properties associated to it.
[605] They become imprinted in material substrates.
[606] And those substrates are correlates for that thing, but they are not necessarily the thing we're actually looking for.
[607] The thing that we're looking for is the physics that's organizing that system to begin with, not the particular molecule.
[608] in the same sense that, you know, your consciousness is not your brain.
[609] It's instantiated in your brain.
[610] You know, it has to have a physical substrate, but it's not, the matter is not the thing that you're looking at.
[611] It's some other, at least not in the way that we have come to look at matter, you know, with traditional physics and things.
[612] There's something else there, and it might be this feature of history I was talking about, our time being actually, you know, physically represented there.
[613] Do you think consciousness can be engineered?
[614] Yes.
[615] In the same way that life can be engineered.
[616] Wow, that was a fast answer.
[617] I didn't even think about that.
[618] That's interesting.
[619] You don't have a free will.
[620] No, I do have free will, but it's interesting because I mean, you know, you know, you're backtracking.
[621] No, no, I do.
[622] And that was predestined.
[623] Yeah, no, no. No, I do believe in free will, but I also think that there's kind of an interesting, you know, like what you're, speaking about consciousness.
[624] What are you consciously aware of versus, like, like, you know, What is your subconscious brain actually processing and doing?
[625] And sometimes there's conflict between your consciousness and your subconsciousness or your consciousness is a little slower than your subconscious.
[626] And intuition is a really important feature of that.
[627] And so a lot of the ways I do my science is guided by intuition.
[628] So when I give fast answers like that, I think it's usually because I haven't really thought about them.
[629] And therefore, that's probably telling me something.
[630] Let's continue the deep analysis of your tweets.
[631] you said that determinism in a tweet determinism and randomness play important roles in understanding what life is so let me ask on this topic of free will what is determinism what is randomness and why the heck do they have anything to do with understanding life yeah and you threw free will in there just throwing all the stuff in the bag are they not related to no no they are they are related no no sorry i was being unfair you didn't even capitalize the tweet, by the way.
[632] It was all lowercase.
[633] I must have been angry.
[634] Oh, that was, can you analyze the emotion behind that?
[635] No, I actually did.
[636] It's frustration or hope.
[637] Yeah, maybe.
[638] So I already argued that I don't think that can happen without that whole causal history.
[639] And so I guess in some sense, the determinism for me arises because of the causal history.
[640] And I'm not really sure, actually, about whether the universe is random or deterministic.
[641] I just had this sort of intuition for a long time.
[642] I'm not sure if I agree with it anymore, but it's still kind of lingering, and I don't know what to do with this question.
[643] But it seems to me, you know, so you ask the question, what is life?
[644] But you could also, why life?
[645] Why does the universe need life for?
[646] Not that the universe has needs, but, you know, we have to anthroposentize things sometimes to talk about them.
[647] And I had this feeling that if it was possible for a cup or a desk ornament or a phone on Mars to spontaneously fluctuate into existence.
[648] The universe didn't need life to create those objects.
[649] It wasn't necessary for their existence.
[650] It was just a random fluke event.
[651] And so somehow to me it seems that it can't be that those things form by random processes.
[652] They actually have to have a set of causes that accrue and form those things.
[653] And they have to have that history.
[654] And so it seems to me that life was somehow deeply related to the question of whether the underlying rules of our universe had randomness in them are they were fully deterministic.
[655] And in some ways, you can think about life as being the most deterministic part of physics, because it's where the causes are precise in some sense.
[656] Or most stable?
[657] So like, most stable, yes, most reliable.
[658] Most reliable for our, for how we, for the tools of physics.
[659] But what, um, right.
[660] Well, so where's the randomness come from then?
[661] If, okay, so you, you were at, uh, speaking with, I've gone in a tangent.
[662] So I'm not sure we're.
[663] we are in the car.
[664] Yeah.
[665] All of the universe is a kind of tangent.
[666] So we're embracing the tangent.
[667] So free will, you believe at this current time that you have free will.
[668] I believe my whole life I have free will.
[669] What is illusion?
[670] Not just kidding.
[671] I still believe it.
[672] You still believe it.
[673] So at the same time, you think that in your conception of the universe, causality seems to be pretty fundamental, which kind of wants the universe to be deterministic.
[674] So how the heck do you think you have a free will and yet you value causality?
[675] Because I depart from the conception of physics that you can write down an initial condition and a fixed law of motion and that will describe everything.
[676] There's no incompatibility if you are willing to reject that assertion.
[677] So where's the randomness?
[678] Where's the magic that gives birth to the free will.
[679] Is it the randomness of the laws of physics?
[680] No. In my mind, what free will is is the fact that I, I as a physical system, have causal control over certain things.
[681] I don't have causal control over everything, but I have a certain set of things.
[682] And I'm also, you know, as I described, sort of a nexus of a particular set of histories that exist in the universe and a particular set of futures that might exist.
[683] And those futures that might exist are in part specified by my physical configuration as me. And therefore, you know, it may not be free will in the traditional sense.
[684] I don't even know what people mean when they're talking about free will.
[685] Honestly, it's like the whole discussion is really muddled.
[686] But in the sense that I am a causal agent, if you want to call it that, that exists in the universe.
[687] And there are certain things that happen because I exist as me, then yes, I have free will.
[688] No, but do you, Sarah, have a choice about what's going to happen next?
[689] Oh, I see.
[690] If the universe, could I have, if I run the universe.
[691] Yes, I think so.
[692] You have a choice.
[693] Where does the choice come from?
[694] I think that's related to the physics of consciousness.
[695] So one of the things I didn't say about that, I don't know.
[696] Maybe this is me just being hopeful because maybe I just want to have free will.
[697] But I don't think that we can rule out the possibility because I don't think that we understand enough about any of these problems.
[698] But I think one of the things that's interesting for me about the sort of inversion of the question of consciousness that I proposed is one of the features that we do is we have imagination, right?
[699] And people don't think about imagination as a physical thing, but it is a physical thing.
[700] It exists in the universe, right?
[701] And so I'm like really intrigued by the fact that, say, humans for, you know, another physical system could do this too.
[702] It's not special to humans.
[703] but, you know, for centuries imagined flying machines and rockets, and then we finally built them, right?
[704] So they were represented in our minds and on the pages of things that we drew for hundreds of years before we could build those physical objects in the universe.
[705] But certainly the existence of rockets is, in part, causally, you know, caused by the fact that we could imagine them.
[706] And so there seems to be this property that some things don't exist.
[707] They've never physically existed in the universe, but we can imagine the possibility of them existing and then cause them to exist, maybe individually or collectively.
[708] And I think that property is related to what I would say about having choice or free will because that set of possibilities, those set of things that you can imagine is not constrained to your local physical environment and history.
[709] And this is what's a little bit different about intelligence as we see it in humans and AI that we want to build than biological intelligence, because biological intelligence is, predicated completely on the history of things it's seen in the past, but something happened with the neural architectures that evolved in multicellular organisms, that they don't just have access to the past history of their particular set of events, but they can imagine things that haven't happened aren't on their timeline, and as long as they're consistent with laws of physics, make them happen.
[710] So this is fascinating.
[711] It should be physics, but it exists, so there you go.
[712] I mean, in some sense, if you look at, like, general relativity and gravity, morphing space time, in that same way, maybe whatever the physics of consciousness might be, it might be morphing.
[713] That's like what free will is.
[714] It's morphing like the space, just like ideas make rockets come to life.
[715] It's somehow changing the space of possible realizations of like whatever's.
[716] Yeah, okay.
[717] Life is kind of basically, if you want to think about it, like life is sort of changing the probability distributions over what can exist.
[718] That's the physics of what life is.
[719] And then consciousness is a sort of layered property, your imagination on top of it, that kind of scrambles that a little bit more and, like, has, you know, access to, I don't know.
[720] It's kind of, we don't know how to describe it, right?
[721] Like, that's why it's interesting.
[722] But it's probabilistic, so you do think, like, God plays dice.
[723] So let me. No, I think the description's probabilistic.
[724] I don't necessarily think the underlying physics is probabilistic.
[725] I think the way that we can describe this physics is going to be probabilistic and statistical.
[726] But when we take measurements in the lab, but the underlying physics itself might still be deterministic.
[727] I don't know.
[728] Maybe I'm, it's hard to know what concepts to hold on to.
[729] So I find myself constantly rejecting concepts.
[730] But then I have to grab another one and try to hold on to something from intellectual history.
[731] Well, it's possible that our mind is not able to hold the correct concepts in mind at all.
[732] Right.
[733] We're not able to even conceive of them correctly.
[734] Maybe the words deterministic or random are not the right, even words concepts to be holding.
[735] But maybe you can talk to the theory of everything, this attempt in the current set of physical laws to try to unify them.
[736] Is there any hope that once a theory of everything is developed, and by theory of everything, I mean in a narrow sense of unifying.
[737] quantum field theory and general relativity do you think that will contain some like in order to do that unification you would have to get something that would then give hints about the physics of life physics of existence physics of consciousness yeah i used to not but i actually uh i have become increasingly convinced that it probably will um and part of the reason is um i think i've talked a little bit already about these holes in physics like these the the theories we have in physics you know they have problems they have lots of problems and they're very deep problems and we don't know how to patch them and some of those problems become very evident when you try to patch quantum mechanics in general relativity together so there is this kind of an interesting feature that some of the ways of patching that might actually closely resemble the physics of life and so the place where that actually comes up most, and actually we just had a workshop in the Beyond Center where I work at Arizona State University.
[738] And Lee Smollin made this point that he thinks that the theory of quantum gravity when we solve it is going to be the same theory that gives rise to life.
[739] And I think that I agree with him on some levels because there's something very interesting where if you look at these sort of causal set theories of gravity where they're looking for space as being emergent.
[740] And so space time is an emergent concept from a causal set.
[741] which is also sort of related, I think, to what Wolfram's doing with his physics project.
[742] It's the same kind of underlying math that we have in this theory that we've been developing related to life called assembly theory, which is basically trying to look at complex objects like molecules and bacteria and living things as sort of as basically being assembled from a set of component parts and that they actually encode all the possible histories that they could have in that physical object.
[743] So mathematically, all these ideas, I think, are related.
[744] I think a lot of people are thinking about this from different perspectives.
[745] And then constructor theory that David Deutsch and Kira Marletto have been developing is a totally different angle on it.
[746] But I think getting at some similar ideas.
[747] So it's a really interesting time right now, I think, for the frontiers of physics and how it's relating to maybe deeper principles about what life is.
[748] So short answer, yes, long -winded answer.
[749] Rewinded.
[750] Can we talk about aliens?
[751] Any time.
[752] So one, I think one interesting way to sneak up on the question of what is life is to ask what should we look for in alien life.
[753] You know, if we were to look out into our galaxy and enter the universe and come up with a framework of how to detect alien life, what should we be looking for?
[754] is there like set of rules like it's both the tools and the tools that are service censors for certain kind of properties of life so what should we look for in alien life?
[755] Yeah so we have a paper actually coming out on Monday which is collaboration it's actually really Lee Cronin's lab but my group worked with him on it and we're working on the theory which is this idea that we should look for life as high assembly objects.
[756] What we mean by that is, which is actually observationally measurable, and this is one of the reasons that I started working with Lee on these ideas is because being a theorist, it's easy to work in a vacuum.
[757] It's very hard to connect abstract ideas about the nature of life to anything that's experimentally tractable.
[758] But what his lab has been able to do is develop this method where they look at a molecule and they break it apart until all its component parts.
[759] And so you say you have some elementary building blocks and you can and build up all the ways of putting those together to make the original object.
[760] And then you look for the shortest path in that space.
[761] And you say that's sort of the assembly number associated to that object.
[762] And if that number is higher, it assumes that a longer causal history is necessary to produce that object or more information is necessary to specify the creation of that object in the universe.
[763] Now, that kind of idea at a superficial level has existed for a long time.
[764] That kind of idea as a physical observable of molecules is completely novel.
[765] And what his lab has been able to show is that if you look at a bunch of samples of non -biological things and biological things, there's this kind of threshold of assembly where as far as the experimental evidence is and also your intuitive intuition would suggest that non -biological systems don't produce things with high assembly number.
[766] So this goes back to the idea like a protein is not going to spontaneously fluctuate into existence on the surface of Mars.
[767] It requires an evolutionary process and a biological architecture to produce a protein.
[768] You generalize that argument, you know, a complex molecule or a cup or a desk ornament in this sort of abstract idea of assembly spaces as being the causal history of objects.
[769] And you can talk about the shortest path from elementary objects to an object given an elementary set of operations.
[770] and you can experimentally measure that with a mass spec.
[771] And that's basically sort of the idea.
[772] That's really fascinating.
[773] I can't get out of my head.
[774] I'd start imagining Legos.
[775] And all the Legos I've ever built in how many steps, what is the shortest path to the final little Lego castles?
[776] So then asking about going to look for alien life, the idea is most of the instruments that NASA builds, for example, or any of the space agencies looking for life in the universe, are looking for.
[777] chemical correlates of life, right?
[778] Right.
[779] But here we have something that is based on properties and molecules.
[780] It's not a chemical correlate.
[781] It's agnostic.
[782] It doesn't care about the molecule.
[783] It cares about what is the history necessary to produce this molecule.
[784] How complex is it in terms of how much time is needing, how much information is required to produce it.
[785] So when you observe a thing on another planet, you're essentially, the process looks like reverse engineering, trying to figure out what is the shortest, path to create that thing.
[786] So most, yeah, and I would say most, like, most examples of biology or technology don't take the shortest path, right?
[787] But the shortest path is abound on how hard it is for the universe to make that.
[788] Yeah.
[789] And I guess what you and Lee are saying that there's a heuristic, that's a good metric for, like, better perhaps than chemical correlates.
[790] Yes.
[791] Because it doesn't, it's not contingent on looking for the chemistry of life on Earth on other planets.
[792] And it also has a deeper explanatory framework associated to it as far as the kind of theory that we're trying to develop associated to what life is.
[793] And I think this is one of the problems I have in my field personally in astrobiology is people observe something on Earth, say oxygen in the atmosphere or an amino acid in a cell.
[794] And then they say, let's go look for that on another planet.
[795] Let's look for oxygen on exoplanets or let's look for amino acids on Mars.
[796] And then they assume that's a way of looking for life, or even phosphine on Venus.
[797] But, you know, like, there's all these examples of let's look for one molecule.
[798] A molecule is not life.
[799] Life is a system that patterns particular structures into matter.
[800] That's like it, that's what it is.
[801] And it doesn't care what molecules are there.
[802] It's something about the patterns and that structure and that history.
[803] And if you're looking for a molecule, you're not testing any hypotheses about the nature of what life is.
[804] It doesn't tell me anything if we discover oxygen on exoplan about what kind of life is there, just oxygen on exoplanet.
[805] It's not, there's, I guess I think, like, when you think about the question, are we alone in the universe?
[806] That's a pretty freaking deep question.
[807] It should have a freaking deep answer.
[808] It shouldn't just be there's a molecule in an exoplanet.
[809] Wow, we solve the problem.
[810] It should tell us something meaningful about our existence.
[811] And I feel like we've fallen short on how we're searching for life in terms of actually searching for things like us this kind of deeper way.
[812] But how do you do that initial kind of, say, I'm walking down the street and I'm looking for that double take test of like, like, what the hell is that?
[813] Like that initial, like, how do we look for the possibility of weirdness, the possibility of high assembly number?
[814] Well, yeah.
[815] Like, what would aliens look like if they don't have two eyes and are green?
[816] If I knew, I would have probably all resolve the problem.
[817] Right.
[818] There's another Nobel Prize in there, somewhere, I think, actually.
[819] Yeah, somewhere in there.
[820] Well, I think it's kind of, so there is a bias here, right?
[821] So we've evolved to recognize life on Earth, right?
[822] Like, I, you know, children at a very early age can tell the difference between a puppy and a plant and then the plant and a chair, for example.
[823] You know, like, it just, it seems innate.
[824] And so I think, and also because we're life, you know, I think, like, there's this implicit bias that we should know it when we see it and it should be completely obvious to us.
[825] us.
[826] But there are a lot of features of our universe that are not completely obvious to us, like the fact that this table is made of atoms and that I'm sitting in a gravitational potential well right now.
[827] And I guess my point with this is I think life is much less obvious than we think it is.
[828] And so it could be in many more forms than we think it is.
[829] And I guess this goes back to the point about being open -minded that we may not know what alien life looks Like, it might not even be possible to interact with alien life because maybe something about, you know, our informational lineage, it makes it impossible for information from an alien to be copied to us.
[830] Therefore, there's no, you know, so to speak, communication channel.
[831] And I don't mean, you know, verbal communication.
[832] Just it's not in our observational space.
[833] Like, you know, like, you know, there's, there's fundamental questions about why we observe the universe in position rather than momentum.
[834] but we also, you know, observe it in terms of certain informational patterns and things.
[835] Like, that's what our brain constructs.
[836] And maybe aliens just interact with a different part of reality than we do.
[837] That's wildly speculative.
[838] But I think, I think...
[839] But it's possible.
[840] It's possible.
[841] And I think it's consistent with the physics.
[842] So I think the best ways we can ask questions are about life and chemistry and asking questions about if information is a real physical thing, what would its signatures be in matter?
[843] And how do we recognize those?
[844] And I think the ones that are most obvious are the ones I've already articulated, you have these objects that seem completely improbable for the universe to produce because the universe doesn't have the design of that object in the laws.
[845] So therefore, an object had to evolve, we call it evolution, but it had to be produced by the universe that then had all of the possible tasks to make that object specified.
[846] I mean, there's some, like, there's an engineering question here of, are there sensors we can create that can give us, can help us discover certain pockets of high assemblies, aliens?
[847] Like, I mean, there is a hope setting dogs and chairs aside.
[848] There's a hope that visually and we could detect, like, because our universe, I mean, at least the way we look at it, now like this three -dimensional like space time we can visually comprehend it it's interesting to think like if we got to hang out you know if there's an alien in this room like would we be able to detect it with our current sensors not the fancy kinds but but like web can't standing over there yeah standing over there or maybe like in this carpet see there's all these kinds of patterns right yeah i don't know if if i don't know if this carpet is an alien well so I see what you're saying.
[849] So assembly theory is pretty general.
[850] Like, I mean, we've been applying it to molecules because it makes sense apply it to molecules, but it's supposed to explain life, you know, like the physics of life.
[851] So it should explain, you know, the things in this room in addition to molecules.
[852] So I guess, and you can apply it to images and things.
[853] So I guess the idea, you know, you could explore is just looking at everything on planet Earth in terms of its assembly structure and then looking for.
[854] things that aren't part of our biological lineage, if they have high assembly, they might be aliens on Earth.
[855] I mean, that is a very kind of rigorous computer vision question.
[856] Can we visually, is there a strong correlation between certain kind of high assembly objects when they get to the scale where they're visually observable?
[857] And some, like when it's, say, projected onto a two deep plane, can we figure out something?
[858] I'm glad you brought up a computer vision point because for a while I had this kind of thought in my mind that we can't even see ourselves clearly.
[859] So one of the things, you know, people are worried about artificial intelligence for a lot of reasons, but I think it's really fascinating because it's like the first time in history that we're building a system that can help us understand ourselves.
[860] So like, you know, people talk about AI physics, but like, you know, when I look at another person, I don't see them as a four billion year lineage, but that's what they are.
[861] And so is everything here, right?
[862] So imagine that we built artificial systems that could actually see that feature of us.
[863] us, what else would they see?
[864] And I think that's what you're asking.
[865] And I think that would be so cool.
[866] I want that to happen.
[867] But I think we're a little ways off from it.
[868] But yeah, we're going there, I hope.
[869] Okay.
[870] Let me ask you, I apologize ahead of time, but let me ask you the internet question.
[871] So you're a physicist, you ask rigorous questions about the physics of existence and these models of high assembly objects.
[872] Now, when the internet would see an alien they would ask two questions one can i eat it and two can i have sex with it yes so all the existential questions those are very important the internet is very sophisticated so it really is it's got in our basal cognition pretty good so you kind of mention that it's very difficult it's possible that we may not be even able to communicate with it right but i think the internet has more hope than we do yeah it's a hopeful place yes uh do you do you think in terms of like interacting on this very primal level of sharing resources like what would aliens eat what would we eat the same thing would could we potentially eat each other one one person eats the other or are the aliens eat us and the same thing with not sex in general reproduction but genetically mixing stuff like would we would we be able to mix genetic information maybe not genetic but maybe information right and I think part of your question is like so so if you if you think of life as like this history of events that happen in the universe, like, there's this question of, like, how divergent are those histories, right?
[873] So when we get to the scale of technology, it's possible to imagine, imagine, although we can't even do it, like imagine all the possible technologies that could exist in the universe.
[874] But if you think about all the possible chemistries, somehow that seems like a lower dimensional space and a lower set of possibilities.
[875] So it might be that, like, when we interact with aliens, we do have to go back to those more basal levels to figure out sort of what the map is, right?
[876] like the sort of where we have a common history.
[877] We must have a common history somewhere in the universe.
[878] But in order to be able to actually interact in a meaningful way, you have to have some shared history.
[879] I mean, the reason we can exchange genetic information in each other's food or eat each other as food is because we have a shared history.
[880] So we have to find that shared history.
[881] We have to find the common ancestor in this causality map.
[882] Something, yes, yes.
[883] And we have a last universal common ancestor for all life on Earth, which I think is sort of the nexus of that causality map.
[884] not for life on Earth.
[885] But the question is, where would other aliens diverge on that map?
[886] That's really interesting.
[887] And I mean, so say there's a lot of aliens out there in the universe, each set of organisms would probably have like a number, you know, like Erdos's number of like how far, like how far our common ancestor is.
[888] And so the close to the common ancestor like it is on Earth, the more like each other, the more likely we are to be able to have sexual reproduction.
[889] Well, it's sort of like humans having common culture and languages, right?
[890] Yeah, exactly.
[891] Communication.
[892] It might take a lot of work, though, with an alien because you really have to get over a language barrier.
[893] Oh, boy.
[894] So it's communication.
[895] It's resources.
[896] I mean, the whole.
[897] And I think tied into that is the questions of, like, who's going to harm who.
[898] And actually, definitions of harm.
[899] Parents approve, you know, all those kind of questions.
[900] Whether the common ancestor approves.
[901] Yeah, that's just very true.
[902] How many alien civilizations do you think are out there?
[903] I don't have intuition for that, which I have always thought was deeply intriguing.
[904] So, and part of this, I mean, I say it specifically is I don't have intuition for that because it's like one of those questions that you feel around for a while and you really just, you can't see it.
[905] even though it might be right there and in that sense it's a little like the quantum to classical transition you're like really talking about two different kinds of physics and I think that's kind of part of the problem once we understand the physics that question might become more meaningful but there's also this other issue and this was really instilled on me by my mentor Paul Davies when I was a postdoc because he always talks about how you know whether aliens are common are rare is kind of just you know it like you know it follows a wave of popularity and it just depends on like the mood of you know what the culture is at the time and I always thought that was kind of an intriguing observation but but also there's this you know a set of points about if you go by the observational evidence which we're supposed to do as scientists right you know we have evidence of us and one original life event from which we emerged and people want to make arguments that because that event was rapid or because there's other planets that have property similar to ours, that that event should be common.
[906] But you actually can't reason on that because our existence observing that event is contingent on that event happening, which means it could have been completely improbable or very common.
[907] And Brandon Carter clearly articulated that in terms of anthropic arguments a few decades ago.
[908] So there is this kind of issue that we have to contend with dealing with life that's closer to home than we have to deal with any other problems in physics, which we're talking about the physics of ourselves.
[909] And when you're asking about the original a life event, that event happening in the universe, at least is like our existence is contingent on it.
[910] And so you can think about sort of fine -tuning arguments that way too.
[911] So, but the, the sort of odder part of it is like when I think about how likely it is, I think it's because we don't understand this mechanism yet about how information can be generated spontaneously that I, like, because I can't see that physics clearly yet, even though I have a lot of, you know, like some things around the space of it in my mind, I can't articulate how likely that process is.
[912] So my honest answer is, I don't know, and sometimes that feels like a cop -out, but I feel like that's a more honest answer and a more meaningful way of making progress than what a lot of people want to do, which is say, oh, well, we have a one in ten chance of having it on an exoplanet with Earth -like properties because there's lots of Earth -like planets out there and life happened fast on Earth.
[913] Well, so I have kind of a follow -up question, but as a side comment, what I really am enjoying about the way you're talking about human beings is you always say, and not to make yourself conscious about it, because I really, really enjoy it, you say we.
[914] Yes.
[915] You don't say humans.
[916] You say, because oftentimes, like, you know, I don't know, evolutionary biologists will kind of put yourself out as an observer, but you're, it's kind of fascinating to think that you as a human are struggling about your own origins.
[917] Yes, that's the problem.
[918] And yeah, and I think, I don't do that deliberately, But I do think that way, and this is sort of the inversion from the logic of physics, because physics, as it's always been constructed, has treated us as external observers of the universe.
[919] And we are not part of the universe.
[920] And this is why the problem of life, I think, demands completely new thinking, because we have to think about ourselves as minds that exist in the universe and are at this particular moment in history and looking out at the things around us and trying to understand what we are inside the system, not outside the system.
[921] We don't have descriptions at a fundamental level.
[922] that describe us as inside the system.
[923] And this was my problem with cellular automata.
[924] Also, you're always an external observer for a cellular automata.
[925] You're not in the system.
[926] What does the cellular automata look like from the inside?
[927] I think you just broke my brain with that question.
[928] Exactly.
[929] I thought about that for a long time.
[930] I'm going to, yeah, that's a really clean formulation of a very fundamental question because you can only, to understand cellular autonomy, you have to be inside of it.
[931] But as a human, sort of a poetic, romantic question, does it make you sad?
[932] Does it make you hopeful whether we're alone or not?
[933] Like in the different possible versions of that, if we're the highest assembly object in the entire universe, does that give you?
[934] At this moment in time, maybe.
[935] At this moment in the causal cause of change.
[936] Because we may, I assume we have a future.
[937] Well, we definitely have a future.
[938] The question is, where, were that future?
[939] decreases the assembly.
[940] Like, it could be where at the peak, or we could be just...
[941] That would be inconsistent with the physics in my mind.
[942] But so I should give a caveat.
[943] I've given the caveat that I'm biased as a physicist, but I'm also biased as an eternal optimist.
[944] So pretty much all of my modes of operation for building theories about the world are not like an Occam's razor.
[945] What's the simplest explanation?
[946] But what's the most optimistic explanation?
[947] And part of the reason for that is if you, really think explanations have causal power in the sense that our the fact that we have theories about the world has enabled technologies and physically transform the world around us.
[948] I think I have to take seriously that as a part of the physics I want to describe and try to build theories of reality that are optimistic about what's coming next because the theories are in part the causes of what comes next.
[949] So there could be a physics of hope or physics of optimism in there too yes is um that seems like also i mean optimism does seem to be a kind of engine that results in innovation yes so this is like what why the hell are we trying to come up with new stuff oh so um so i made this point about thinking life is the physics of existence and it's not just the physics of existence it's the physics of more things existing so i think one of these drives of like the yeah creativity like optimism the so so if you like is people like entropy i don't i don't like entropy as it was formulated in the 1800s i think it's an antiquated concept but um but this idea of maximizing over the possible number of states that could exist imagine the universe is actually trying to maximize over the number of things that could physically exist what would be the best way to do that the best way to do that would be evolve intelligent technological things that could explore that space it's okay that's talking about alien life out there in the universe but you've also earlier in the conversation mentioned the shadow biosphere so is it possible that we have weird life here on earth that we're just not like even in a high assembly formulation of life yeah that we're just not paying attention to we're blind to like life we're potentially able to to detect, but we're blind to.
[950] And maybe you could say, what is the shadow biosphere?
[951] Sure, sure.
[952] Yeah, the shadow biosphere is this idea that there might have been other original life events that happened on Earth that were independent from the original life event that led to us and all of the life that we know on Earth.
[953] And therefore, there could be aliens in the sense they have a different origin event living among us.
[954] And it was proposed by a number of people.
[955] But one of them was Paul Davies that I mentioned earlier as my mentor.
[956] And he has a really cute way of saying that aliens could be right under our noses or even in our noses.
[957] With a British accent, it sounds better.
[958] But anyway, so the idea is like it could literally be anywhere around us.
[959] And if you think actually about the discovery of like viruses and bacteria, you know, for a long time, they were kind of a shadow biosphere.
[960] It was life that was around us, but invisible.
[961] And, but this takes it a little bit further in saying that, you know, all of those examples, viruses, bacteria, and everything that we've discovered so far has this common ancestry and the last universal common ancestor of life on Earth.
[962] So maybe there was a different origin event and that life is weirder still and might be among us and we could find it.
[963] We don't have to go out and stars live for aliens just here on Earth.
[964] Do you think that's a serious possibility that we should explore with the tools of science?
[965] It's like this should be a serious effort?
[966] I think yes and no. And I mean, yes, because I think it's a serious hypothesis, and I think it's worth exploring.
[967] And it is certainly more economical to look for signs of alien life on Earth than it is to go and build spacecraft and send robots to other planets.
[968] And that was one of the reasons it was proposed is, well, if we do find an example of another original life on Earth, it's hugely informative because it means the original life is not a rare.
[969] event.
[970] If it happened twice on the same planet, that means it's probably pretty probable given conditions are right.
[971] So it has huge potential scientific impact, not to mention the fact that you might have like biochemistry and stuff that's informative for like medicine and stuff like that.
[972] But I think that the thing for me that's challenging about it, and this really comes from my own work, like thinking about life as a planetary scale process and also trying to understand sometimes what I call like the statistical mechanics of biochemistry, but large -scale statistical patterns in the chemistry that life uses on Earth, there are a lot of regularities there, and life does seem to have planetary scale organization that's consistent even with some of the patterns that we see at the individual scale.
[973] So if you think life is a planetary scale phenomena, and the chemistry of life has to be sort of not just, it's not, an individual is not necessarily the fundamental unit of life, right?
[974] The fundamental unit of life is these informational lineages and they're kind of you know they intersect over spatial scale so everything on earth is kind of related by that common causal history yeah so it's hard for me based on the way I think about the physics and also some of the stuff that my group has done to really think that there could be evidence or there could be a second sample of life on earth but I think there are ways that we need to be more concrete about that and I have thought a little bit about like You know, like you can represent the chemistry in an individual cell as a network.
[975] And then those networks, something my group has shown, actually scale with the same properties.
[976] So ecosystems have the same properties as individuals as planetary scale.
[977] And then you could imagine if you had alien chemistry intermixed in there, that scaling would be broken.
[978] So if there's some robustness property or something associated to it and you get alien chemistry in there, it just breaks everything.
[979] And you don't have a planetary ecosystem functioning and individuals functioning across all these scales.
[980] So I guess what I'm arguing is life is not a scale -dependent phenomenon.
[981] It's not just cellular life.
[982] So if you have a shadow biosphere, it has to be integrated with all of these other scales.
[983] And that would lose the meaning of the word shadow biosphere, I guess.
[984] I think so, yeah.
[985] So it's an open question, right?
[986] And I think it would tell us a lot.
[987] So there has been very minimal effort of people to look for a shadow.
[988] biosphere.
[989] But then the question, it could be possible that there's like sufficiently distinct planets within one planet, meaning like environments within one planet.
[990] Like, I don't know.
[991] I've been looking recently because of having a chat with Catherine DeClear about I .O., the moon of Jupiter, that's like all volcanoes and volcanoes are badass.
[992] But like imagining, like, Bad -hous.
[993] Imagining life inside volcanoes, right?
[994] Yeah.
[995] It seems like sufficiently chemically different, like to be living in the darkness where there's a lot of heat.
[996] And maybe you can have different Earths on a planet.
[997] Yeah.
[998] Or like if you go deep enough in the crust, maybe there's like a layer where there's no life and then there's suddenly life again.
[999] And maybe those lizard men or whatever they know that people dream about are really down there.
[1000] I know that's a little flippant but but really like there could be like chemical cycles deep in there's crest that might be alive and are completely distinct in chemical origin to surface life right that wouldn't be interacting with each other yeah and that's one of the proposals for the shadow biosphere is like sometimes people talk about it as being geologically or geographically distinct that it might be you know you have no life for this region and then a different example and then sometimes people talk about it being chemically distinct that the chemistry is sufficiently different, that it's completely orthogonal or non -interacting with our chemistry.
[1001] It seems to me at least the chemistry is a more powerful boundary.
[1002] Yes.
[1003] It just seems like life finds a way literally to travel.
[1004] Yeah, it does.
[1005] What do you think about all these UFO sightings?
[1006] So to me, it's really inspiring.
[1007] It's yet another localized way to dream about the mysterious that is.
[1008] out there.
[1009] Yeah.
[1010] So I've actually been more intrigued by the cultural phenomena UFOs than the phenomena UFOs themselves because I think it's intriguing about how we are preparing ourselves mentally for understanding others and how we have thought about that historically and what the sort of modern incarnations of that are.
[1011] It's more like, I want an explanation for us.
[1012] That's my across the sky or something and saying that's aliens, it doesn't tell you anything.
[1013] So unless you have a deeper explanation and you have, you know, moral lines of, you know, where is this going to take us in the future?
[1014] It's just not as interesting to me as the problem of understanding life itself and aliens as a more general phenomenon.
[1015] I do think it's just as you said, a good way to psychologically and sociologically prepare ourselves sort of like, what would that look like?
[1016] Right.
[1017] And very importantly, which is what a lot of people talk about politically sort of there's this idea from the, so I came from the Soviet Union of like the Cold War and we have to hide secrets.
[1018] There's some way in us searching for life on other planets or our searching for life in general, the way we've done government in the past.
[1019] Yeah.
[1020] We tend to think of all new things as potential military secrets, so we want to hide them.
[1021] And one of the ways that people kind of look at UFO sightings is like, maybe we shouldn't hide this stuff.
[1022] Like, what is the government hiding?
[1023] I think that's a really, you know, in one sense, it's a conspiratorial question, but I think in another, it's an inspiration to change the way we do government to where secrets don't, maybe there are times when you want to keep secrets as military secrets, but maybe we need to release a lot more stuff and see us as a human species as together in this whole search.
[1024] the public engagement part there is really interesting and it's almost like a challenge to the way we've done stuff in the past in terms of keeping secrets when they're not so like the the first step if you don't know how something how something works if there's a mysterious thing the first instinct should not be like let's hide it let's put in the closet right so that the chinese or the russian government or whatever government doesn't doesn't find it maybe the first one the first one the first instinct should be let's understand it.
[1025] Perhaps let's understand it together.
[1026] Right.
[1027] No, I think that's good.
[1028] And something I realized recently that I never thought was going to be a problem, but I think this actually helps with quite a bit is because so many people nowadays believe we've already made contact that as an astrobiologist, if we, you know, actually want to understand life and make contact, we kind of have to deconstruct the narratives we've already built from ourselves and kind of unteach ourselves that we've learned.
[1029] learned about aliens and then re -teach ourselves.
[1030] So there's this really interesting sort of dialogue there and making it open to the public that they actually have to think critically about it and they see the evidence for themselves, I think is really important for that process.
[1031] Yeah, that aliens might be way weirder than we can imagine.
[1032] Yes.
[1033] Yes.
[1034] I'm pretty sure they're probably we're rather than we can imagine.
[1035] Okay, we've, in 2020 and still living through a pandemic, sending a, the political and all those kinds of things aside, I've always found viruses fascinating as dynamic systems.
[1036] I was going to say living systems, but I've always kind of thought of them as living, you know, but that's a whole other kind of discussion.
[1037] Maybe it'd be great to put that on the table.
[1038] One, do you find viruses beautiful slash terrifying?
[1039] And two, do you think they're living?
[1040] things, or there's some aspect of them per our discussion of life that makes them living.
[1041] I mean, living in a pandemic saying viruses are beautiful, it's probably a hard thing, but I do find them beautiful to a degree.
[1042] I think even in the sense of mediating a global pandemic, there's something like deeply intriguing there because, you know, these are tiny, tiny little things, right?
[1043] And yet they can, you know, essentially, um, um, you know, essentially, um, like cause a seizure, like, you know, handicap an entire civilization at a global scale.
[1044] So just that intersection between, you know, our perceived invincibility and our susceptibility to things and also the interaction across scales of those things is just a really amazing feature of our world.
[1045] Most technology, whether it's viruses or AI, that can scale in an exponential way, like kind of run, you know, like, As opposed to like one thing makes another thing, makes another thing.
[1046] It's one thing makes two things and those two things make four things.
[1047] And like that kind of process also seems to be fundamental to life.
[1048] Yes.
[1049] And it's terrifying because in a matter of, in a very short time scale, it can, if it's good at being life, whatever that is, it can quickly overtake the other competing forms of life.
[1050] Right.
[1051] And that's scary both for AI and for viruses.
[1052] And it seems like understanding these processes that are underlying viruses.
[1053] And I don't mean like on the virology or biology side, but on some kind of more computational physics perspective as we've been talking about, it seems to be really important to figure out how humans can survive.
[1054] right along with these kinds of this kind of life and perhaps becoming a multi -planetary species is a part of that like there's no maybe like we'll figure out from a physics perspective is like there's no way any living system can be stable for a prolonged period of time and survive unless it expands exponentially throughout like we have to multiply Otherwise, anything that doesn't multiply exponential will die eventually.
[1055] Maybe that's a fundamental law.
[1056] Maybe.
[1057] I don't know.
[1058] You know, I always get really bothered by these Darwinian narratives that are like, you know, like the fittest replicator wins and things.
[1059] And I just don't feel like that's exactly what's going on.
[1060] I think like the copying of information is sort of ancillary to this other process of creativity.
[1061] Right.
[1062] So like the drive is actually, the drive is creativity.
[1063] But if you want to keep the creativity, that's existed in the past, it has to be copied into the future.
[1064] Right.
[1065] So replication, like if you, so that for me is, so I had this set of arguments with Michael Lockman and Lee Cronin about the, like, life being about persistence.
[1066] They thought it was about persistence and like survival of the fittest kind of thing.
[1067] And I'm like, no, it's about existence.
[1068] It's like, because when you're talking about that, it's easy to say that in retrospect.
[1069] You can post -select on the things that survived and then say why they survived.
[1070] But you can't do that going forward.
[1071] That's really profound, that survival is just a nice little side effect feature of maximizing creativity, but it doesn't need to be there.
[1072] Yeah.
[1073] That's really beautiful.
[1074] Yeah.
[1075] Like I said, I like optimistic theories.
[1076] Well, I don't know if that's optimistic.
[1077] That could be terrifying to people because a system that maximizes creativity may very quickly get rid of humans for some reason if it comes up with some other creative.
[1078] I mean, forms of existence.
[1079] Yeah.
[1080] Right, this is the AI thing.
[1081] It's like the moment you have an AI system that can flourish in the space of ideas or in some other space much more effectively than humans, and it's sufficiently integrated into the physical space to be able to modify the environment.
[1082] I think we'll just be like the core genetic architecture or something.
[1083] We'll be like the DNA for AI, right?
[1084] It's like we haven't lost the past.
[1085] informational architectures on this planet.
[1086] They're still there.
[1087] Yeah, so the AI will use our brains in some part to, like, ride, like, accelerate the exchange of ideas.
[1088] That's the neuralink dream, is that, well, the humans will be still around because you're saying architecture.
[1089] Yeah, but I don't even think they necessarily need to tap in our brains.
[1090] I mean, just collectively, we do interesting things.
[1091] What if they were just using, like, the patterns in our communication or something?
[1092] Oh, without controlling it, just observing?
[1093] Well, I don't know.
[1094] In what sense do you control the chemistry happening in your body?
[1095] Hmm.
[1096] Yeah.
[1097] I mean, obviously I don't know.
[1098] I'm just, I just, like, the way I look at, like, people look at AI, and then they look at this thing that's bigger than us and is coming in the future and is smarter than us.
[1099] And I think, though, that looking at the past history of life on the planet and what information has been doing for the last four billion years is probably very informative.
[1100] to asking questions about what's coming next.
[1101] And I don't, when is planetary scale transitions are really important for new phases.
[1102] So the global internet and sort of global integration of our technology, I think, is an important thing.
[1103] So that's, again, life is a planetary scale phenomena.
[1104] But we're an integrated component of that phenomenon.
[1105] I don't really see that the technology is going to replace us in that way.
[1106] It's just going to keep scaffolding and building.
[1107] And I also don't have an idea that we're going to build AI in a box.
[1108] I think AI is going to emerge.
[1109] AGI to be is a planetary scale phenomena that's going to emerge from our technology.
[1110] Planetary scale phenomena, but do you think an AGI is not distinct from humans?
[1111] The whole package comes as a planetary scale phenomenon.
[1112] And that goes back to the fact that like you were asking questions about you as an individual.
[1113] Like what are you as an individual?
[1114] You're like a packet of information that exists in the particular physical thing that is you.
[1115] we're all just packets of information and some of us are aggregates in certain ways but it's all just kind of exchanging and propagating right and processing is your packet of information that you've continually referred to as sarah afraid of the dissipation of the death of that packet are you afraid of death do ponder death does death have meaning in this process of creativity i think i have the natural biological urge that everyone has to fear death.
[1116] I think the thing that I think is interesting is if I think about it rationally, I'm not necessarily afraid of death for me because I won't be aware of being dead.
[1117] But I am afraid for my kids because it matters to them if I die.
[1118] So again, like I think death becomes more significant as a collective property, not as an individual one.
[1119] Yeah, but isn't there something to fear about the fact that the way like the creative uh the complexity of information that's been like created in you yeah the fact that it kind of breaks apart and disappears it doesn't but i don't think it disappears it's just not me anymore right so you're but uh that process of you it being not you anymore that doesn't scare you of course it does the mystery of it I mean, the...
[1120] Yeah, but I guess I'm heartened by the fact that there will be some imprints of the fact that I existed still in the universe after I leave it as me. Yeah, but there'll be a...
[1121] And also that has to do with my perception of time, right?
[1122] So, you know, I perceive time as flowing, but that might not be the case.
[1123] I mean, this is, you know, standard physicist comfort is, you know, every moment exists, you know, and there's no...
[1124] And the flow of time is just our perception of, you know, us, you know, us changing.
[1125] So you can travel back in time and that's comforting, like from a physicist's consistent?
[1126] No, no, no. I'm not talking about traveling back in time.
[1127] I'm just saying that the moments in the past still exist.
[1128] Now, whether the moments in the future exist or not is a different question.
[1129] That's not comforting to me in terms of death.
[1130] The flow of time is not, it does not.
[1131] I think there's no comfort in the face of death for what we are because we like existing.
[1132] And I think it's especially true if you love life.
[1133] life and you love what life is.
[1134] Do you think there's a certain sense in which the fear of death or the fear of non -existence, maybe fear is not the right word, is the actual very phenomena that gives birth to existence?
[1135] Like, death is fundamental.
[1136] Like, it just feels like freaking out, oh shit, this right ends is actually like that's the thing that gives birth to this whole thing.
[1137] That like it's constantly, is matter constantly freaking out about the fact that it's going to be more.
[1138] No, I think things like to exist.
[1139] I think they want to exist.
[1140] Yeah, there's a desire or whatever to exist.
[1141] Yeah.
[1142] There's a drive to exist and there's a drive for more things to exist.
[1143] I guess, yeah, I would like, I like existing.
[1144] I like it a lot.
[1145] And I don't know it any other way.
[1146] see i don't even know if i like existing i think i really don't like not existing yes yeah that's you i yeah yeah maybe it's that i some days i you know i'm i might like existing less than others but yes but like i think those like surface feelings there is some seems like there's something fundamental about wanting to exist no i think that's right but i but i think to your point that that that might go back to the more fundamental idea that, you know, if life is the physics of existence and maximizing existence, individual organisms, of course, want to maximize their existence and everything, you know, like, wants to exist.
[1147] But I guess for me, the small comfort is my existence matters to future existence.
[1148] Speaking of future existence, is there advice you can give to future pockets of existences, aka young people, about life?
[1149] You've had a. you've worn many hats, you've taken on some of the biggest problems in the universe.
[1150] Is there advice you can give to young people about life, about career, about existing?
[1151] Maybe not about the last one.
[1152] You know, a lot of people ask me this question about like working on such hard problems, like how can you make a successful career out of that?
[1153] But I think for me, it couldn't be otherwise.
[1154] Like, I have to be fulfilled.
[1155] You have to work on things you care about.
[1156] and that's always kind of driven me. And that's been discipline department and sort of superficial level problem independent because I started at community college actually and I was taking a physics class and I learned about magnetic monopoles and we didn't know if they existed in the universe but we could predict them and we could go look for them.
[1157] And I was so deeply intrigued by this idea that we had this mathematical formula to go look for things.
[1158] And then I wanted to become a theoretical physicist because of that.
[1159] But that actually wasn't my driving question.
[1160] I realized my driving question is the nature of the correspondence between our minds and physical reality and what we are.
[1161] And that question is very deep so you can work across a lot of fields doing that.
[1162] But I think without that driving question, I never would have been able to do all the things that I've done.
[1163] It's really the passion that drives it.
[1164] And usually when students ask me these kind of questions, I tell them, like, you have to find something you really care about working on because if you don't really care about it, A, you're not going to be your best at it.
[1165] And B, it's not going to be worth your time.
[1166] Why would you spend your time working on something you're not interested in?
[1167] So find the driving questions.
[1168] Yeah, find the driving question.
[1169] Find your passion.
[1170] I mean, I think passion makes a huge difference in terms of creativity, talent, and potential, and also being able to tolerate all the hard things that come with any career or life.
[1171] Yeah, I've had a bunch of moments in my life where I've just been captivated by some beautiful phenomena.
[1172] And I guess being rigorous about it and asking what is the question underlying this phenomenon like robots bring a smile to my face and forming a question of like, why the hell is this so fascinating?
[1173] Yeah.
[1174] Why is this specifically the human robot interaction question that something beautiful is brought to life when humans and robots interact, understanding that deep, Yeah.
[1175] I was like, okay, so this is going to be my life work then.
[1176] I don't know what the hell it is, but that's what I want to do.
[1177] Interesting.
[1178] And doing that for whatever the hell gives you that kind of feeling, I guess is the point.
[1179] Yeah.
[1180] Am I allowed to ask you a question?
[1181] Sure.
[1182] Okay.
[1183] On that point, because I had this colleague that suggests the idea that, like, consciousness might be contagious.
[1184] And so interacting with things, you know, it's funny.
[1185] No, yeah, yeah.
[1186] It's an interesting idea, right?
[1187] So I'm wondering, like, sort of, you know, the motivation there.
[1188] Is it the motivation that you want more of the universe to appreciate things the way we do and appreciate those interactions?
[1189] Or is it really more the enjoyment of the human in those interactions?
[1190] Like, is it, I don't, do you know what I'm asking?
[1191] Yeah, yeah.
[1192] See, I think consciousness is created in the interaction between things.
[1193] Yes, I agree.
[1194] So the joy is in the creation of consciousness.
[1195] I see.
[1196] I really like the idea that it doesn't just have to be two humans creating consciousness together.
[1197] It could be humans and other entities.
[1198] We talked offline about dogs and other pets and so on.
[1199] There's a magic.
[1200] I mean, I've been calling it love.
[1201] It's this beauty of the human experience that's created.
[1202] And it just feels like fascinating that you could do that with a robotic system.
[1203] right and right there's something really powerful to me about engineering systems that allow you to create some of the magic of the human experience because then you get to understand what it takes at least get inklings of what it takes to to create consciousness and I don't get this um you know philosophers get really upset about this idea that sort of the illusion of consciousness is consciousness but I really like the idea of engineering systems that fool you into thinking they're conscious.
[1204] Right.
[1205] Because that's sufficient to create the magical experience.
[1206] Right, because it's the interaction, yeah.
[1207] It's the interaction, yeah.
[1208] And this is the Russian head I wear, which is like I think there's an ocean of loneliness in the world.
[1209] I think we're deeply lonely.
[1210] We're not even allowing ourselves to acknowledge that.
[1211] And I kind of think that's what love is between, romantic love and friendship is two people kind of getting a little bit like like alleviating for brief moment that loneliness that loneliness but not but we're not there it's not the full aspect of that loneliness like we're desperately alone we're desperately afraid of non -existing right I have that kind of sense and I just want to explore that ocean of loneliness more right engineering but like create a submarine that goes into the depth of that loneliness.
[1212] So creating systems that can truly hear you, truly listen.
[1213] Make the universe a less lonely place.
[1214] Exactly.
[1215] Let me ask you about the meaning.
[1216] You've brought up why, the physics of why.
[1217] What do you think is the meaning of our particular planets, a set of existences, and the universe in general?
[1218] The meaning of life.
[1219] Yes.
[1220] Someone once told me as a physicist, I'm not allowed to ask why.
[1221] questions but I don't believe that so I think I think what we are is the creative process in the universe I think and I for me that's the meaning the ability to yeah to create more possibilities and more things to exist what is uh does the yesky has the saying beauty will save the the world what is uh is there connection between creation and beauty?
[1222] I think so.
[1223] So is that like, are they, is it beauty a correlate of creation?
[1224] It might be.
[1225] I don't know.
[1226] I mean, why is it, you know, a lot of people have asked these kind of questions, but like, why is it, we have such an emotional response to intellectual activity or creativity?
[1227] And that seems kind of a deep question to me. Like, it seems very intrinsic to what we are.
[1228] So I, I do have an interest in the questions I asked, because.
[1229] I think they're beautiful, and I think the universe is beautiful, and I'm just so deeply fascinated by the fact that I exist at all.
[1230] And so maybe it's that, you know, that intrinsic feeling of beauty that's in part driving, you know, the physics of creating more things, so they could be deeper related in that way.
[1231] Well, I don't think there's a better way to end it.
[1232] I think this conversation was beautiful.
[1233] Thank you so much for wasting all your very.
[1234] valuable time with me today.
[1235] I really, really appreciate it, Sarah.
[1236] This is an honor.
[1237] I hope we get a chance to talk again.
[1238] I hope, like I mentioned to you offline, we get a chance to talk with Lee.
[1239] You guys have a beautiful, like, intellectual chemistry that's fascinating to listen to.
[1240] So I'm a huge fan of both of you.
[1241] And I can't wait to see what you do next.
[1242] Thanks so much.
[1243] Great to be here.
[1244] Fun.
[1245] Thanks for listening to this conversation with Sarah Walker.
[1246] And thank you to Athletic Greens, NetSuite, Blinkist, and Magic Spoon.
[1247] Check them out in a description to support this podcast.
[1248] And now, let me leave you with some words from Robert Frost, one of my favorite poets.
[1249] In three words, I can sum up everything I've learned about life.
[1250] It Goes On.
[1251] Thank you for listening.
[1252] I hope to see you next time.