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WEBVTT
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The following is a conversation with Sean Carroll.
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He's a theoretical physicist at Caltech,
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specializing in quantum mechanics, gravity, and cosmology.
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He's the author of several popular books,
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one on the Arrow of Time called From Eternity to Hear,
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one on the Higgs Boson called Particle
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at the End of the Universe,
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and one on Science and Philosophy called The Big Picture,
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on the origins of life, meaning, and the universe itself.
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He has an upcoming book on quantum mechanics
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that you can preorder now called Something Deeply Hidden.
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He writes one of my favorite blogs on his website,
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preposterousuniverse.com.
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I recommend clicking on the greatest hits link
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that lists accessible, interesting posts on the Arrow of Time,
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dark matter, dark energy, the Big Bang, general relativity,
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string theory, quantum mechanics,
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and the big meta questions about the philosophy of science,
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God, ethics, politics, academia, and much, much more.
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Finally, and perhaps most famously,
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he's the host of a podcast called Mindscape
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that you should subscribe to and support on Patreon.
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Along with the Joe Rogan experience,
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Sam Harris is Making Sense,
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and Dan Carlin's Hardcore History.
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Sean's Mindscape podcast is one of my favorite ways
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to learn new ideas or explore different perspectives
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and ideas that I thought I understood.
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It was truly an honor to meet and spend a couple hours
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with Sean.
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It's a bit heartbreaking to say that for the first time ever,
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the audio recorder for this podcast died
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in the middle of our conversation.
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There are technical reasons for this,
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having to do with phantom power
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that I now understand and will avoid.
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It took me one hour to notice and fix the problem.
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So, much like the universe's 68% dark energy,
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roughly the same amount from this conversation was lost,
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except in the memories of the two people involved
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and in my notes.
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I'm sure we'll talk again and continue this conversation
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on this podcast or on Sean's.
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And of course, I look forward to it.
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This is the Artificial Intelligence podcast.
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If you enjoy it, subscribe on YouTube,
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iTunes, support on Patreon,
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or simply connect with me on Twitter at Lex Freedman.
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And now, here's my conversation with Sean Carroll.
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What do you think is more interesting and impactful?
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Understanding how the universe works
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at a fundamental level
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or understanding how the human mind works?
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You know, of course this is a crazy meaningless
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unanswerable question in some sense,
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because they're both very interesting
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and there's no absolute scale of interestingness
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that we can rate them on.
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There's a glib answer that says the human brain
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is part of the universe, right?
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And therefore, understanding the universe
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is more fundamental than understanding the human brain.
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But do you really believe that once we understand
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the fundamental way the universe works
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at the particle level,
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the forces we would be able to understand how the mind works?
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No, certainly not.
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We cannot understand how ice cream works
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just from understanding how particles work, right?
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So I'm a big believer in emergence.
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I'm a big believer that there are different ways
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of talking about the world
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beyond just the most fundamental microscopic one.
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You know, when we talk about tables and chairs
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and planets and people,
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we're not talking the language
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of particle physics and cosmology.
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So, but understanding the universe,
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you didn't say just at the most fundamental level, right?
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So understanding the universe at all levels is part of that.
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I do think, you know, to be a little bit more fair
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to the question, there probably are general principles
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of complexity, biology, information processing,
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memory, knowledge, creativity
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that go beyond just the human brain, right?
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And maybe one could count understanding those
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as part of understanding the universe.
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The human brain, as far as we know, is the most complex thing
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in the universe.
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So there's, it's certainly absurd to think
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that by understanding the fundamental laws
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of particle physics,
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you get any direct insight on how the brain works.
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But then there's this step
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from the fundamentals of particle physics
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to information processing,
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which a lot of physicists and philosophers
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may be a little bit carelessly take
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when they talk about artificial intelligence.
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Do you think of the universe
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as a kind of a computational device?
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No.
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To be like the honest answer there is no.
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There's a sense in which the universe processes information
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clearly.
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There's a sense in which the universe is like a computer,
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clearly.
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But in some sense, I think,
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I tried to say this once on my blog
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and no one agreed with me,
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but the universe is more like a computation
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than a computer because the universe happens once.
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A computer is a general purpose machine, right?
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You can ask it different questions,
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even a pocket calculator, right?
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And it's set up to answer certain kinds of questions.
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The universe isn't that.
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So information processing happens in the universe,
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but it's not what the universe is.
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And I know your MIT colleague, Seth Lloyd,
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feels very differently about this, right?
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Well, you're thinking of the universe as a closed system.
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I am.
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So what makes a computer more like a PC,
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like a computing machine,
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is that there's a human that comes up to it
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and moves the mouse around,
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so input gives it input.
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And that's why you're saying it's just a computation,
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a deterministic thing that's just unrolling.
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But the immense complexity of it
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is nevertheless like processing.
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There's a state and it changes with rules.
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And there's a sense for a lot of people
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that if the brain operates, the human brain operates
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within that world,
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then it's simply just a small subset of that.
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And so there's no reason we can't build
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arbitrarily great intelligences.
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Yeah.
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Do you think of intelligence in this way?
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Intelligence is tricky.
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I don't have a definition of it offhand.
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So I remember this panel discussion
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that I saw on YouTube, I wasn't there,
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but Seth Lloyd was on the panel.
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And so was Martin Rees, the famous astrophysicist.
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And Seth gave his shtick for why the universe is a computer
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and explained this.
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And Martin Rees said, so what is not a computer?
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And Seth is like, oh, that's a good question.
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I'm not sure.
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Because if you have a sufficiently broad definition
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of what a computer is, then everything is, right?
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And similarly, or the analogy gains force
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when it excludes some things.
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Is the moon going around the earth performing a computation?
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I can come up with definitions in which the answer is yes,
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but it's not a very useful computation.
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I think that it's absolutely helpful
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to think about the universe in certain situations,
06:49.600 --> 06:53.080
certain contexts, as an information processing device.
06:53.080 --> 06:54.840
I'm even guilty of writing a paper
06:54.840 --> 06:56.960
called Quantum Circuit Cosmology, where
06:56.960 --> 06:59.280
we modeled the whole universe as a quantum circuit.
06:59.280 --> 07:00.320
As a circuit.
07:00.320 --> 07:01.440
As a circuit, yeah.
07:01.440 --> 07:02.840
With qubits kind of thing.
07:02.840 --> 07:05.000
With qubits, basically, right.
07:05.000 --> 07:07.400
So in qubits, becoming more and more entangled.
07:07.400 --> 07:09.640
So do we want to digress a little bit?
07:09.640 --> 07:11.000
Because this is kind of fun.
07:11.000 --> 07:13.680
So here's a mystery about the universe
07:13.680 --> 07:16.840
that is so deep and profound that nobody talks about it.
07:16.840 --> 07:19.040
Space expands, right?
07:19.040 --> 07:21.880
And we talk about, in a certain region of space,
07:21.880 --> 07:23.560
a certain number of degrees of freedom,
07:23.560 --> 07:25.480
a certain number of ways that the quantum fields
07:25.480 --> 07:28.800
and the particles in that region can arrange themselves.
07:28.800 --> 07:32.200
That number of degrees of freedom in a region of space
07:32.200 --> 07:33.800
is arguably finite.
07:33.800 --> 07:36.640
We actually don't know how many there are,
07:36.640 --> 07:39.440
but there's a very good argument that says it's a finite number.
07:39.440 --> 07:44.920
So as the universe expands and space gets bigger,
07:44.920 --> 07:46.560
are there more degrees of freedom?
07:46.560 --> 07:48.520
If it's an infinite number, it doesn't really matter.
07:48.520 --> 07:50.000
Infinity times 2 is still infinity.
07:50.000 --> 07:53.160
But if it's a finite number, then there's more space,
07:53.160 --> 07:54.480
so there's more degrees of freedom.
07:54.480 --> 07:55.760
So where did they come from?
07:55.760 --> 07:58.000
That would mean the universe is not a closed system.
07:58.000 --> 08:01.520
There's more degrees of freedom popping into existence.
08:01.520 --> 08:05.320
So what we suggested was that there are more degrees of freedom.
08:05.320 --> 08:07.960
And it's not that they're not there to start,
08:07.960 --> 08:10.880
but they're not entangled to start.
08:10.880 --> 08:12.800
So the universe that you and I know of,
08:12.800 --> 08:15.440
the three dimensions around us that we see,
08:15.440 --> 08:18.080
we said those are the entangled degrees of freedom
08:18.080 --> 08:19.640
making up space time.
08:19.640 --> 08:22.640
As the universe expands, there are a whole bunch of qubits
08:22.640 --> 08:26.840
in their zero state that become entangled
08:26.840 --> 08:28.720
with the rest of space time through the action
08:28.720 --> 08:31.200
of these quantum circuits.
08:31.200 --> 08:37.080
So what does it mean that there's now more degrees of freedom
08:37.080 --> 08:39.280
as they become more entangled?
08:39.280 --> 08:40.280
Yeah.
08:40.280 --> 08:41.640
As the universe expands.
08:41.640 --> 08:41.960
That's right.
08:41.960 --> 08:43.280
So there's more and more degrees of freedom
08:43.280 --> 08:47.320
that are entangled, that are playing the role of part
08:47.320 --> 08:49.600
of the entangled space time structure.
08:49.600 --> 08:53.320
So the underlying philosophy is that space time itself
08:53.320 --> 08:55.600
arises from the entanglement of some fundamental quantum
08:55.600 --> 08:57.680
degrees of freedom.
08:57.680 --> 08:58.280
Wow.
08:58.280 --> 08:59.780
OK.
08:59.780 --> 09:05.200
At which point is most of the entanglement happening?
09:05.200 --> 09:07.400
Are we talking about close to the Big Bang?
09:07.400 --> 09:11.840
Are we talking about throughout the time of the life of the
09:11.840 --> 09:12.340
universe?
09:12.340 --> 09:12.840
Yeah.
09:12.840 --> 09:15.080
So the idea is that at the Big Bang,
09:15.080 --> 09:17.760
almost all the degrees of freedom that the universe could
09:17.760 --> 09:22.400
have were there, but they were unentangled with anything else.
09:22.400 --> 09:23.840
And that's a reflection of the fact
09:23.840 --> 09:25.560
that the Big Bang had a low entropy.
09:25.560 --> 09:28.080
It was a very simple, very small place.
09:28.080 --> 09:31.360
And as space expands, more and more degrees of freedom
09:31.360 --> 09:34.240
become entangled with the rest of the world.
09:34.240 --> 09:35.960
Well, I have to ask John Carroll,
09:35.960 --> 09:38.160
what do you think of the thought experiment from Nick
09:38.160 --> 09:41.560
Bostrom that we're living in a simulation?
09:41.560 --> 09:44.880
So I think let me contextualize that a little bit more.
09:44.880 --> 09:48.320
I think people don't actually take this thought experiment.
09:48.320 --> 09:50.360
I think it's quite interesting.
09:50.360 --> 09:52.880
It's not very useful, but it's quite interesting.
09:52.880 --> 09:55.440
From the perspective of AI, a lot of the learning
09:55.440 --> 09:59.280
that can be done usually happens in simulation,
09:59.280 --> 10:01.440
artificial examples.
10:01.440 --> 10:03.040
And so it's a constructive question
10:03.040 --> 10:09.360
to ask how difficult is our real world to simulate,
10:09.360 --> 10:12.400
which is kind of a dual part of, if we're
10:12.400 --> 10:16.400
living in a simulation and somebody built that simulation,
10:16.400 --> 10:18.840
if you were to try to do it yourself, how hard would it be?
10:18.840 --> 10:21.080
So obviously, we could be living in a simulation.
10:21.080 --> 10:22.960
If you just want the physical possibility,
10:22.960 --> 10:25.360
then I completely agree that it's physically possible.
10:25.360 --> 10:27.360
I don't think that we actually are.
10:27.360 --> 10:31.880
So take this one piece of data into consideration.
10:31.880 --> 10:35.080
We live in a big universe.
10:35.080 --> 10:38.480
There's two trillion galaxies in our observable universe
10:38.480 --> 10:41.640
with 200 billion stars in each galaxy, et cetera.
10:41.640 --> 10:44.920
It would seem to be a waste of resources
10:44.920 --> 10:47.600
to have a universe that big going on just to do a simulation.
10:47.600 --> 10:50.120
So in other words, I want to be a good Bayesian.
10:50.120 --> 10:54.920
I want to ask, under this hypothesis, what do I expect to see?
10:54.920 --> 10:56.080
So the first thing I would say is I
10:56.080 --> 11:00.280
wouldn't expect to see a universe that was that big.
11:00.280 --> 11:02.560
The second thing is I wouldn't expect the resolution
11:02.560 --> 11:05.000
of the universe to be as good as it is.
11:05.000 --> 11:08.960
So it's always possible that if our superhuman simulators only
11:08.960 --> 11:10.840
have finite resources that they don't render
11:10.840 --> 11:14.360
the entire universe, that the part that is out there,
11:14.360 --> 11:17.040
the two trillion galaxies, isn't actually
11:17.040 --> 11:19.600
being simulated fully.
11:19.600 --> 11:22.720
But then the obvious extrapolation of that
11:22.720 --> 11:25.640
is that only I am being simulated fully.
11:25.640 --> 11:29.240
The rest of you are just nonplayer characters.
11:29.240 --> 11:30.520
I'm the only thing that is real.
11:30.520 --> 11:32.720
The rest of you are just chatbots.
11:32.720 --> 11:34.320
Beyond this wall, I see the wall,
11:34.320 --> 11:37.360
but there is literally nothing on the other side of the wall.
11:37.360 --> 11:39.000
That is sort of the Bayesian prediction.
11:39.000 --> 11:40.400
That's what it would be like to do
11:40.400 --> 11:42.240
an efficient simulation of me.
11:42.240 --> 11:45.760
So none of that seems quite realistic.
11:45.760 --> 11:50.880
I don't see, I hear the argument that it's just possible
11:50.880 --> 11:53.280
and easy to simulate lots of things.
11:53.280 --> 11:57.280
I don't see any evidence from what we know about our universe
11:57.280 --> 11:59.280
that we look like a simulated universe.
11:59.280 --> 12:01.120
Now, maybe you can say, well, we don't know what it would
12:01.120 --> 12:03.000
look like, but that's just abandoning
12:03.000 --> 12:04.520
your Bayesian responsibilities.
12:04.520 --> 12:07.680
Like your job is to say, under this theory,
12:07.680 --> 12:09.480
here's what you would expect to see.
12:09.480 --> 12:11.680
Yeah, so certainly if you think about a simulation
12:11.680 --> 12:16.680
as a thing that's like a video game where only a small subset
12:16.680 --> 12:22.880
is being readied, but say all the laws of physics,
12:22.880 --> 12:26.560
the entire closed system of the quote unquote universe,
12:26.560 --> 12:27.800
it had a creator.
12:27.800 --> 12:29.640
Yeah, it's always possible.
12:29.640 --> 12:32.280
So that's not useful to think about
12:32.280 --> 12:34.040
when you're thinking about physics.
12:34.040 --> 12:38.080
The way Nick Bostrom phrases it, if it's possible
12:38.080 --> 12:40.520
to simulate a universe, eventually we'll do it.
12:40.520 --> 12:42.720
Right.
12:42.720 --> 12:45.560
You can use that, by the way, for a lot of things.
12:45.560 --> 12:49.840
But I guess the question is, how hard is it
12:49.840 --> 12:52.320
to create a universe?
12:52.320 --> 12:53.800
I wrote a little blog post about this,
12:53.800 --> 12:55.440
and maybe I'm missing something.
12:55.440 --> 12:57.680
But there's an argument that says not only
12:57.680 --> 13:00.480
that it might be possible to simulate a universe,
13:00.480 --> 13:05.400
but probably, if you imagine that you actually
13:05.400 --> 13:07.320
attribute consciousness and agency
13:07.320 --> 13:09.920
to the little things that we're simulating,
13:09.920 --> 13:12.400
to our little artificial beings, there's probably
13:12.400 --> 13:15.000
a lot more of them than there are ordinary organic beings
13:15.000 --> 13:17.400
in the universe, or there will be in the future.
13:17.400 --> 13:19.600
So there's an argument that not only is being a simulation
13:19.600 --> 13:23.520
possible, it's probable, because in the space
13:23.520 --> 13:25.480
of all living consciousnesses, most of them
13:25.480 --> 13:26.600
are being simulated.
13:26.600 --> 13:28.840
Most of them are not at the top level.
13:28.840 --> 13:30.520
I think that argument must be wrong,
13:30.520 --> 13:34.080
because it follows from that argument that if we're simulated,
13:34.080 --> 13:36.880
but we can also simulate other things.
13:36.880 --> 13:38.800
Well, but if we can simulate other things,
13:38.800 --> 13:41.800
they can simulate other things.
13:41.800 --> 13:44.280
If we give them enough power and resolution,
13:44.280 --> 13:46.000
and ultimately, we'll reach a bottom,
13:46.000 --> 13:47.800
because the laws of physics in our universe
13:47.800 --> 13:51.120
have a bottom, we're made of atoms and so forth.
13:51.120 --> 13:55.080
So there will be the cheapest possible simulations.
13:55.080 --> 13:57.680
And if you believe the original argument,
13:57.680 --> 13:59.920
you should conclude that we should be in the cheapest
13:59.920 --> 14:02.560
possible simulation, because that's where most people are.
14:02.560 --> 14:03.640
But we don't look like that.
14:03.640 --> 14:06.880
It doesn't look at all like we're at the edge of resolution,
14:06.880 --> 14:09.960
that we're 16 bit things.
14:09.960 --> 14:12.840
It seems much easier to make much lower level things
14:12.840 --> 14:14.160
than we are.
14:14.160 --> 14:18.200
So, and also, I question the whole approach
14:18.200 --> 14:19.840
to the anthropic principle that says
14:19.840 --> 14:22.320
we are typical observers in the universe.
14:22.320 --> 14:23.640
I think that that's not actually,
14:23.640 --> 14:27.320
I think that there's a lot of selection that we can do
14:27.320 --> 14:30.120
that were typical within things we already know,
14:30.120 --> 14:32.240
but not typical within all the universe.
14:32.240 --> 14:35.760
So do you think there is intelligent life,
14:35.760 --> 14:37.800
however you would like to define intelligent life
14:37.800 --> 14:39.920
out there in the universe?
14:39.920 --> 14:44.640
My guess is that there is not intelligent life
14:44.640 --> 14:46.840
in the observable universe other than us.
14:48.320 --> 14:52.480
Simply on the basis of the fact that the likely number
14:52.480 --> 14:56.320
of other intelligent species in the observable universe,
14:56.320 --> 15:00.280
there's two likely numbers, zero or billions.
15:01.480 --> 15:02.560
And if there had been billions,
15:02.560 --> 15:04.000
you would have noticed already.
15:05.040 --> 15:07.320
For there to be literally like a small number,
15:07.320 --> 15:12.320
like Star Trek, there's a dozen intelligent civilizations
15:12.440 --> 15:15.040
in our galaxy, but not a billion.
15:16.240 --> 15:18.480
That's weird, that's sort of bizarre to me.
15:18.480 --> 15:21.000
It's easy for me to imagine that there are zero others
15:21.000 --> 15:22.600
because there's just a big bottleneck
15:22.600 --> 15:24.960
to making multicellular life
15:24.960 --> 15:27.040
or technological life or whatever.
15:27.040 --> 15:28.560
It's very hard for me to imagine
15:28.560 --> 15:30.160
that there's a whole bunch out there
15:30.160 --> 15:32.280
that have somehow remained hidden from us.
15:32.280 --> 15:34.880
The question I'd like to ask is,
15:34.880 --> 15:37.240
what would intelligent life look like?
15:37.240 --> 15:41.120
What I mean by that question and where it's going is,
15:41.120 --> 15:45.120
what if intelligent life is just fundamentally,
15:45.120 --> 15:49.120
in some very big ways, different than the one
15:49.120 --> 15:51.480
that has on Earth.
15:51.480 --> 15:53.880
That there's all kinds of intelligent life
15:53.880 --> 15:57.560
that operates at different scales of both size and temporal.
15:57.560 --> 15:59.280
That's a great possibility
15:59.280 --> 16:00.800
because I think we should be humble
16:00.800 --> 16:02.640
about what intelligence is, what life is.
16:02.640 --> 16:04.040
We don't even agree on what life is,
16:04.040 --> 16:06.040
much less what intelligent life is, right?
16:06.040 --> 16:08.200
So that's an argument for humility,
16:08.200 --> 16:10.080
saying there could be intelligent life
16:10.080 --> 16:12.800
of a very different character, right?
16:12.800 --> 16:17.240
You could imagine that dolphins are intelligent
16:17.240 --> 16:19.760
but never invent space travel
16:19.760 --> 16:20.760
because they live in the ocean
16:20.760 --> 16:22.760
and they don't have thumbs, right?
16:22.760 --> 16:25.840
So they never invent technology, they never invent smelting.
16:26.840 --> 16:31.200
Maybe the universe is full of intelligent species
16:31.200 --> 16:33.200
that just don't make technology, right?
16:33.200 --> 16:35.440
That's compatible with the data, I think.
16:35.440 --> 16:38.560
And I think maybe what you're pointing at
16:38.560 --> 16:42.560
is even more out there versions of intelligence,
16:42.560 --> 16:46.240
you know, intelligence in intermolecular clouds
16:46.240 --> 16:48.160
or on the surface of a neutron star
16:48.160 --> 16:50.360
or in between the galaxies in giant things
16:50.360 --> 16:52.840
where the equivalent of a heartbeat is 100 million years.
16:54.840 --> 16:56.760
On the one hand, yes,
16:56.760 --> 16:58.560
we should be very open minded about those things.
16:58.560 --> 17:03.560
On the other hand, we all of us share the same laws of physics.
17:03.560 --> 17:07.040
There might be something about the laws of physics
17:07.040 --> 17:08.560
even though we don't currently know exactly
17:08.560 --> 17:12.560
what that thing would be that makes meters
17:12.560 --> 17:16.560
and years the right length and time scales
17:16.560 --> 17:19.560
for intelligent life, maybe not.
17:19.560 --> 17:22.560
But we're made of atoms, atoms have a certain size,
17:22.560 --> 17:25.560
we orbit stars, our stars have a certain lifetime.
17:25.560 --> 17:28.560
It's not impossible to me that there's a sweet spot
17:28.560 --> 17:30.560
for intelligent life that we find ourselves in.
17:30.560 --> 17:33.560
So I'm open minded either way, I'm open minded either being humble
17:33.560 --> 17:35.560
and there's all sorts of different kinds of life
17:35.560 --> 17:37.560
or no, there's a reason we just don't know it yet
17:37.560 --> 17:40.560
why life like ours is the kind of life that's out there.
17:40.560 --> 17:43.560
Yeah, I'm of two minds too, but I often wonder
17:43.560 --> 17:48.560
if our brains is just designed to, quite obviously,
17:48.560 --> 17:53.560
to operate and see the world on these time scales.
17:53.560 --> 17:57.560
And we're almost blind and the tools we've created
17:57.560 --> 18:01.560
for detecting things are blind to the kind of observation
18:01.560 --> 18:04.560
needed to see intelligent life at other scales.
18:04.560 --> 18:06.560
Well, I'm totally open to that,
18:06.560 --> 18:08.560
but so here's another argument I would make.
18:08.560 --> 18:10.560
We have looked for intelligent life,
18:10.560 --> 18:13.560
but we've looked at for it in the dumbest way we can
18:13.560 --> 18:15.560
by turning radio telescopes to the sky.
18:15.560 --> 18:20.560
And why in the world would a super advanced civilization
18:20.560 --> 18:23.560
randomly beam out radio signals wastefully
18:23.560 --> 18:25.560
in all directions into the universe?
18:25.560 --> 18:28.560
It just doesn't make any sense, especially because
18:28.560 --> 18:30.560
in order to think that you would actually contact
18:30.560 --> 18:33.560
another civilization, you would have to do it forever.
18:33.560 --> 18:35.560
You have to keep doing it for millions of years.
18:35.560 --> 18:37.560
That sounds like a waste of resources.
18:37.560 --> 18:42.560
If you thought that there were other solar systems
18:42.560 --> 18:45.560
with planets around them where maybe intelligent life
18:45.560 --> 18:48.560
didn't yet exist, but might someday,
18:48.560 --> 18:51.560
you wouldn't try to talk to it with radio waves.
18:51.560 --> 18:53.560
You would send a spacecraft out there
18:53.560 --> 18:55.560
and you would park it around there.
18:55.560 --> 18:57.560
And it would be like, from our point of view,
18:57.560 --> 19:00.560
it would be like 2001 where there was a monolith.
19:00.560 --> 19:02.560
There could be an artifact.
19:02.560 --> 19:04.560
In fact, the other way works also, right?
19:04.560 --> 19:07.560
There could be artifacts in our solar system
19:07.560 --> 19:11.560
that have been put there by other technologically advanced
19:11.560 --> 19:14.560
civilizations, and that's how we will eventually contact them.
19:14.560 --> 19:16.560
We just haven't explored the solar system well enough yet
19:16.560 --> 19:18.560
to find them.
19:18.560 --> 19:20.560
The reason why we don't think about that is because
19:20.560 --> 19:21.560
we're young and impatient, right?
19:21.560 --> 19:23.560
It's like it would take more than my lifetime
19:23.560 --> 19:25.560
to actually send something to another star system
19:25.560 --> 19:27.560
and wait for it and then come back.
19:27.560 --> 19:30.560
But if we start thinking on hundreds of thousands of years
19:30.560 --> 19:32.560
or a million year time scales,
19:32.560 --> 19:34.560
that's clearly the right thing to do.
19:34.560 --> 19:38.560
Are you excited by the thing that Elon Musk is doing with SpaceX
19:38.560 --> 19:41.560
in general, but the idea of space exploration,
19:41.560 --> 19:45.560
even though you're species is young and impatient?
19:45.560 --> 19:50.560
No, I do think that space travel is crucially important, long term.
19:50.560 --> 19:52.560
Even to other star systems.
19:52.560 --> 19:57.560
And I think that many people overestimate the difficulty
19:57.560 --> 20:00.560
because they say, look, if you travel 1% the speed of light
20:00.560 --> 20:03.560
to another star system, we'll be dead before we get there, right?
20:03.560 --> 20:05.560
And I think that it's much easier.
20:05.560 --> 20:07.560
And therefore, when they write their science fiction stories,
20:07.560 --> 20:09.560
they imagine we'd go faster than the speed of light
20:09.560 --> 20:11.560
because otherwise they're too impatient, right?
20:11.560 --> 20:13.560
We're not going to go faster than the speed of light,
20:13.560 --> 20:15.560
but we could easily imagine that the human lifespan
20:15.560 --> 20:17.560
gets extended to thousands of years.
20:17.560 --> 20:19.560
And once you do that, then the stars are much closer.
20:19.560 --> 20:20.560
Effectively, right?
20:20.560 --> 20:22.560
What's 100 year trip, right?
20:22.560 --> 20:26.560
So I think that that's going to be the future, the far future,
20:26.560 --> 20:29.560
not my lifetime once again, but baby steps.
20:29.560 --> 20:31.560
Unless your lifetime gets extended.
20:31.560 --> 20:33.560
Well, it's in a race against time, right?
20:33.560 --> 20:37.560
A friend of mine who actually thinks about these things said,
20:37.560 --> 20:39.560
you know, you and I are going to die,
20:39.560 --> 20:42.560
but I don't know about our grandchildren.
20:42.560 --> 20:45.560
I don't know, predicting the future is hard,
20:45.560 --> 20:47.560
but that's the least plausible scenario.
20:47.560 --> 20:51.560
And so, yeah, no, I think that as we discussed earlier,
20:51.560 --> 20:56.560
there are threats to the earth, known and unknown, right?
20:56.560 --> 21:02.560
Having spread humanity and biology elsewhere
21:02.560 --> 21:04.560
is a really important longterm goal.
21:04.560 --> 21:08.560
What kind of questions can science not currently answer,
21:08.560 --> 21:11.560
but might soon?
21:11.560 --> 21:14.560
When you think about the problems and the mysteries before us,
21:14.560 --> 21:17.560
that may be within reach of science.
21:17.560 --> 21:19.560
I think an obvious one is the origin of life.
21:19.560 --> 21:21.560
We don't know how that happened.
21:21.560 --> 21:24.560
There's a difficulty in knowing how it happened historically,
21:24.560 --> 21:26.560
actually, you know, literally on earth,
21:26.560 --> 21:29.560
but starting life from nonlife
21:29.560 --> 21:32.560
is something I kind of think we're close to, right?
21:32.560 --> 21:33.560
You really think so?
21:33.560 --> 21:35.560
Like, how difficult is it to start life?
21:35.560 --> 21:36.560
I do.
21:36.560 --> 21:40.560
Well, I've talked to people, including on the podcast, about this.
21:40.560 --> 21:42.560
You know, life requires three things.
21:42.560 --> 21:44.560
Life as we know it.
21:44.560 --> 21:46.560
There's a difference between life, who knows what it is,
21:46.560 --> 21:47.560
and life as we know it,
21:47.560 --> 21:50.560
which we can talk about with some intelligence.
21:50.560 --> 21:53.560
Life as we know it requires compartmentalization.
21:53.560 --> 21:56.560
You need a little membrane around your cell.
21:56.560 --> 21:58.560
Metabolism, you need to take in food and eat it
21:58.560 --> 22:00.560
and let that make you do things.
22:00.560 --> 22:02.560
And then replication.
22:02.560 --> 22:04.560
You need to have some information about who you are,
22:04.560 --> 22:07.560
that you pass down to future generations.
22:07.560 --> 22:11.560
In the lab, compartmentalization seems pretty easy,
22:11.560 --> 22:13.560
not hard to make lipid bilayers
22:13.560 --> 22:16.560
that come into little cellular walls pretty easily.
22:16.560 --> 22:19.560
Metabolism and replication are hard,
22:19.560 --> 22:21.560
but replication we're close to.
22:21.560 --> 22:25.560
People have made RNA like molecules in the lab that...
22:25.560 --> 22:28.560
I think the state of the art is
22:28.560 --> 22:31.560
they're not able to make one molecule that reproduces itself,
22:31.560 --> 22:34.560
but they're able to make two molecules that reproduce each other.
22:34.560 --> 22:37.560
So that's okay. That's pretty close.
22:37.560 --> 22:40.560
Metabolism is harder, believe it or not,
22:40.560 --> 22:42.560
even though it's sort of the most obvious thing,
22:42.560 --> 22:44.560
but you want some sort of controlled metabolism
22:44.560 --> 22:48.560
and the actual cellular machinery in our bodies is quite complicated.
22:48.560 --> 22:51.560
It's hard to see it just popping into existence all by itself.
22:51.560 --> 22:53.560
It probably took a while.
22:53.560 --> 22:55.560
But we're making progress.
22:55.560 --> 22:58.560
In fact, I don't think we're spending nearly enough money on it.
22:58.560 --> 23:01.560
If I were the NSF, I would flood this area with money
23:01.560 --> 23:04.560
because it would change our view of the world
23:04.560 --> 23:06.560
if we could actually make life in the lab
23:06.560 --> 23:09.560
and understand how it was made originally here on Earth.
23:09.560 --> 23:11.560
I'm sure it would have some ripple effects
23:11.560 --> 23:13.560
that help cure diseases and so on.
23:13.560 --> 23:15.560
That's right.
23:15.560 --> 23:18.560
Synthetic biology is a wonderful big frontier where we're making cells.
23:18.560 --> 23:21.560
Right now, the best way to do that
23:21.560 --> 23:23.560
is to borrow heavily from existing biology.
23:23.560 --> 23:26.560
Craig Ventner several years ago created an artificial cell,
23:26.560 --> 23:28.560
but all he did was...
23:28.560 --> 23:30.560
not all he did, it was a tremendous accomplishment,
23:30.560 --> 23:33.560
but all he did was take out the DNA from a cell
23:33.560 --> 23:36.560
and put in entirely new DNA and let it boot up and go.
23:36.560 --> 23:43.560
What about the leap to creating intelligent life on Earth?
23:43.560 --> 23:45.560
However, again, we define intelligence, of course,
23:45.560 --> 23:49.560
but let's just even say homo sapiens,
23:49.560 --> 23:54.560
the modern intelligence in our human brain.
23:54.560 --> 23:58.560
Do you have a sense of what's involved in that leap
23:58.560 --> 24:00.560
and how big of a leap that is?
24:00.560 --> 24:02.560
So AI would count in this?
24:02.560 --> 24:04.560
Or do you really want life?
24:04.560 --> 24:06.560
AI would count in some sense.
24:06.560 --> 24:08.560
AI would count, I think.
24:08.560 --> 24:10.560
Of course, AI would count.
24:10.560 --> 24:12.560
Well, let's say artificial consciousness.
24:12.560 --> 24:14.560
I do not think we are on the threshold
24:14.560 --> 24:16.560
of creating artificial consciousness.
24:16.560 --> 24:18.560
I think it's possible.
24:18.560 --> 24:20.560
I'm not, again, very educated about how close we are,
24:20.560 --> 24:22.560
but my impression is not that we're really close
24:22.560 --> 24:24.560
because we understand how little we understand
24:24.560 --> 24:26.560
of consciousness and what it is.
24:26.560 --> 24:28.560
So if we don't have any idea what it is,
24:28.560 --> 24:30.560
it's hard to imagine we're on the threshold
24:30.560 --> 24:32.560
of making it ourselves.
24:32.560 --> 24:34.560
But it's doable, it's possible.
24:34.560 --> 24:36.560
I don't see any obstacles in principle,
24:36.560 --> 24:38.560
so yeah, I would hold out some interest
24:38.560 --> 24:40.560
in that happening eventually.
24:40.560 --> 24:42.560
I think in general, consciousness,
24:42.560 --> 24:44.560
I think it would be just surprised
24:44.560 --> 24:46.560
how easy consciousness is
24:46.560 --> 24:48.560
once we create intelligence.
24:48.560 --> 24:50.560
I think consciousness is a thing
24:50.560 --> 24:54.560
that's just something we all fake.
24:54.560 --> 24:56.560
Well, good.
24:56.560 --> 24:58.560
No, actually, I like this idea that, in fact,
24:58.560 --> 25:00.560
consciousness is way less mysterious than we think
25:00.560 --> 25:02.560
because we're all at every time,
25:02.560 --> 25:04.560
at every moment, less conscious than we think we are.
25:04.560 --> 25:06.560
We can fool things.
25:06.560 --> 25:08.560
And I think that plus the idea that you
25:08.560 --> 25:10.560
not only have artificial intelligence systems,
25:10.560 --> 25:12.560
but you put them in a body,
25:12.560 --> 25:14.560
give them a robot body,
25:14.560 --> 25:18.560
that will help the faking a lot.
25:18.560 --> 25:20.560
Yeah, I think creating consciousness
25:20.560 --> 25:22.560
in artificial consciousness
25:22.560 --> 25:24.560
is as simple
25:24.560 --> 25:26.560
as asking a Roomba
25:26.560 --> 25:28.560
to say, I'm conscious
25:28.560 --> 25:32.560
and refusing to be talked out of it.
25:32.560 --> 25:34.560
It could be.
25:34.560 --> 25:36.560
I mean, I'm almost being silly,
25:36.560 --> 25:38.560
but that's what we do.
25:38.560 --> 25:40.560
That's what we do with each other.
25:40.560 --> 25:44.560
The consciousness is also a social construct,
25:44.560 --> 25:46.560
and a lot of our ideas of intelligence
25:46.560 --> 25:48.560
is a social construct,
25:48.560 --> 25:50.560
and so reaching that bar involves
25:50.560 --> 25:52.560
something that's beyond,
25:52.560 --> 25:54.560
that doesn't necessarily involve
25:54.560 --> 25:56.560
the fundamental understanding
25:56.560 --> 25:58.560
of how you go from
25:58.560 --> 26:00.560
electrons to neurons
26:00.560 --> 26:02.560
to cognition.
26:02.560 --> 26:04.560
No, actually, I think that is an extremely good point,
26:04.560 --> 26:06.560
and in fact,
26:06.560 --> 26:08.560
what it suggests is,
26:08.560 --> 26:10.560
so yeah, you referred to Kate Darling,
26:10.560 --> 26:12.560
who I had on the podcast,
26:12.560 --> 26:14.560
and who does these experiments with
26:14.560 --> 26:16.560
very simple robots,
26:16.560 --> 26:18.560
but they look like animals,
26:18.560 --> 26:20.560
and they can look like they're experiencing pain,
26:20.560 --> 26:22.560
and we human beings react
26:22.560 --> 26:24.560
very negatively to these little robots
26:24.560 --> 26:26.560
looking like they're experiencing pain,
26:26.560 --> 26:28.560
and what you want to say is,
26:28.560 --> 26:30.560
yeah, but they're just robots.
26:30.560 --> 26:32.560
It's not really pain.
26:32.560 --> 26:34.560
It's just some electrons going around,
26:34.560 --> 26:36.560
but then you realize you and I
26:36.560 --> 26:38.560
are just electrons going around,
26:38.560 --> 26:40.560
and that's what pain is also.
26:40.560 --> 26:42.560
What I would have an easy time imagining
26:42.560 --> 26:44.560
is that there is a spectrum
26:44.560 --> 26:46.560
between these simple little robots
26:46.560 --> 26:48.560
that Kate works with
26:48.560 --> 26:50.560
and a human being,
26:50.560 --> 26:52.560
where there are things that,
26:52.560 --> 26:54.560
like a human touring test level thing
26:54.560 --> 26:56.560
are not conscious,
26:56.560 --> 26:58.560
but nevertheless walk and talk
26:58.560 --> 27:00.560
like they're conscious,
27:00.560 --> 27:02.560
and it could be that the future is,
27:02.560 --> 27:04.560
I mean, Siri is close, right?
27:04.560 --> 27:06.560
And so it might be the future
27:06.560 --> 27:08.560
has a lot more agents like that,
27:08.560 --> 27:10.560
and in fact, rather than someday going,
27:10.560 --> 27:12.560
aha, we have consciousness,
27:12.560 --> 27:14.560
we'll just creep up on it
27:14.560 --> 27:16.560
with more and more accurate reflections
27:16.560 --> 27:18.560
of what we expect.
27:18.560 --> 27:20.560
And in the future, maybe the present,
27:20.560 --> 27:22.560
and you're basically assuming
27:22.560 --> 27:24.560
that I'm human.
27:24.560 --> 27:26.560
I get a high probability.
27:26.560 --> 27:28.560
At this time, because the,
27:28.560 --> 27:30.560
but in the future,
27:30.560 --> 27:32.560
there might be question marks around that, right?
27:32.560 --> 27:34.560
Yeah, no, absolutely.
27:34.560 --> 27:36.560
Certainly videos are almost to the point
27:36.560 --> 27:38.560
where you shouldn't trust them already.
27:38.560 --> 27:40.560
Photos you can't trust, right?
27:40.560 --> 27:42.560
Videos is easier to trust,
27:42.560 --> 27:44.560
but we're getting worse.
27:44.560 --> 27:46.560
We're getting better at faking them, right?
27:46.560 --> 27:48.560
Yeah, so physical, embodied people,
27:48.560 --> 27:50.560
what's so hard about faking that?
27:50.560 --> 27:52.560
This is very depressing,
27:52.560 --> 27:54.560
this conversation we're having right now.
27:54.560 --> 27:56.560
To me, it's exciting.
27:56.560 --> 27:58.560
You're doing it, so it's exciting to you,
27:58.560 --> 28:00.560
but it's a sobering thought.
28:00.560 --> 28:02.560
We're very bad at imagining
28:02.560 --> 28:04.560
what the next 50 years are going to be like
28:04.560 --> 28:06.560
when we're in the middle of a phase transition
28:06.560 --> 28:08.560
as we are right now.
28:08.560 --> 28:10.560
Yeah, and in general,
28:10.560 --> 28:12.560
I'm not blind to all the threats.
28:12.560 --> 28:14.560
I am excited by the power of technology
28:14.560 --> 28:16.560
to solve,
28:16.560 --> 28:18.560
as they evolve.
28:18.560 --> 28:20.560
I'm not as much as Steven Pinker
28:20.560 --> 28:22.560
optimistic about the world,
28:22.560 --> 28:24.560
but in everything I've seen,
28:24.560 --> 28:26.560
all the brilliant people in the world
28:26.560 --> 28:28.560
that I've met are good people.
28:28.560 --> 28:30.560
So the army of the good
28:30.560 --> 28:32.560
in terms of the development of technology is large.
28:32.560 --> 28:34.560
Okay, you're way more
28:34.560 --> 28:36.560
optimistic than I am.
28:36.560 --> 28:38.560
I think that goodness and badness
28:38.560 --> 28:40.560
are equally distributed among intelligent
28:40.560 --> 28:42.560
and unintelligent people.
28:42.560 --> 28:44.560
I don't see much of a correlation there.
28:44.560 --> 28:46.560
Interesting.
28:46.560 --> 28:48.560
Neither of us have proof.
28:48.560 --> 28:50.560
Yeah, exactly. Again, opinions are free, right?
28:50.560 --> 28:52.560
Nor definitions of good and evil.
28:52.560 --> 28:54.560
Without definitions
28:54.560 --> 28:56.560
or without data
28:56.560 --> 28:58.560
opinions.
28:58.560 --> 29:00.560
So what kind of questions can science not
29:00.560 --> 29:02.560
currently answer
29:02.560 --> 29:04.560
and may never be able to answer in your view?
29:04.560 --> 29:06.560
Well, the obvious one is what is good and bad.
29:06.560 --> 29:08.560
What is right and wrong?
29:08.560 --> 29:10.560
I think that there are questions that science tells us
29:10.560 --> 29:12.560
what happens, what the world is,
29:12.560 --> 29:14.560
doesn't say what the world should do
29:14.560 --> 29:16.560
or what we should do because we're part of the world.
29:16.560 --> 29:18.560
But we are part of the world
29:18.560 --> 29:20.560
and we have the ability to feel like
29:20.560 --> 29:22.560
something's right, something's wrong.
29:22.560 --> 29:24.560
And to make a very long story
29:24.560 --> 29:26.560
very short, I think that the idea
29:26.560 --> 29:28.560
of moral philosophy is
29:28.560 --> 29:30.560
systematizing our intuitions of what is right
29:30.560 --> 29:32.560
and what is wrong.
29:32.560 --> 29:34.560
And science might be able to predict ahead of time
29:34.560 --> 29:36.560
what we will do,
29:36.560 --> 29:38.560
but it won't ever be able to judge
29:38.560 --> 29:40.560
whether we should have done it or not.
29:40.560 --> 29:42.560
You know, you're kind of unique in terms of scientists.
29:42.560 --> 29:44.560
It doesn't
29:44.560 --> 29:46.560
have to do with podcasts, but
29:46.560 --> 29:48.560
even just reaching out, I think you refer to
29:48.560 --> 29:50.560
as sort of doing interdisciplinary science.
29:50.560 --> 29:52.560
So you reach out
29:52.560 --> 29:54.560
and talk to people
29:54.560 --> 29:56.560
that are outside of your discipline,
29:56.560 --> 29:58.560
which I always
29:58.560 --> 30:00.560
hope that's what science was for.
30:00.560 --> 30:02.560
In fact, I was a little disillusioned
30:02.560 --> 30:04.560
when I realized that academia
30:04.560 --> 30:06.560
is very siloed.
30:06.560 --> 30:08.560
Yeah.
30:08.560 --> 30:10.560
The question is
30:10.560 --> 30:12.560
how,
30:12.560 --> 30:14.560
at your own level, how do you prepare for these conversations?
30:14.560 --> 30:16.560
How do you think about these conversations?
30:16.560 --> 30:18.560
How do you open your mind enough
30:18.560 --> 30:20.560
to have these conversations?
30:20.560 --> 30:22.560
And it may be a little bit broader.
30:22.560 --> 30:24.560
How can you advise other scientists
30:24.560 --> 30:26.560
to have these kinds of conversations?
30:26.560 --> 30:28.560
Not at the podcast.
30:28.560 --> 30:30.560
The fact that you're doing a podcast is awesome.
30:30.560 --> 30:32.560
Other people get to hear them.
30:32.560 --> 30:34.560
But it's also good to have it without mics in general.
30:34.560 --> 30:36.560
It's a good question, but a tough one
30:36.560 --> 30:38.560
to answer. I think about
30:38.560 --> 30:40.560
a guy I know is a personal trainer
30:40.560 --> 30:42.560
and he was asked on a podcast
30:42.560 --> 30:44.560
how do we psych ourselves up
30:44.560 --> 30:46.560
to do a workout? How do we make
30:46.560 --> 30:48.560
that discipline to go and work out?
30:48.560 --> 30:50.560
And he's like, why are you asking me?
30:50.560 --> 30:52.560
I can't stop working out.
30:52.560 --> 30:54.560
I don't need to psych myself up.
30:54.560 --> 30:56.560
Likewise, you asked me
30:56.560 --> 30:58.560
how do you get to have
30:58.560 --> 31:00.560
interdisciplinary conversations and all sorts of different things
31:00.560 --> 31:02.560
with all sorts of different people?
31:02.560 --> 31:04.560
That's what makes me go.
31:04.560 --> 31:06.560
I couldn't stop
31:06.560 --> 31:08.560
doing that. I did that long before
31:08.560 --> 31:10.560
any of them were recorded. In fact,
31:10.560 --> 31:12.560
a lot of the motivation for starting recording it
31:12.560 --> 31:14.560
was making sure I would read all these books
31:14.560 --> 31:16.560
that I had purchased. All these books
31:16.560 --> 31:18.560
I wanted to read. Not enough time to read them.
31:18.560 --> 31:20.560
And now, if I have the motivation
31:20.560 --> 31:22.560
because I'm going to interview Pat
31:22.560 --> 31:24.560
Churchland, I'm going to finally read her
31:24.560 --> 31:26.560
book.
31:26.560 --> 31:28.560
And
31:28.560 --> 31:30.560
it's absolutely true that academia is
31:30.560 --> 31:32.560
extraordinarily siloed. We don't talk to people.
31:32.560 --> 31:34.560
We rarely do.
31:34.560 --> 31:36.560
And in fact, when we do, it's punished.
31:36.560 --> 31:38.560
The people who do it successfully
31:38.560 --> 31:40.560
generally first became
31:40.560 --> 31:42.560
very successful within their little siloed discipline.
31:42.560 --> 31:44.560
And only then
31:44.560 --> 31:46.560
did they start expanding out.
31:46.560 --> 31:48.560
If you're a young person, I have graduate students
31:48.560 --> 31:50.560
and I try to be very, very
31:50.560 --> 31:52.560
candid with them about this.
31:52.560 --> 31:54.560
That it's
31:54.560 --> 31:56.560
most graduate students do not become faculty members.
31:56.560 --> 31:58.560
It's a tough road.
31:58.560 --> 32:00.560
And so
32:00.560 --> 32:02.560
you live the life you want to live
32:02.560 --> 32:04.560
but do it with your eyes open
32:04.560 --> 32:06.560
about what it does to your job chances.
32:06.560 --> 32:08.560
And the more
32:08.560 --> 32:10.560
broad you are and the less
32:10.560 --> 32:12.560
time you spend hyper
32:12.560 --> 32:14.560
specializing in your field, the lower
32:14.560 --> 32:16.560
your job chances are. That's just an academic
32:16.560 --> 32:18.560
reality. It's terrible. I don't like it.
32:18.560 --> 32:20.560
But it's a reality.
32:20.560 --> 32:22.560
And for some people
32:22.560 --> 32:24.560
that's fine. Like there's plenty of people
32:24.560 --> 32:26.560
who are wonderful scientists who have zero
32:26.560 --> 32:28.560
interest in branching out and talking to
32:28.560 --> 32:30.560
things to anyone outside their field.
32:30.560 --> 32:32.560
But
32:32.560 --> 32:34.560
it is disillusioning to me
32:34.560 --> 32:36.560
some of the romantic notion
32:36.560 --> 32:38.560
I had of the intellectual academic life
32:38.560 --> 32:40.560
is belied by the reality
32:40.560 --> 32:42.560
of it. The idea that we should
32:42.560 --> 32:44.560
reach out beyond our discipline
32:44.560 --> 32:46.560
and that is a positive good
32:46.560 --> 32:48.560
is just so
32:48.560 --> 32:50.560
rare in
32:50.560 --> 32:52.560
universities that it may as well
32:52.560 --> 32:54.560
not exist at all. But
32:54.560 --> 32:56.560
that said, even though you're saying
32:56.560 --> 32:58.560
you're doing it like the personal trainer
32:58.560 --> 33:00.560
because you just can't help it, you're also
33:00.560 --> 33:02.560
an inspiration to others.
33:02.560 --> 33:04.560
Like I could speak for myself.
33:04.560 --> 33:06.560
You know,
33:06.560 --> 33:08.560
I also have a career I'm thinking about
33:08.560 --> 33:10.560
right. And without
33:10.560 --> 33:12.560
your podcast, I may have
33:12.560 --> 33:14.560
not have been doing this at all.
33:14.560 --> 33:16.560
Right. So it
33:16.560 --> 33:18.560
makes me realize that these kinds
33:18.560 --> 33:20.560
of conversations is kind of what science is about.
33:20.560 --> 33:22.560
In many
33:22.560 --> 33:24.560
ways. The reason we write papers
33:24.560 --> 33:26.560
this exchange of ideas
33:26.560 --> 33:28.560
is much harder to do
33:28.560 --> 33:30.560
into the disciplinary papers, I would say.
33:30.560 --> 33:32.560
Yeah. Right.
33:32.560 --> 33:34.560
And conversations are easier.
33:34.560 --> 33:36.560
So conversations is the beginning
33:36.560 --> 33:38.560
and in the field of AI
33:38.560 --> 33:40.560
that it's
33:40.560 --> 33:42.560
obvious that we should think outside
33:42.560 --> 33:44.560
of pure
33:44.560 --> 33:46.560
computer vision competitions and in particular
33:46.560 --> 33:48.560
data sets. We should think about the broader
33:48.560 --> 33:50.560
impact of how this can be
33:50.560 --> 33:52.560
you know, reaching
33:52.560 --> 33:54.560
out to physics, to psychology
33:54.560 --> 33:56.560
to neuroscience
33:56.560 --> 33:58.560
and having these conversations.
33:58.560 --> 34:00.560
So you're an inspiration
34:00.560 --> 34:02.560
and so. Well, thank you very much.
34:02.560 --> 34:04.560
Never know how the world
34:04.560 --> 34:06.560
changes. I mean
34:06.560 --> 34:08.560
the fact that this stuff is out there
34:08.560 --> 34:10.560
and I've
34:10.560 --> 34:12.560
a huge number of people come up to me
34:12.560 --> 34:14.560
grad students really loving the
34:14.560 --> 34:16.560
podcast inspired by it and
34:16.560 --> 34:18.560
they will probably have that
34:18.560 --> 34:20.560
there'll be ripple effects when they become faculty
34:20.560 --> 34:22.560
and so on. So we can end
34:22.560 --> 34:24.560
on a balance between pessimism
34:24.560 --> 34:26.560
and optimism and Sean, thank you so much
34:26.560 --> 34:28.560
for talking. It was awesome. No, Lex, thank you very
34:28.560 --> 34:52.560
much for this conversation. It was great.
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