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Lex Fridman Podcast

Conversations about science, technology, history, philosophy and the nature of intelligence, consciousness, love, and power. Lex is an AI researcher at MIT and beyond. Conversations about science, technology, history, philosophy and the nature of intelligence, consciousness, love, and power. Lex is an AI researcher at MIT and beyond.

Transcribed podcasts: 441
Time transcribed: 44d 9h 33m 5s

This graph shows how many times the word ______ has been mentioned throughout the history of the program.

The following is a conversation with Michael Stevens,
the creator of Vsauce,
one of the most popular educational YouTube channels
in the world, with over 15 million subscribers
and over 1.7 billion views.
His videos often ask and answer questions
that are both profound and entertaining,
spanning topics from physics to psychology.
Popular questions include what if everyone jumped at once
or what if the sun disappeared
or why are things creepy or what if the earth stopped spinning?
As part of his channel,
he created three seasons of Mind Field,
a series that explored human behavior.
His curiosity and passion are contagious
and inspiring to millions of people.
And so as an educator,
his impact and contribution to the world
is truly immeasurable.
This is the Artificial Intelligence Podcast.
If you enjoy it, subscribe on YouTube,
give it five stars on Apple Podcast,
support on Patreon,
or simply connect with me on Twitter.
I'm Alex Friedman, spelled F-R-I-D-M-A-N.
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I'll do one or two minutes after introducing the episode
and never any ads in the middle
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I hope that works for you
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to dream of engineering a better world.
And now here's my conversation with Michael Stevens.
One of your deeper interests is psychology,
understanding human behavior.
You've pointed out how messy studying human behavior is
and that it's far from the scientific rigor
of something like physics, for example.
How do you think we can take psychology
from where it's been in the 20th century
to something more like what the physicists,
theoretical physicists are doing,
something precise, something rigorous?
Well, we could do it by
finding the physical foundations of psychology, right?
If all of our emotions and moods and feelings
and behaviors are the result of mechanical behaviors
of atoms and molecules in our brains,
then can we find correlations?
Perhaps like chaos makes that really difficult
and the uncertainty principle and all these things.
We can't know the position and velocity
of every single quantum state in a brain, probably,
but I think that if we can get to that point
with psychology, then we can start to think about
consciousness in a physical and mathematical way.
When we ask questions like, well, what is self-reference?
How can you think about yourself thinking?
What are some mathematical structures
that could bring that about?
There's ideas of, in terms of consciousness
and breaking it down into physics.
There's ideas of panpsychism where people believe
that whatever consciousness is,
is a fundamental part of reality.
It's almost like a physics law.
Do you think, what's your views on consciousness?
Do you think it has this deep part of reality
or is it something that's deeply human
and constructed by us humans?
Starting nice and light and easy.
Nothing I ask you today has actually proven answer,
so we're just hypothesizing.
So yeah, I mean, I should clarify,
this is all speculation and I'm not an expert
in any of these topics and I'm not God,
but I think that consciousness is probably
something that can be fully explained
within the laws of physics.
I think that our bodies and brains
and the universe and at the quantum level
is so rich and complex,
I'd be surprised if we couldn't find a room
for consciousness there and why should we be conscious?
Why are we aware of ourselves?
That is a very strange and interesting
and important question and I think
for the next few thousand years,
we're going to have to believe in answers purely on faith,
but my guess is that we will find that
within the configuration space
of possible arrangements of the universe,
there are some that contain memories of others.
Literally, Julian Barber calls them time capsule states
where you're like, yeah, not only do I have a scratch
on my arm, but also this state of the universe
also contains a memory in my head
of being scratched by my cat three days ago
and for some reason those kinds of states of the universe
are more plentiful or more likely.
When you say those states,
the ones that contain memories of its past
or ones that contain memories of its past
and have degrees of consciousness.
Just the first part because I think the consciousness
then emerges from the fact that
a state of the universe that contains fragments
or memories of other states
is one where you're going to feel like there's time.
You're going to feel like, yeah,
things happened in the past
and I don't know what'll happen in the future
because these states don't contain information
about the future.
For some reason, those kinds of states
are either more common, more plentiful,
or you could use the anthropic principle and just say,
well, they're extremely rare,
but until you are in one or if you are in one,
then you can ask questions
like you're asking me on this podcast.
Why questions?
Yeah, it's like, why are we conscious?
Well, because if we weren't,
we wouldn't be asking why we were.
You've kind of implied that you have a sense,
again, hypothesis theorizing
that the universe is deterministic.
What's your thoughts about free will?
Do you think of the universe as deterministic
in a sense that it's unrolling in particular,
like it's operating under a specific set of physical laws
and when you have set the initial conditions,
it will unroll in the exact same way
in our particular line of the universe every time?
That is a very useful way to think about the universe.
It's done us well.
It's brought us to the moon.
It's brought us to where we are today, right?
I would not say that I believe in determinism
in that kind of an absolute form.
Or actually, I just don't care.
Maybe it's true, but I'm not gonna live my life like it is.
What in your sense?
Cause you've studied kind of how we humans think of the world.
What's in your view is the difference
between our perception, like how we think the world is
and reality.
Do you think there's a huge gap there?
Like we dilute ourselves as the whole thing is an illusion,
just everything about human psychology,
the way we see things and how things actually are.
All the things you've studied, what's your sense?
How big is the gap between reality and perception?
Well, again, purely speculative.
I think that we will never know the answer.
We cannot know the answer.
There is no experiment to find an answer to that question.
Everything we experience is an event in our brain.
When I look at a cat, I'm not even,
I can't prove that there's a cat there.
All I am experiencing is the perception of a cat
inside my own brain.
I am only a witness to the events of my mind.
I think it is very useful to infer that
if I witness the event of cat in my head,
it's because I'm looking at a cat that is literally there
and has its own feelings and motivations
and should be pet and given food and water and love.
I think that's the way you should live your life.
But whether or not we live in a simulation,
I'm a brain in a vat, I don't know.
Do you care?
I don't really, well, I care
because it's a fascinating question.
And it's a fantastic way to get people excited
about all kinds of topics,
physics, psychology, consciousness, philosophy.
But at the end of the day, what would the difference be?
If you-
The cat needs to be fed at the end of the day.
Otherwise, it'll be a dead cat.
Right, but if it's not even a real cat,
then it's just like a video game cat.
And right, so what's the difference
between killing a digital cat in a video game
because of neglect versus a real cat?
It seems very different to us psychologically.
Like I don't really feel bad about,
oh my gosh, I forgot to feed my Tamagotchi, right?
But I would feel terrible
if I forgot to feed my actual cats.
So can you just touch on the topic of simulation?
Do you find this thought experiment
that we're living in a simulation
useful, inspiring, or constructive in any kind of way?
Do you think it's ridiculous?
Do you think it could be true?
Or is it just a useful thought experiment?
I think it is extremely useful as a thought experiment
because it makes sense to everyone,
especially as we see virtual reality in computer games
getting more and more complex.
You're not talking to an audience in Newton's time
where you're like, imagine a clock
that it has mechanics in it that are so complex
that it can create love.
And everyone's like, no.
But today, you really start to feel, man,
at what point is this little robot friend of mine
gonna be like someone I don't want to cancel plans with?
And so it's a great, the thought experiment
of do we live in a simulation?
Am I a brain in a vat that is just being given
electrical impulses from some nefarious other beings
so that I believe that I live on Earth
and that I have a body and all of this?
And the fact that you can't prove it either way
is a fantastic way to introduce people
to some of the deepest questions.
So you mentioned a little buddy
that you would want to cancel an appointment with.
So that's a lot of our conversations.
That's what my research is.
Artificial intelligence.
And I apologize, but you're such a fun person
to ask these big questions with.
Well, I hope I can give some answers that are interesting.
Well, because of you've sharpened your brain's ability
to explore some of the most,
some of the questions that many scientists
are actually afraid of even touching,
which is fascinating.
And I think you're in that sense,
ultimately a great scientist
through this process of sharpening your brain.
Well, I don't know if I am a scientist.
I think science is a way of knowing.
And there are a lot of questions I investigate
that are not scientific questions.
On like minefield, we have definitely done
scientific experiments and studies
that had hypotheses and all of that.
But not to be too precious about
what does the word science mean?
But I think I would just describe myself as curious
and I hope that that curiosity is contagious.
So to you, the scientific method
is deeply connected to science
because your curiosity took you to asking questions.
To me, asking a good question,
even if you feel society feels that it's not a question
within the reach of science currently.
To me, asking the question is the biggest step
of the scientific process.
The scientific method is the second part
and that may be what traditionally is called science.
But to me, asking the questions,
being brave enough to ask the questions,
being curious and not constrained
by what you're supposed to think
is just true what it means to be a scientist to me.
It's certainly a huge part of what it means to be a human.
If I were to say, you know what?
I don't believe in forces.
I think that when I push on a massive object,
a ghost leaves my body and enters the object I'm pushing
and these ghosts happen to just get really lazy
when they're around massive things.
And that's why F equals MA.
Oh, and by the way, the laziness of the ghost
is in proportion to the mass of the object.
So boom, proved me wrong.
Every experiment, well, you can never find the ghost.
And so none of that theory is scientific.
But once I start saying, can I see the ghost?
Why should there be a ghost?
And if there aren't ghosts, what might I expect?
And I start to do different tests to see
is this falsifiable?
Are there things that should happen
if there are ghosts or things that shouldn't happen?
And do they, you know, what do I observe?
Now I'm thinking scientifically.
I don't think of science as, wow, a picture of a black hole.
That's just a photograph.
That's an image.
That's data.
That's a sensory and perception experience.
Science is how we got that and how we understand it
and how we believe in it
and how we reduce our uncertainty around what it means.
But I would say I'm deeply within the scientific community
and I'm sometimes disheartened by the elitism
of the thinking, sort of not allowing yourself
to think outside the box.
So allowing the possibility
of going against the conventions of science,
I think is a beautiful part
of some of the greatest scientists in history.
I don't know.
I'm impressed by scientists every day.
And revolutions in our knowledge of the world occur
only under very special circumstances.
It is very scary to challenge conventional thinking
and risky because let's go back to elitism and ego, right?
If you just say, you know what?
I believe in the spirits of my body
and all forces are actually created by invisible creatures
that transfer themselves between objects.
If you ridicule every other theory
and say that you're correct, then ego gets involved
and you just don't go anywhere.
But fundamentally the question of well, what is a force
is incredibly important.
We need to have that conversation
but it needs to be done in this very political way
of like let's be respectful of everyone
and let's realize that we're all learning together
and not shutting out other people.
And so when you look at a lot of revolutionary ideas,
they were not accepted right away.
And Galileo had a couple of problems with the authorities
and later thinkers, Descartes was like, all right,
look, I kind of agree with Galileo
but I'm gonna have to not say that.
I'll have to create and invent
and write different things that keep me
from being in trouble.
But we still slowly made progress.
Revolutions are difficult in all forms
and certainly in science.
Before we get to AI on topic of revolutionary ideas,
let me ask on Reddit, AMA, you said that is the earth flat?
Is one of the favorite questions you've ever answered.
Speaking of revolutionary ideas.
So your video on that people should definitely watch
is really fascinating.
Can you elaborate why you enjoyed answering
this question so much?
Yeah, well, it's a long story.
I remember a long time ago,
I was living in New York at the time.
So it had to have been like 2009 or something.
I visited the Flat Earth forums.
And this was before the Flat Earth theories became
as sort of mainstream as they are.
Aside to ask the dumb question forums, online forums.
Yeah, the Flat Earth Society,
I don't know if it's.com or.org, but I went there
and I was reading their ideas
and how they responded to typical criticisms of,
well, the earth isn't flat because what about this?
And I could not tell, and I mentioned this in my video,
I couldn't tell how many of these community members
actually believe the earth was flat or were just trolling.
And I realized that the fascinating thing is,
how do we know anything?
And what makes for a good belief
versus a maybe not so tenable or good belief?
And so that's really what my video
about earth being flat is about.
It's about, look, there are a lot of reasons.
The earth is probably not flat,
but a Flat Earth believer can respond
to every single one of them.
But it's all in an ad hoc way.
And all of these, all of their rebuttals
aren't necessarily gonna form a cohesive, non-contradictory hole.
And I believe that's the episode
where I talk about Occam's razor
and Newton's flaming laser sword.
And then I say, well, you know what, wait a second,
we know that space contracts as you move.
And so to a particle moving near the speed of light
towards earth, earth would be flattened
in the direction of that particle's travel.
So to them, earth is flat.
Like we need to be really generous to even wild ideas
because they're all thinking.
They're all the communication of ideas.
And what else can it mean to be a human?
Yeah, and I think I'm a huge fan of the Flat Earth theory,
quote unquote, in the sense that to me it feels harmless
to explore some of the questions
of what it means to believe something,
what it means to explore the edge of science and so on.
Because it's a harm, it's a, to me,
nobody gets hurt whether the earth is flat around,
not literally, but I mean intellectually
when we're just having a conversation.
That said, again, to elitism,
I find that scientists roll their eyes way too fast
on the Flat Earth.
The kind of dismissal that I see to this even notion,
they haven't like sat down and say,
what are the arguments that are being proposed?
And this is why these arguments are incorrect.
So this is, you know, that should be something
that scientists should always do,
even to the most sort of ideas that seem ridiculous.
So I like this is almost, it's almost my test
when I ask people what they think about Flat Earth theory
to see how quickly they roll their eyes.
Well, yeah, I mean, let me go on record.
Yeah.
And say that the earth is not flat.
It is a three-dimensional spheroid.
However, I don't know that and it has not been proven.
Science doesn't prove anything.
It just reduces uncertainty.
Could the earth actually be flat?
Extremely unlikely.
Extremely unlikely.
And so it is a ridiculous notion
if we care about how probable and certain our ideas might be.
But I think it's incredibly important
to talk about science in that way
and to not resort to, well, it's true, it's true
in the same way that a mathematical theorem is true.
And I think we're kind of like being pretty pedantic
about defining this stuff.
But like, sure, I could take a rocket ship out
and I could orbit earth and look at it
and it would look like a ball, right?
But I still can't prove that I'm not living in a simulation
that I'm not a brain in a vat,
that this isn't all an elaborate ruse created
by some technologically advanced extraterrestrial civilization.
So there's always some doubt and that's fine.
That's exciting.
And I think that kind of doubt, practically speaking,
is useful when you start talking about quantum mechanics
or string theory, sort of, it helps to me that kind of little,
adds a little spice into the thinking process of scientists
and scientists.
So, I mean, just as a thought experiment,
your video kind of, okay, say the earth is flat,
what would the forces when you walk about this flat earth
feel like to the human?
That's a really nice thought experiment to think about.
Right, because what's really nice about it
is that it's a funny thought experiment,
but you actually wind up accidentally learning
a whole lot about gravity and about relativity and geometry.
And I think that's really the goal of what I'm doing.
I'm not trying to convince people that the earth is round.
I feel like you either believe that it is or you don't
and like that's, you know, how can I change that?
What I can do is change how you think
and how you are introduced to important concepts.
Like, well, how does gravity operate?
Oh, it's all about the center of mass of an object.
So right, on a sphere, we're all pulled towards the middle,
essentially the centroid, geometrically, but on a disk.
Ooh, you're gonna be pulled at a weird angle
if you're out near the edge.
And that stuff's fascinating.
Yeah, and to me, that was that particular video
opened my eyes even more to what gravity is.
It's just a really nice visualization tool
because you always imagine gravity with spheres,
with masses that are spheres.
Yeah. And imagining gravity on masses
that are not spherical, some other shape,
but in here, a plate, a flat object is really interesting.
It makes you really kind of visualize
in a three dimensional way the force.
Yeah, even if a disk, the size of Earth would be impossible.
I think anything larger than like the moon basically
needs to be a sphere because gravity will round it out.
So you can't have a teacup the size of Jupiter, right?
There's a great book about a teacup in the universe
that I highly recommend.
I don't remember the author, I forget her name,
but it's a wonderful book, so look it up.
I think it's called Teacup in the Universe.
Just a link on this point briefly.
Your videos are generally super, people love them, right?
If you look at the sort of number of likes versus dislikes,
this measure of YouTube, right, is incredible as do I.
But this particular Flat Earth video
has more dislikes than usual.
What do you, on that topic in general,
what's your sense, how big is the community,
not just who believes in Flat Earth,
but sort of the anti-scientific community
that naturally distrusts scientists in a way
that's not an open-minded way,
like really just distrust scientists,
like they're bought by some kind of mechanism
of some kind of bigger system
that's trying to manipulate human beings.
What's your sense of the size of that community?
You're one of the sort of great educators in the world
that educates people on the exciting power of science,
so you're kind of up against this community.
What's your sense of it?
I really have no idea.
I haven't looked at the likes and dislikes
on the Flat Earth video,
and so I would wonder if it has a greater percentage
of dislikes than usual,
is that because of people disliking it,
because they think that it's a video
about Earth being flat and they find that ridiculous
and they dislike it without even really watching much?
Do they wish that I was more dismissive of Flat Earth theories?
I know there are a lot of response videos
that kind of go through the episode
and are pro-Flat Earth,
but I don't know if there's a larger community
of unorthodox thinkers today
than there have been in the past,
and I just want to not lose them.
I want them to keep listening and thinking,
and by calling them all idiots or something,
that is no good, because how idiotic are they really?
I mean, the Earth isn't a sphere at all.
We know that it's an oblate spheroid,
and that in and of itself is really interesting,
and I investigated that in which way is down,
where I'm like, really, down does not point
towards the center of the Earth.
It points in a different direction,
depending on what's underneath you
and what's above you and what's around you.
The whole universe is tugging on me.
And then you also show that gravity is non-uniform
across the globe.
There's just a thought experiment
if you build a bridge all the way across the Earth
and then just knock out its pillars,
what would happen, and you describe how it would be
like a very chaotic, unstable thing that's happening
because gravity is non-uniform throughout the Earth.
Yeah, in small spaces like the ones we work in,
we can essentially assume that gravity is uniform,
but it's not.
It is weaker the further you are from the Earth,
and it also is going to be...
It's radially pointed towards the middle of the Earth,
so a really large object will feel tidal forces
because of that non-uniformness,
and we can take advantage of that with satellites, right?
Gravitational induced torque,
it's a great way to align your satellite
without having to use fuel or any kind of engine.
So let's jump back to it.
Artificial intelligence, what's your thought
of the state of where we are at currently
with artificial intelligence,
and what do you think it takes to build human level
or superhuman level intelligence?
I don't know what intelligence means.
That's my biggest question at the moment,
and I think it's because my instinct is always to go,
well, what are the foundations here of our discussion?
What do we mean to be intelligent?
How do we measure the intelligence
of an artificial machine or a program or something?
Can we say that humans are intelligent?
Because there's also a fascinating field
of how do you measure human intelligence?
Of course.
But if we just take that for granted,
saying that whatever this fuzzy intelligence thing
we're talking about, humans kind of have it,
what would be a good test for you?
So touring, develop a test,
it's natural language conversation.
Would that impress you?
A chatbot that you'd want to hang out
and have a beer with for a bunch of hours
or have dinner plans with?
Is that a good test, natural language conversation?
Is that something else that would impress you?
Or is that also too difficult to think about?
I'm pretty much impressed by everything.
I think that if...
Roomba?
If there was a chatbot that was like incredibly,
I don't know, really had a personality,
and if I didn't...
The touring test, right?
If I'm unable to tell that it's not another person,
but then I was shown a bunch of wires
and mechanical components,
and it was like, that's actually what you're talking to,
I don't know if I would feel that guilty destroying it.
I would feel guilty because clearly it's well made
and it's a really cool thing.
It's like destroying a really cool car or something.
But I would not feel like I was a murderer.
So yeah, at what point would I start to feel that way?
And this is such a subjective psychological question.
If you give it movement,
or if you have it act as though,
or perhaps really feel pain as I destroy it
and scream and resist,
then I'd feel that.
Yeah, it's beautifully put.
And let's just say act like it's in pain.
So if you just have a robot that not screams
just like moans in pain if you kick it,
that immediately just puts it in a class that we humans...
We anthropomorphize it,
it almost immediately becomes human.
But that's a psychology question
as opposed to sort of a physics question.
Right, I think that's a really good instinct to have.
If the robot screams and moans,
even if you don't believe that it has the mental experience,
the qualia of pain and suffering,
I think it's still a good instinct to say,
you know what, I'd rather not hurt it.
The problem is that instinct can get us in trouble
because then robots can manipulate that.
And there's different kinds of robots.
There's robots like the Facebook and the YouTube algorithm
that recommends the video,
and they can manipulate in the same kind of way.
Well, let me ask you just to stick on artificial intelligence
for a second.
Do you have worries about existential threats from AI
or existential threats from other technologies
like nuclear weapons that could potentially destroy life on Earth
or damage it to a very significant degree?
Yeah, of course I do,
especially the weapons that we create.
There's all kinds of famous ways to think about this,
and one is that, wow, what if we don't see
advanced alien civilizations
because of the danger of technology?
What if we reach a point,
and I think there's a channel Thoughty2,
I wish I remembered the name of the channel,
but he delves into this kind of limit
of maybe once you discover radioactivity and its power,
you've reached this important hurdle,
and the reason the skies are so empty
is that no one's ever managed to survive
as a civilization once they have that destructive power,
and when it comes to AI, I'm not really very worried
because I think that there are plenty of other people
that are already worried enough,
and oftentimes these worries are just,
they just get in the way of progress,
and there are questions that we should address later,
and I think I talk about this in my interview
with the self-driving autonomous vehicle guy
as I think it was a bonus scene from the trolley problem episode,
and I'm like, wow, what should a car do
if this really weird contrived scenario happens
where it has to swerve and save the driver but kill a kid,
and he's like, well, what would a human do?
And if we resist technological progress
because we're worried about all of these little issues,
then it gets in the way, and we shouldn't avoid those problems,
but we shouldn't allow them to be stumbling blocks to advancement.
So the folks like Sam Harris or Elon Musk
are saying that we're not worried enough,
so the worry should not paralyze technological progress,
but we're sort of marching,
technology is marching forward without the key scientists,
the developing and technology worrying about the overnight
having some effects that would be very detrimental to society.
So to push back on your thought of the idea
that there's enough people worrying about it,
Elon Musk says there's not enough people worrying about it.
So that's the kind of balance is, you know,
it's like folks who really focus on nuclear deterrence
are saying there's not enough people worried about nuclear deterrence, right?
So it's an interesting question of what is a good threshold
of people to worry about these,
and if it's too many people that are worried, you're right,
it'll be like the press would overreport on it,
and it'll be technological, hop-technological progress.
If not enough, then we can march straight ahead into that abyss
that human beings might be destined for with the progress of technology.
Yeah, I don't know what the right balance is
of how many people should be worried and how worried should they be,
but we're always worried about new technology, you know?
We know that Plato was worried about the written word.
He's like, we shouldn't teach people to write
because then they won't use their minds to remember things.
There have been concerns over technology and its advancement
since the beginning of recorded history.
And so, you know, I think, however,
these conversations are really important to have
because, again, we learn a lot about ourselves.
If we're really scared of some kind of AI,
like coming into being that is conscious or whatever
and can self-replicate, we already do that every day.
It's called humans being born. They're not artificial.
They're humans, but they're intelligent,
and I don't want to live in a world
where we're worried about babies being born
because what if they become evil?
Right.
What if they become mean people? What if they're thieves?
Maybe we should just, like, what?
Not have babies born?
Like, maybe we shouldn't create AI?
It's like, you know, we will want to have safeguards in place
in the same way that we know, look,
a kid could be born that becomes some kind of evil person,
but we have loss, right?
And it's possible that with advanced genetics,
in general, be able to, you know,
it's a scary thought to say that, you know,
this, my child, if born would be,
would have an 83% chance of being a psychopath, right?
Like, being able to, if it's something genetic,
if there's some sort of, and what to use that information,
what to do with that information is a difficult ethical thought.
Yeah, I'd like to find an answer that isn't,
well, let's not have them live.
You know, I'd like to find an answer that is,
well, all human life is worthy,
and if you have an 83% chance of becoming a psychopath,
well, you still deserve dignity,
and you still deserve to be treated well.
You still have rights.
At least at this part of the world, at least in America,
there's a respect for individual life in that way.
That's, well, to me, but again,
I'm in this bubble is a beautiful thing,
but there's other cultures
where individual human life is not that important,
where a society, so I was born in the Soviet Union,
where the strength of nation and society together
is more important than any one particular individual.
So it's an interesting also notion,
the stories we tell ourselves.
I like the one where individuals matter,
but it's unclear that that was what the future holds.
Well, yeah, and I mean, let me even throw this out.
Like, what is artificial intelligence?
How can it be artificial?
I really think that we get pretty obsessed
and stuck on the idea that there is something
that is a wild human, a pure human organism
without technology, but I don't think that's a real thing.
I think that humans and human technology are one organism.
Look at my glasses, okay?
If an alien came down and saw me,
would they necessarily know that this is an invention,
that I don't grow these organically from my body?
They wouldn't know that right away.
And the written word and spoons and cups,
these are all pieces of technology.
We are not alone as an organism.
And so the technology we create,
whether it be video games or artificial intelligence
that can self-replicate and hate us,
it's actually all the same organism.
When you're in a car, where do you end in the car begin?
It seems like a really easy question to answer,
but the more you think about it, the more you realize,
wow, we are in this symbiotic relationship with our inventions,
and there are plenty of people who are worried about it
and there should be, but it's inevitable.
And I think that even just us think of ourselves
as individual intelligences may be silly notion
because it's much better to think of
the entirety of human civilization.
All living organisms on Earth is a single living organism.
Right.
As a single intelligent creature,
because you're right, everything's intertwined.
Everything is deeply connected.
So we mentioned Elon Musk.
So you're a curious lover of science.
What do you think of the efforts that Elon Musk is doing
with space exploration with electric vehicles,
with autopilot sort of getting into the space of autonomous vehicles,
with boring under LA,
and Neuralink trying to communicate
brain-machine interfaces,
communicate between machines and human brains?
Well, it's really inspiring.
I mean, look at the fandom that he's amassed.
It's not common for someone like that to have such a following.
Engineering nerd.
Yeah, so it's really exciting,
but I also think that a lot of responsibility
comes with that kind of power.
So if I met him, I would love to hear how he feels
about the responsibility he has
when there are people who are such a fan of your ideas
and your dreams and share them so closely with you.
You have a lot of power,
and he didn't always have that, you know?
He wasn't born as Elon Musk.
Well, he was.
But, well, he was named that later.
But the point is that I want to know the psychology
of becoming a figure like him.
Well, I don't even know how to phrase the question right,
but it's a question about what do you do
when you're following, your fans become so large
that it's almost bigger than you?
And how do you responsibly manage that?
And maybe it doesn't worry him at all, and that's fine, too.
But I'd be really curious,
and I think there are a lot of people that go through this
when they realize, whoa, there are a lot of eyes on me.
There are a lot of people who really take what I say
very earnestly and take it to heart and will defend me.
And, whew, that can be dangerous,
and you have to be responsible with it.
Both in terms of impact on society
and psychologically for the individual,
just the burden psychologically on Elon?
Yeah, yeah.
How does he think about that part of his persona?
I'll throw that right back at you,
because in some ways, you're just a funny guy
that's gotten a humongous following,
a funny guy with a curiosity.
You've got a huge following.
How do you psychologically deal with the responsibility?
In many ways, you have a reach in many ways bigger than Elon Musk.
What is your, what is the burden that you feel
in educating being one of the biggest educators in the world
where everybody's listening to you
and actually everybody, like the most of the world
that uses YouTube for education material
trusts you as a source of good, strong scientific thinking?
It's a burden, and I try to approach it
with a lot of humility and sharing.
I'm not out there doing a lot of scientific experiments.
I am sharing the work of real scientists,
and I'm celebrating their work and the way that they think
and the power of curiosity.
But I want to make it clear at all times that, like, look,
we don't know all the answers,
and I don't think we're ever going to reach a point where we're like,
wow, and there you go, that's the universe.
It's this equation, you plug in some conditions or whatever,
and you do the math, and you know what's going to happen tomorrow.
I don't think we're ever going to reach that point,
but I think that there is a tendency to sometimes believe
in science and become elitist and become, I don't know, hard
when in reality it should humble you and make you feel smaller.
I think there's something very beautiful about feeling
very, very small and very weak
and to feel that you need other people.
So I try to keep that in mind and say, look, thanks for watching.
Vsauce is not, I'm not Vsauce, you are.
When I start the episodes, I say, hey, Vsauce, Michael here.
Vsauce and Michael are actually a different thing in my mind.
I don't know if that's always clear, but yeah,
I have to approach it that way because it's not about me.
Yeah, so it's not even, you're not feeling responsibility.
You're just sort of plugging into this big thing
that is scientific exploration of our reality,
and you're a voice that represents a bunch,
but you're just plugging into this big Vsauce ball
that others, millions of others are plugged into.
Yeah, and I'm just hoping to encourage curiosity
and responsible thinking and an embracement of doubt
and being okay with that.
So next week, talking to Christos Gudro.
I'm not sure if you're familiar with who he is,
but he's the VP of engineering head of the quote unquote
YouTube algorithm or the search and discovery.
So let me ask, first high level, do you have a question for him
that if you can get an honest answer that you would ask?
But more generally, how do you think about the YouTube algorithm
that drives some of the motivation behind,
no, some of the design decisions you make
as you ask and answer some of the questions you do,
how would you improve this algorithm in your mind in general?
So just what would you ask him and outside of that,
how would you like to see the algorithm improve?
Well, I think of the algorithm as a mirror.
It reflects what people put in,
and we don't always like what we see in that mirror.
From the individual mirror to the individual mirror to the society.
Both in the aggregate,
it's reflecting back what people on average want to watch.
And when you see things being recommended to you,
it's reflecting back what it thinks you want to see.
And specifically, I would guess that it's not just what you want to see,
but what you will click on and what you will watch some of
and stay on YouTube because of.
I don't think that this is all me guessing,
but I don't think that YouTube cares if you only watch like a second of a video.
As long as the next thing you do is open another video.
If you close the app or close the site, that's a problem for them
because they're not a subscription platform.
They're not like, look, you're giving us 20 bucks a month no matter what.
So who cares?
They need you to watch and spend time there and see ads.
So one of the things I'm curious about whether they do consider
longer term sort of develop your longer term development as a human being,
which I think ultimately will make you feel better about using YouTube in the long term
and allowing you to stick with it for longer.
Because even if you feed the dopamine rush in the short term
and you keep clicking on cat videos,
eventually you sort of wake up like from a drug and say, I need to quit this.
So I wonder how much you're trying to optimize for the long term
because when I look at the, your videos aren't exactly sort of no offense,
but they're not the most clickable.
They're both the most clickable and I feel I watched the entire thing
and I feel a better human after I watched it.
So they're not just optimizing for the clickability
because my thought is how do you think of it
and does it affect your own content?
Like how deep you go, how profound you explore the directions and so on.
I've been really lucky in that I don't worry too much about the algorithm.
I mean, look at my thumbnails.
I don't really go too wild with them.
And with Mindfield, where I'm in partnership with YouTube on the thumbnails,
I'm often like, let's pull this back.
Let's be mysterious.
But usually I'm just trying to do what everyone else is not doing.
So if everyone's doing crazy Photoshop kind of thumbnails,
I'm like, what if the thumbnails just align?
And what if the title is just a word?
And I kind of feel like all of the Vsauce channels have cultivated
an audience that expects that.
And so they would rather Jake make a video that's just called Stains
than one called, I explored stains, shocking.
But there are other audiences out there that want that.
And I think most people kind of want what you see the algorithm favoring,
which is mainstream traditional celebrity and news kind of information.
I mean, that's what makes YouTube really different than other streaming platforms.
No one's like, what's going on in the world?
I'll open up Netflix to find out.
But you do open up Twitter to find that out.
You open up Facebook, you can open up YouTube
because you'll see that the trending videos are like what happened
amongst the traditional mainstream people in different industries.
And that's what's being shown.
And it's not necessarily YouTube saying we want that to be what you see.
It's that that's what people click on.
When they see Ariana Grande, you know,
reads a love letter from like her high school sweetheart,
they're like, I want to see that.
And when they see a video from me that's got some lines in math
and it's called Law and Causes, they're like, well, I mean,
I'm just on the bus like I don't have time to dive into a whole lesson.
So, you know, before you get super mad at YouTube,
you should say really they're just reflecting back human behavior.
Is there something you would improve about the algorithm?
Knowing, of course, that as far as we're concerned, it's a black box
or we don't know how it works.
Right. And I don't think that even anyone at YouTube really knows what it's doing.
They know what they've tweaked, but then it learns.
I think that it learns and it decides how to behave.
And sometimes the YouTube employees are left going, I don't know.
Maybe we should like change the value of how much it, you know,
worries about watch time and maybe it should worry more about something.
I don't know. But I mean, I would like to see,
I don't know what they're doing and not doing.
Well, is there a conversation that you think they should be having just internally,
whether they're having it or not?
Is there something, should they be thinking about the long term future?
Should they be thinking about educational content?
And whether that's educating about what just happened in the world today,
news or educational content, like what you're providing,
which is asking big sort of timeless questions about how the way the world works.
Well, it's interesting. What should they think about?
Because it's called YouTube, not our tube.
And that's why I think they have so many phenomenal educational creators.
Yes.
You don't have shows like Three Blue One Brown or Physics Girl
or Looking Glass Universe or Up and Atom or Brain Scoop or,
I mean, I could go on and on.
They aren't on Amazon Prime and Netflix and they don't have commissioned shows
from those platforms.
It's all organically happening because there are people out there
that want to share their passion for learning,
that want to share their curiosity.
And YouTube could, you know, promote those kinds of shows more.
But like, first of all, they probably wouldn't get as many clicks.
And YouTube needs to make sure that the average user is always clicking
and staying on the site.
They could still promote it more for the good of society.
But then we're making some really weird claims about what's good for society
because I think that cat videos are also an incredibly important part
of what it means to be a human.
I mentioned this quote before from Unumuno about,
look, I've seen a cat like estimate distances and calculate a jump, you know,
more often than I've seen a cat cry.
And so things that play with our emotions and make us feel things can be cheesy
and can feel cheap, but like, man, that's very human.
And so even the dumbest vlog is still so important that I don't think it,
I have a better claim to take it spot than it has to have that spot.
It puts a mirror to us.
The beautiful parts, the ugly parts, the shallow parts, the deep parts, you're right.
What I would like to see is, you know, I miss the days when engaging with content
on YouTube helped push it into my subscribers timelines.
It used to be that when I liked a video, say from Veritasium,
it would show up in the feed on the front page of the app
or the website of my subscribers.
And I knew that if I liked a video, I could send it 100,000 views or more.
That no longer is true.
But I think that was a good user experience.
When I subscribe to someone, when I'm following them,
I want to see more of what they like.
I want them to also curate the feed for me.
And I think that Twitter and Facebook are doing that in also some ways
that are kind of annoying.
But I would like that to happen more.
And I think we would see communities being stronger on YouTube if it was that way.
Instead of YouTube going, well, technically, Michael liked this Veritasium video,
but people are way more likely to click on Carpool Karaoke.
So I don't even care who they are, just give them that.
Not saying anything against Carpool Karaoke,
that is an extremely important part of our society,
what it means to be a human on Earth, you know.
I'll say it sucks.
But a lot of people would disagree with you,
and they should be able to see as much of that as they want.
And even people who don't think they like it should still be really aware of it,
because it's such an important thing.
And such an influential thing.
But yeah, I just wish that new channels I discover and that I subscribe to,
I wish that my subscribers found out about that.
Because especially in the education community,
a rising tide floats all boats.
If you watch a video from Numberphile,
you're just more likely to want to watch an episode from me,
whether it be on Vsauce One or Ding.
It's not competitive in the way that traditional TV was,
where it's like, well, if you tune into that show,
it means you're not watching mine, because they both air at the same time.
So helping each other out through collaborations takes a lot of work.
But just through engaging, commenting on their videos,
liking their videos, subscribing to them, whatever,
that I would love to see become easier and more powerful.
So a quick and impossibly deep question, last question,
about mortality.
You've spoken about death as an interesting topic.
Do you think about your own mortality?
Yeah, every day.
It's really scary.
So what do you think is the meaning of life
that mortality makes very explicit?
So why are you here on earth, Michael?
What's the point of this whole thing?
What, you know, what does mortality,
in the context of the whole universe,
make you realize about yourself, just you, Michael Stevens?
Well, it makes me realize that I am destined to become an ocean.
I'm destined to become a memory.
And we can extend life.
I think there's really exciting things being done to extend life,
but we still don't know how to protect you from some accident
that could happen, some unforeseen thing.
Maybe we could save my connectome
and recreate my consciousness digitally.
But even that could be lost
if it's stored on a physical medium or something.
So basically, I just think that embracing
and realizing how cool it is,
that someday I will just be an idea.
And there won't be a Michael anymore that can be like,
no, that's not what I meant.
It'll just be what people, like, they have to guess what I meant.
And they'll remember me and how I live on as that memory
will maybe not even be who I wanted to be.
But there's something powerful about that
and there's something powerful about letting future people
run the show themselves.
I think I'm glad to get out of their way at some point
and say, all right, it's your world now.
So you, the physical entity, Michael,
has had ripple effects in the space of ideas
that far outlives you in ways that you can't control,
but it's nevertheless fascinating to think.
I mean, especially with you,
you can imagine an alien species when they finally arrive
and destroy all of us would watch your videos
to try to figure out what were the questions.
But even if they didn't, you know,
I still think that there will be ripples.
Like when I say memory, I don't specifically mean
people remember my name and my birth date
and like there's a photo of me on Wikipedia.
Like all that can be lost, but I still would hope
that people ask questions and teach concepts
in some of the ways that I have found useful and satisfying.
If they don't know that I was the one
who tried to popularize it, that's fine.
But if Earth was completely destroyed,
like burnt to a crisp, everything on it today,
what would the universe wouldn't care?
Like Jupiter is not going to go, oh no.
And that could happen.
So we do, however, have the power to, you know,
launch things into space to try to extend
how long our memory exists.
And what I mean by that is, you know,
we are recording things about the world
and we're learning things and writing stories
and all of this and preserving that is truly
what I think is the essence of being a human.
We are autobiographers of the universe
and we're really good at it.
We're better than fossils.
We're better than light spectrum.
We're better than any of that.
We collect much more detailed memories
of what's happening, much better data.
And so that should be our legacy.
And I hope that that's kind of mine, too,
in terms of people remembering something
or having some kind of effect.
But even if I don't, you can't not have an effect.
This is not me feeling like,
I hope that I have this powerful legacy.
It's like, no matter who you are, you will.
But you also have to embrace the fact
that that impact might look really small and that's okay.
One of my favorite quotes is from Tessa the Derbervils
and it's along the lines of the measure of your life
depends on not your external displacement
but your subjective experience.
If I am happy and those that I love are happy,
can that be enough?
Because if so, excellent.
I think there's no better place to end it, Michael.
Thank you so much. It was an honor to meet you.
Thanks for talking to me.
Thank you. It was a pleasure.
Now, let me leave you with some words of wisdom
from Albert Einstein.
The important thing is not to stop questioning.
Curiosity has its own reason for existence.
One cannot help but be in awe
when he contemplates the mysteries of eternity,
of life, of the marvelous structure of reality.
It is enough if one tries merely to comprehend
a little of this mystery every day.
Thank you for listening and hope to see you next time.