WEBVTT - Ep2 "What would you do with robotic wings? (or How to get a better body)"

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<v Speaker 1>Why does the world's best archer have no arms? How

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<v Speaker 1>does a dog learn how to skateboard? How can a

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<v Speaker 1>robot figure out what its body looks like? How can

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<v Speaker 1>someone come to believe that her leg doesn't belong to

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<v Speaker 1>her but to someone else? And what does any of

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<v Speaker 1>this have to do with babies? Babbling or doc oc

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<v Speaker 1>from spider Man. Welcome to innert Cosmos with me, David Eagleman.

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<v Speaker 1>I'm a neuroscientist and an author at Stanford University, and

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<v Speaker 1>I've spent my whole career studying the intersection between how

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<v Speaker 1>the brain works and how we experience life. Have you

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<v Speaker 1>ever texted while you're riding your bicycle? So on campus,

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<v Speaker 1>i see students doing this all the time, and I'm

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<v Speaker 1>amazed because what it tells me is how good the

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<v Speaker 1>three pound brain is at controlling the body, running the

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<v Speaker 1>petals with the legs, and steering the handlebars with one

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<v Speaker 1>hand and hitting these very tiny targets with the other thumb,

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<v Speaker 1>and pulling on the brake when they need to slow down,

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<v Speaker 1>and so on. And this is all from inside the

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<v Speaker 1>brain's mission control center in the skull, in total darkness.

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<v Speaker 1>It's controlling all these limbs with a degree of expertise

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<v Speaker 1>that we can't even scratch with robotics. So what I

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<v Speaker 1>want to talk about today is how you can get

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<v Speaker 1>even a better body. And I'm not talking about diet

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<v Speaker 1>or fitness. I'm talking about the future of what we

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<v Speaker 1>can do with our brains. For example, could you add

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<v Speaker 1>new limbs. Let's start with the Spider Man comics from

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<v Speaker 1>back in the day, So in July of nineteen sixty three,

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<v Speaker 1>a new character got introduced. It was a scientist named

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<v Speaker 1>Otto Gunther Octavius. Now he was interesting because he plugs

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<v Speaker 1>a device directly into his brain to control four extra

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<v Speaker 1>robotic arms. He's able to operate these metal limbs just

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<v Speaker 1>as smoothly as his own natural arms, and so he's

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<v Speaker 1>able to work this way with radioactive materials. Now in

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<v Speaker 1>the comic book, each of his arms is able to

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<v Speaker 1>operate independently, in the same way that you can steer

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<v Speaker 1>your car with one hand while you change the radio

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<v Speaker 1>station with the other. And this is while at the

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<v Speaker 1>same time you're switching between the brake and the gas

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<v Speaker 1>with your foot. Unfortunately, for doctor Octavius, there's an explosion

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<v Speaker 1>and the explosion damages his brain and dooms him to

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<v Speaker 1>a life of villany. So he's now lost all his

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<v Speaker 1>sense of morality, and he capitalizes on these four extra

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<v Speaker 1>arms to climb up buildings and pull safes out from

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<v Speaker 1>walls and fight in new ways with multi hand combat.

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<v Speaker 1>And now with his new evil personality, he becomes known

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<v Speaker 1>as Doctor Octopus or doc OC. So when the comic

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<v Speaker 1>book debuted in nineteen sixty three, it was pure sci

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<v Speaker 1>fi fantasy to imagine that a human brain could control

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<v Speaker 1>robotic limbs, but not anymore. So how close are we

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<v Speaker 1>to actually reaching the point of a doc oc? Could

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<v Speaker 1>you plug in new limbs like extra legs or wings?

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<v Speaker 1>What are the limits? So to get started in understanding this,

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<v Speaker 1>the key thing to orient ourselves too is that the

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<v Speaker 1>brain has inputs and outputs. The inputs includes all the

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<v Speaker 1>information from your senses like vision, hearing, and smell and

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<v Speaker 1>so on. The output is how you're brain controls your

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<v Speaker 1>body to interact with the world. In a different episode,

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<v Speaker 1>I'll talk about input asking how our senses work and

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<v Speaker 1>how we can create new senses. But today we're going

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<v Speaker 1>to talk about how the brain controls the body and

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<v Speaker 1>what the prospects are for changing that or adding on

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<v Speaker 1>to that. So let's start back in the nineteen sixties

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<v Speaker 1>when a Canadian neurosurgeon named Wilder Penfield was sticking small,

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<v Speaker 1>thin wires called electrodes into the brain of a patient

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<v Speaker 1>undergoing surgery. Now, it turns out you can stick things

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<v Speaker 1>like that directly into the brain, and you can do

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<v Speaker 1>that while the patient is awake and it doesn't hurt

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<v Speaker 1>at all. Why it's because there are no pain receptors

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<v Speaker 1>in the brain, so you can just dunk a metal

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<v Speaker 1>electrode right in the tissue the way you'd stick a

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<v Speaker 1>toothpick in a block of cheese, and the patient doesn't

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<v Speaker 1>feel anything anyway. So Penfield was sticking the electrode into

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<v Speaker 1>the brain while he talked with the patient and asking

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<v Speaker 1>him what he was feeling. And what Penfield stumbled on

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<v Speaker 1>was something that elevated neuroscience. He discovered in the brain

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<v Speaker 1>a nap of the body. So let's say I have

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<v Speaker 1>the electrode right here on a little strip of brain

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<v Speaker 1>tissue where you'd wear a tiara or headphones, and the

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<v Speaker 1>electrode is measuring the electrical spikes in the brain cells,

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<v Speaker 1>the neurons, And now I touch your shoulder, and it

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<v Speaker 1>turns out these neurons only respond to touch on your

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<v Speaker 1>shoulder and nowhere else. So now let's say I move

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<v Speaker 1>the electrode just a little bit over, still on this strip,

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<v Speaker 1>and now I touch your elbow, and Penfield found that

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<v Speaker 1>as he moved over a little more, there are neurons

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<v Speaker 1>that respond to the forearm, and then next to that

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<v Speaker 1>the hand, and elsewhere along this little strip of brain

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<v Speaker 1>tissue he found cells that respond to your face, or

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<v Speaker 1>your torso, or your legs or your feet. And so

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<v Speaker 1>as you move along this strip in the brain you

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<v Speaker 1>find the whole body represented where neighboring territories on the

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<v Speaker 1>body have neighboring territory in the brain. And this came

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<v Speaker 1>to be known as the somatos sensory cortex, which refers

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<v Speaker 1>to sensation from the body, the soma. Now, the interesting

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<v Speaker 1>part for today's podcast is that he also found a

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<v Speaker 1>second map of the body, and this was on a

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<v Speaker 1>neighboring strip that we call the motor cortex. It's right

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<v Speaker 1>in front of that. So when the cells here are active,

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<v Speaker 1>they drive very particular parts of the body. In other words,

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<v Speaker 1>they contract particular muscles. So activity in these cells right

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<v Speaker 1>here causes your shoulder to twitch, an activity right next

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<v Speaker 1>to it causes your bicep to contract, and activity right

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<v Speaker 1>next to that causes your forearm to move, and so on.

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<v Speaker 1>With a map of the entire body, all the parts

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<v Speaker 1>that you can control are represented in this strip here. Now,

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<v Speaker 1>it turns out this map doesn't have equal representation everywhere.

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<v Speaker 1>The body parts, which are more finely controlled, have larger

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<v Speaker 1>areas of representation. So you have a bunch of territory

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<v Speaker 1>devoted to your fingers, for example, but not a lot

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<v Speaker 1>to the muscles that can move your kneecap or your scalp.

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<v Speaker 1>Now we'll come back to this in later episodes, but

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<v Speaker 1>what is wild is that this map of the body

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<v Speaker 1>is not genetically determined as everyone originally guessed. Instead, it's

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<v Speaker 1>shaped by the body's experience in the world. In other words,

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<v Speaker 1>it devotes territory to what it can control. And if

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<v Speaker 1>you lose your hand in a terrible car accident, your

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<v Speaker 1>primary motor cortex begins to shift, often change itself. Over

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<v Speaker 1>the course of weeks, the brain areas that control neighboring

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<v Speaker 1>arm muscles like your biceps and triceps slowly take over

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<v Speaker 1>the cortical territory that formerly operated your hand. Now we

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<v Speaker 1>can look at it this way. Neurons that previously drove

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<v Speaker 1>your hand, they get their job duty reassigned, and they

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<v Speaker 1>now join the team of neurons that control the upper

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<v Speaker 1>arm muscles. So what this tells us is that the

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<v Speaker 1>motor areas of the brain, those neurons that are sending

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<v Speaker 1>their signals down the spinal cord to drive the body,

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<v Speaker 1>they optimize themselves to drive the available machinery. And this principle,

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<v Speaker 1>as we're going to see, is what opens the door

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<v Speaker 1>to rearranging body plans, something that's traditionally been done only

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<v Speaker 1>when there's injury, but will soon enough be possible when

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<v Speaker 1>we want to add things to the body. So to

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<v Speaker 1>understand this, let's start with a wide angle lens looking

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<v Speaker 1>at the world of our cousins in the animal kingdom.

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<v Speaker 1>So the thing to notice is that there are all

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<v Speaker 1>sorts of strange and amazing body plans. To look at

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<v Speaker 1>the ant eater with its long proboscis, or an animal

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<v Speaker 1>called the star nosed mole, which has essentially twenty two

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<v Speaker 1>fingers on its nose with which it feels around in

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<v Speaker 1>its dark tunnels. Or look at the sloth or the dragonfish,

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<v Speaker 1>or the platypus or the octopus. You find very different

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<v Speaker 1>bodies in the animal kingdom. But here's the thing to notice.

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<v Speaker 1>All the animals, including us, have surprisingly similar genomes. So

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<v Speaker 1>how do the animal's brains come to operate all this

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<v Speaker 1>wildly different equipment like prehensile tails or claws, or larynxes

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<v Speaker 1>or tentacles, whiskers or or wings. The question is are

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<v Speaker 1>their brains preprogrammed for it? How do mountain goats get

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<v Speaker 1>so good at leaping up rocks? And how do owls

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<v Speaker 1>get so good at plunging down on mice? How do

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<v Speaker 1>frogs get so good at hitting flies with their tongues?

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<v Speaker 1>So here's what I think the answer is. In my

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<v Speaker 1>book Live Wired, I proposed what I call the potato

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<v Speaker 1>head model of the brain. And this model proposes that

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<v Speaker 1>you can plug in whatever peripheral devices you want, like

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<v Speaker 1>arms or fins or wings, just like plugging things into

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<v Speaker 1>a potato head, and the brain will figure out how

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<v Speaker 1>to drive them. It's kind of like with your computer.

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<v Speaker 1>Your laptop manufacturer doesn't have to know the next model

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<v Speaker 1>of peripheral that's going to come out in a couple

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<v Speaker 1>of years. Your laptop is ready to drive anything whatever

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<v Speaker 1>comes along. So in this potato head framework, mother nature

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<v Speaker 1>has the freedom to experiment genetically with any kind of

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<v Speaker 1>plug in play motor devices. You just plug in whatever

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<v Speaker 1>limbs you want and the brain will figure out how

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<v Speaker 1>to drive them. It doesn't matter if this is fingers

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<v Speaker 1>or flappers or fins. It doesn't matter if your body

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<v Speaker 1>shows up with two legs or four legs or eight legs.

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<v Speaker 1>It doesn't matter whether you sprout hands or talons or wings.

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<v Speaker 1>The fundamental principles of brain operation don't need to be

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<v Speaker 1>redesigned every time. The motor system that we're talking about

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<v Speaker 1>in the brain, well, it figures out how to drive

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<v Speaker 1>the available machinery. So the advantage of such an adaptable

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<v Speaker 1>brain is that it allows mother nature to mess around

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<v Speaker 1>with genetics to develop new peripheral devices. And it turns

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<v Speaker 1>out it's shockingly easy for her to make little adjustments

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<v Speaker 1>to the a's and seas and teas and gees, and

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<v Speaker 1>you end up with all kinds of different body plants. Okay, now,

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<v Speaker 1>wait a mind it, you might say, If bodies are

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<v Speaker 1>so easy to modify with tweaks of the genome, how

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<v Speaker 1>can we don't see things like a human sometimes being

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<v Speaker 1>born with a genetic mutation that gives him a tail

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<v Speaker 1>or an extra arm. Well you do. Actually, it turns

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<v Speaker 1>out that some genes in your genome act like movie directors.

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<v Speaker 1>They carefully control which thing happens when and where, and

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<v Speaker 1>in this case, which other gene cascades get triggered to unpack.

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<v Speaker 1>So in fruit flies, a few decades ago, it was

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<v Speaker 1>discovered that certain mutations in these director genes control the

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<v Speaker 1>development of the larger body structure. One of the first

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<v Speaker 1>discoveries involved a mutation in the fruit flies in which

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<v Speaker 1>a pair of legs would grow where the antennae were

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<v Speaker 1>supposed to be, and there's a reverse mutation which placed

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<v Speaker 1>antennae where the legs should be. So when you start

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<v Speaker 1>looking at the building of the body this way, you

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<v Speaker 1>see it's sort of like lego. You can just swap

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<v Speaker 1>one thing out for another. Based on these genes coated

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<v Speaker 1>in a's and seas and teas and geese. If you

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<v Speaker 1>want to look this up further, look up homeobox genes.

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<v Speaker 1>The big point I want to make here is just

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<v Speaker 1>that some genes act as a switch to turn on

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<v Speaker 1>a cascade of other genes, and this is why many

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<v Speaker 1>mutations involve the surprising appearance or disappearance of a full

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<v Speaker 1>body part. So in humans you can find these surprisingly

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<v Speaker 1>small mutations where, for example, a child is born with

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<v Speaker 1>a tail, it's just a genetic program which extends the

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<v Speaker 1>spinal column and keeps it going. Every year, there are

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<v Speaker 1>hundreds of children born with tails, and the tail gets

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<v Speaker 1>simply removed with an operation. In Live Wired, I tell

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<v Speaker 1>the story of a baby named Gigi who was born

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<v Speaker 1>in China a few years ago, and Gigi had three arms. Now,

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<v Speaker 1>for the COGNISCINTI, I'll just mention that this sort of

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<v Speaker 1>thing sometimes happens because of a parasitic twin in the womb,

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<v Speaker 1>where one twin doesn't make it and gets absorbed into

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<v Speaker 1>the body of the healthier twin. But that's not the

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<v Speaker 1>case with Gigi. His genetics simply dictated the growth of

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<v Speaker 1>a third arm. The surgeons in China took several hours

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<v Speaker 1>to remove one of the arms because both arms on

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<v Speaker 1>the left side were well developed and had individual shoulder blades. Now,

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<v Speaker 1>what tails and extra arms illustrate is the way body

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<v Speaker 1>plants can change with small alterations of the genetics. And

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<v Speaker 1>it goes without saying that this sort of genetic wobble

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<v Speaker 1>happens in minor ways all around us. Some people have

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<v Speaker 1>longer arms, or stubby your fingers, or a big toe

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<v Speaker 1>that's shorter than the second toe, or wider hips or

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<v Speaker 1>broader shoulders. And although our nearest cousins, the chimpanzees, are

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<v Speaker 1>nearly genetically identical to us, they have a lot of

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<v Speaker 1>differences in their body plan. For starters, their bicep muscle

0:15:26.800 --> 0:15:30.440
<v Speaker 1>has a higher insertion point, and their hips are turned

0:15:30.480 --> 0:15:34.320
<v Speaker 1>more outward, and their toes are much longer. Now, the

0:15:34.360 --> 0:15:39.120
<v Speaker 1>point is that the chimpanzee brain, with its mere ninety

0:15:39.200 --> 0:15:43.560
<v Speaker 1>thousand genes, doesn't have to be reinvented to figure out

0:15:43.600 --> 0:15:47.200
<v Speaker 1>how to drive a chimpanzee body to swing in trees

0:15:47.240 --> 0:15:50.600
<v Speaker 1>and to walk on knuckles. And by the same token,

0:15:50.640 --> 0:15:54.160
<v Speaker 1>the human brain doesn't have to be reinvented to figure

0:15:54.160 --> 0:15:57.920
<v Speaker 1>out how to play pickleball or dance hip hop. In

0:15:57.920 --> 0:16:02.320
<v Speaker 1>both cases, the brain just figures out how to best

0:16:02.680 --> 0:16:21.440
<v Speaker 1>drive the machinery that it has. So to understand the

0:16:21.560 --> 0:16:26.320
<v Speaker 1>power of this principle, consider Matt Stutsman. This is a

0:16:26.360 --> 0:16:30.080
<v Speaker 1>guy who is born without arms. He found himself really

0:16:30.080 --> 0:16:34.240
<v Speaker 1>attracted to archery, so he learns to manipulate a bow

0:16:34.280 --> 0:16:39.160
<v Speaker 1>and arrow with his feet. What he does is notch

0:16:39.320 --> 0:16:42.520
<v Speaker 1>the arrow into the string with his toes. Then he

0:16:42.880 --> 0:16:46.040
<v Speaker 1>lifts the bow with his right foot, and he's got

0:16:46.080 --> 0:16:48.560
<v Speaker 1>a strap around his neck which connects the bow to

0:16:48.640 --> 0:16:51.480
<v Speaker 1>his shoulder, and that allows him to position it at

0:16:51.520 --> 0:16:54.280
<v Speaker 1>eye level. And then he puts tension on the bow

0:16:54.360 --> 0:16:57.480
<v Speaker 1>by pushing it forward with his foot, and when his

0:16:57.600 --> 0:17:00.520
<v Speaker 1>aim is on target, he lets the arrow fly. Now,

0:17:00.560 --> 0:17:04.040
<v Speaker 1>the thing is that Matt is not simply talented at archery.

0:17:04.119 --> 0:17:08.080
<v Speaker 1>He is the best in the world. As of this podcast,

0:17:08.160 --> 0:17:12.520
<v Speaker 1>he holds the record for the longest accurate shot in archery.

0:17:13.160 --> 0:17:16.119
<v Speaker 1>And that's probably not what his doctors would have predicted

0:17:16.480 --> 0:17:19.520
<v Speaker 1>for a baby who came out of the womb without arms,

0:17:20.200 --> 0:17:24.200
<v Speaker 1>But perhaps they didn't realize how readily his brain would

0:17:24.200 --> 0:17:28.639
<v Speaker 1>adapt its resources to solve problems in the outside world.

0:17:29.640 --> 0:17:32.879
<v Speaker 1>Now we see this sort of flexibility everywhere in the

0:17:32.920 --> 0:17:37.439
<v Speaker 1>animal kingdom. Consider this incredible dog whose name is Faith,

0:17:37.880 --> 0:17:41.920
<v Speaker 1>who was born without front legs, and she grew from

0:17:42.000 --> 0:17:45.679
<v Speaker 1>puppyhood to be able to walk on her two hind

0:17:45.800 --> 0:17:49.200
<v Speaker 1>legs bipetally the way that a human walks. You can

0:17:49.240 --> 0:17:52.640
<v Speaker 1>find YouTube videos of her walking around. It's totally amazing

0:17:52.640 --> 0:17:56.439
<v Speaker 1>to watch. And although we might have guessed that dog

0:17:56.480 --> 0:18:02.200
<v Speaker 1>brains come hardwired to drive standard dog bodies, Faith shows

0:18:02.280 --> 0:18:05.560
<v Speaker 1>us how readily brains will move around the world with

0:18:05.600 --> 0:18:10.040
<v Speaker 1>whatever machinery they find themselves in. So what we see

0:18:10.240 --> 0:18:13.680
<v Speaker 1>from Matt or from Faith the Dog is that brains

0:18:13.720 --> 0:18:18.959
<v Speaker 1>are not predefined for particular bodies. Instead, they adapt themselves

0:18:19.040 --> 0:18:22.960
<v Speaker 1>to move and interact and succeed in the world. And

0:18:23.040 --> 0:18:26.000
<v Speaker 1>this isn't simply about the body you're born in, but

0:18:26.200 --> 0:18:31.119
<v Speaker 1>about whatever opportunities might come along. So take Sir Blake,

0:18:31.320 --> 0:18:37.040
<v Speaker 1>a bulldog here in California who's mastered skateboarding. He steps

0:18:37.119 --> 0:18:39.840
<v Speaker 1>up onto the skateboard and with his front paw he

0:18:40.040 --> 0:18:43.080
<v Speaker 1>scrapes at the ground to get momentum, and at the

0:18:43.160 --> 0:18:46.560
<v Speaker 1>right moment, he sets his front paw onto the board

0:18:47.040 --> 0:18:49.840
<v Speaker 1>and he leans into the ride, and he shifts his

0:18:50.000 --> 0:18:53.679
<v Speaker 1>body weight to steer the board around obstacles, just like

0:18:53.720 --> 0:18:56.520
<v Speaker 1>a human wood. And when he's done, he lets the

0:18:56.560 --> 0:19:01.240
<v Speaker 1>skateboard slow down almost to a stop, and then he dismount. Now,

0:19:01.320 --> 0:19:05.480
<v Speaker 1>given the absence of wheels in the evolutionary history of dogs,

0:19:05.920 --> 0:19:09.960
<v Speaker 1>what this shows is the adaptability of brains to steer

0:19:10.160 --> 0:19:15.000
<v Speaker 1>new possibilities. Or take this other dog named Sugar who

0:19:15.040 --> 0:19:20.040
<v Speaker 1>took up surfboarding and is inducted into the International Surf

0:19:20.119 --> 0:19:23.800
<v Speaker 1>Dog Walk of Fame, or on second thought, forget Sugar

0:19:24.119 --> 0:19:27.160
<v Speaker 1>and just revel in the fact that there is an

0:19:27.240 --> 0:19:31.320
<v Speaker 1>International Surf Dog Walk of Fame, because there are lots

0:19:31.320 --> 0:19:33.879
<v Speaker 1>of dogs that do this, and we don't usually think

0:19:33.960 --> 0:19:38.680
<v Speaker 1>about studying dog brains in the context of how they

0:19:38.680 --> 0:19:42.160
<v Speaker 1>hang ten on a longboard, but you can, because all

0:19:42.240 --> 0:19:46.480
<v Speaker 1>the dog requires is the opportunity and their motor systems

0:19:46.520 --> 0:19:50.719
<v Speaker 1>will figure it out. So how do these dogs do it?

0:19:51.320 --> 0:19:55.760
<v Speaker 1>And what does this have to do with a baby babbling? Well,

0:19:55.800 --> 0:19:59.520
<v Speaker 1>a baby learns how to shape its mouth and breathing

0:20:00.080 --> 0:20:03.679
<v Speaker 1>to produce language. But this is not from genetics, and

0:20:03.720 --> 0:20:07.000
<v Speaker 1>it's not by studying a book or surfing Wikipedia. It's

0:20:07.119 --> 0:20:11.160
<v Speaker 1>from babbling. They listen to what's going on around them,

0:20:11.200 --> 0:20:15.639
<v Speaker 1>and they try things out, and their brain compares how

0:20:15.680 --> 0:20:18.719
<v Speaker 1>close their own sound was to what they're hearing from

0:20:18.760 --> 0:20:22.080
<v Speaker 1>the adults around them. And this has helped long because

0:20:22.119 --> 0:20:26.240
<v Speaker 1>they get positive reactions for some utterances and not for others.

0:20:26.800 --> 0:20:30.680
<v Speaker 1>And so there's this constant feedback loop, and that allows

0:20:30.720 --> 0:20:35.680
<v Speaker 1>babies to refine their speech to perfection in whatever language

0:20:35.720 --> 0:20:39.120
<v Speaker 1>is being spoken around them, whether that's English or Chinese

0:20:39.160 --> 0:20:43.840
<v Speaker 1>or Hindi or any of the seven thousand languages spoken

0:20:43.840 --> 0:20:47.960
<v Speaker 1>around the globe. In exactly the same way, the brain

0:20:48.080 --> 0:20:52.760
<v Speaker 1>learns how to steer its body by motor babbling, in

0:20:52.800 --> 0:20:56.879
<v Speaker 1>other words, babbling with its slims. Just watch a baby

0:20:56.960 --> 0:21:01.360
<v Speaker 1>in the crib. She bites her toes, she slaps her forehead,

0:21:01.840 --> 0:21:05.120
<v Speaker 1>she tugs on her hair, she bends her fingers, she

0:21:05.520 --> 0:21:07.679
<v Speaker 1>knocks on the bar of the crib, and so on.

0:21:08.080 --> 0:21:12.480
<v Speaker 1>And by doing this, she's learning how her motor output

0:21:12.880 --> 0:21:18.040
<v Speaker 1>corresponds to the sensory feedback she receives. And in this way,

0:21:18.240 --> 0:21:21.919
<v Speaker 1>she's learning to understand the language of her body, how

0:21:21.960 --> 0:21:27.200
<v Speaker 1>her outputs nap onto the next inputs. She's trying things

0:21:27.200 --> 0:21:30.480
<v Speaker 1>out and she's getting feedback, and this is how she

0:21:30.560 --> 0:21:34.800
<v Speaker 1>eventually learns how to walk and navigate food to her mouth,

0:21:35.160 --> 0:21:38.280
<v Speaker 1>and eventually swim in a pool and dangle on monkey

0:21:38.280 --> 0:21:42.880
<v Speaker 1>bars and master a cartwheel. She's trying things out, she's adjusting,

0:21:43.000 --> 0:21:48.320
<v Speaker 1>she's motorically babbling. And even better, we use this same

0:21:48.359 --> 0:21:52.240
<v Speaker 1>method to attach extensions to our bodies. So think about

0:21:52.320 --> 0:21:56.400
<v Speaker 1>riding a bicycle, which is a machine that our genome

0:21:56.480 --> 0:22:00.199
<v Speaker 1>presumably did not see coming to master bike riding. Have

0:22:00.240 --> 0:22:04.840
<v Speaker 1>to carefully balance your torso, and you change direction by

0:22:04.880 --> 0:22:08.320
<v Speaker 1>moving your arms, and you have to stop by squeezing

0:22:08.359 --> 0:22:11.520
<v Speaker 1>your hands, and this is all totally different from the

0:22:11.560 --> 0:22:15.920
<v Speaker 1>way we normally move. But despite these complexities, most five

0:22:16.000 --> 0:22:20.280
<v Speaker 1>year olds can demonstrate that the extended body plan is

0:22:20.400 --> 0:22:24.960
<v Speaker 1>easily added to the resume of their motor cortex. And

0:22:25.040 --> 0:22:29.360
<v Speaker 1>this isn't just limited to typical bicycles. Consider the sky

0:22:29.440 --> 0:22:33.360
<v Speaker 1>named Deston Sandlin. He's an engineer who has given this

0:22:33.560 --> 0:22:37.440
<v Speaker 1>very strange bicycle by a friend. It had this elaborate

0:22:37.560 --> 0:22:40.879
<v Speaker 1>gearing system so that if you turned the handlebars to

0:22:40.920 --> 0:22:43.000
<v Speaker 1>the left, the front wheel would turn to the right,

0:22:43.400 --> 0:22:47.600
<v Speaker 1>and vice versa. And so Deston was fairly sure that

0:22:47.680 --> 0:22:51.360
<v Speaker 1>this wouldn't be too difficult to master because the concept

0:22:51.480 --> 0:22:55.280
<v Speaker 1>is very straightforward. You just steer the opposite direction that

0:22:55.359 --> 0:22:57.960
<v Speaker 1>you want to go. But as it turned out, the

0:22:58.000 --> 0:23:02.520
<v Speaker 1>bicycle was just too difficult to ride because it required

0:23:03.200 --> 0:23:07.080
<v Speaker 1>unlearning the normal operation of a bicycle steering wheel and

0:23:07.280 --> 0:23:11.280
<v Speaker 1>training his motor cortex to master this new task was

0:23:11.320 --> 0:23:15.639
<v Speaker 1>not as simple as having a cognitive understanding. In other words,

0:23:15.760 --> 0:23:18.680
<v Speaker 1>he knew how the bicycle worked, but that didn't mean

0:23:18.720 --> 0:23:21.560
<v Speaker 1>he could do the right thing with his body. But

0:23:21.680 --> 0:23:24.200
<v Speaker 1>after some weeks he began to get the hang of it.

0:23:24.680 --> 0:23:27.960
<v Speaker 1>He practiced every day, and each time he'd try to move,

0:23:28.560 --> 0:23:31.679
<v Speaker 1>he would get feedback from the world, like you're falling

0:23:31.720 --> 0:23:34.200
<v Speaker 1>to the ride, or you're crashing into a trash can,

0:23:34.280 --> 0:23:36.760
<v Speaker 1>or you're swerving in front of the mail truck. And

0:23:36.840 --> 0:23:40.600
<v Speaker 1>so he used that feedback to adjust his next moves,

0:23:41.160 --> 0:23:44.560
<v Speaker 1>and after several weeks of practicing, he got pretty good

0:23:44.600 --> 0:23:47.119
<v Speaker 1>at it. And he did this the same way that

0:23:47.240 --> 0:23:49.840
<v Speaker 1>he learned how to ride a normal bike as a kid,

0:23:49.840 --> 0:23:52.800
<v Speaker 1>by motor babbling. And by the way, you know what

0:23:52.880 --> 0:23:54.960
<v Speaker 1>this is like If you drive and you go to

0:23:55.080 --> 0:23:58.000
<v Speaker 1>a country that has the steering wheel on the other

0:23:58.040 --> 0:24:00.920
<v Speaker 1>side of the car, if you or an American in

0:24:00.920 --> 0:24:04.320
<v Speaker 1>England or vice versa, you keep swerving the wrong way,

0:24:04.600 --> 0:24:08.200
<v Speaker 1>but you eventually get better because your visual system looks

0:24:08.200 --> 0:24:12.240
<v Speaker 1>at the consequences of each action and adjusts things accordingly.

0:24:12.720 --> 0:24:15.480
<v Speaker 1>It's just how Matt Stutsman learned how to shoot bows

0:24:15.760 --> 0:24:19.600
<v Speaker 1>or sugar learned how to skateboard. Motor babbling is not

0:24:19.720 --> 0:24:23.520
<v Speaker 1>only the way that babies and bicyclists learn, it's also

0:24:23.600 --> 0:24:27.760
<v Speaker 1>become a new approach in robotics. So take this starfish

0:24:27.880 --> 0:24:32.159
<v Speaker 1>robot developed by my colleague Hodd Lipson. The idea is

0:24:32.200 --> 0:24:34.760
<v Speaker 1>that it's a very simple robot. It's just a small

0:24:34.800 --> 0:24:38.760
<v Speaker 1>square body with four arms that stick out. The key

0:24:38.920 --> 0:24:42.800
<v Speaker 1>is lips and doesn't teach it how to use its body.

0:24:42.960 --> 0:24:47.520
<v Speaker 1>It figures itself out. The starfish tries out a move

0:24:47.800 --> 0:24:51.199
<v Speaker 1>the way that an infant might flail a limb, and

0:24:51.320 --> 0:24:55.119
<v Speaker 1>it analyzes what happens. In the robots case, it's just

0:24:55.480 --> 0:24:59.960
<v Speaker 1>using gyroscopes to see how the move tilted the central bot.

0:25:00.680 --> 0:25:03.240
<v Speaker 1>So if it does just a single move, that can't

0:25:03.280 --> 0:25:05.520
<v Speaker 1>tell it what its body looks like and how it

0:25:05.560 --> 0:25:10.160
<v Speaker 1>interacts with the world. But that feedback narrows the space

0:25:10.200 --> 0:25:14.399
<v Speaker 1>of possibilities, so it now has a smaller space of

0:25:14.480 --> 0:25:17.760
<v Speaker 1>hypotheses about what its body looks like. So now it

0:25:17.760 --> 0:25:20.000
<v Speaker 1>does the next move, and the next and so on,

0:25:20.480 --> 0:25:24.040
<v Speaker 1>and instead of choosing random movements, it chooses its next

0:25:24.119 --> 0:25:29.119
<v Speaker 1>move to do a good job distinguishing the available remaining

0:25:29.200 --> 0:25:34.720
<v Speaker 1>hypotheses so by doing this over and over, by motoric babbling,

0:25:35.119 --> 0:25:38.919
<v Speaker 1>it develops a clearer and clearer picture of its body.

0:25:39.440 --> 0:25:42.119
<v Speaker 1>In this way, it learns itself. You don't need a

0:25:42.240 --> 0:25:47.160
<v Speaker 1>preprogram this robot. It learns its own capabilities. And what's

0:25:47.200 --> 0:25:49.760
<v Speaker 1>wild is that if you snap off one of the

0:25:49.840 --> 0:25:53.639
<v Speaker 1>legs of this robot, it'll figure itself out again. And

0:25:53.720 --> 0:25:58.160
<v Speaker 1>it turns out that building a babbling, self exploring robot

0:25:58.520 --> 0:26:02.639
<v Speaker 1>is way more flexible than preprogramming the robot. And in

0:26:02.680 --> 0:26:06.360
<v Speaker 1>the animal kingdom, nature only has some tens of thousands

0:26:06.400 --> 0:26:09.480
<v Speaker 1>of genes to work with to build a creature, so

0:26:09.520 --> 0:26:13.720
<v Speaker 1>it can't possibly preprogram all of the actions that one

0:26:13.800 --> 0:26:17.560
<v Speaker 1>might do in the world. So it's only choice is

0:26:17.560 --> 0:26:22.840
<v Speaker 1>to build a system that figures itself out. Now, think

0:26:22.880 --> 0:26:25.720
<v Speaker 1>about the stories that we just talked about with Matt Stutsman,

0:26:25.840 --> 0:26:28.760
<v Speaker 1>the archer with no arms, or the skateboarding dog or

0:26:28.760 --> 0:26:32.320
<v Speaker 1>the surfing dog or the starfish robot. What they all

0:26:32.400 --> 0:26:36.119
<v Speaker 1>have in common is the same principle, whatever kind of

0:26:36.240 --> 0:26:38.680
<v Speaker 1>way that you can move around in the world, the

0:26:38.720 --> 0:26:42.320
<v Speaker 1>brain on the inside does not have to be redesigned.

0:26:42.359 --> 0:26:47.040
<v Speaker 1>It just recalibrates to maximize what it can do. It

0:26:47.080 --> 0:26:50.879
<v Speaker 1>figures out how to control whatever body it's in. A

0:26:51.040 --> 0:26:54.880
<v Speaker 1>live wired brain doesn't need to be redesigned if there's

0:26:54.920 --> 0:26:58.680
<v Speaker 1>a genetic change to the body, planet just adjusts itself.

0:26:59.040 --> 0:27:04.159
<v Speaker 1>And that is how evolution can so effectively shape animals

0:27:04.200 --> 0:27:09.160
<v Speaker 1>to fit any habitat in different environments. Animals will evolve

0:27:09.520 --> 0:27:14.040
<v Speaker 1>hoofs or toes or fins or forearms or trunks or

0:27:14.119 --> 0:27:17.920
<v Speaker 1>tails or talons, and Mother Nature doesn't need to reinvent

0:27:17.960 --> 0:27:21.359
<v Speaker 1>the principles of the brain or do anything extra to

0:27:21.560 --> 0:27:25.280
<v Speaker 1>make the new animal operate correctly. And you know what,

0:27:25.560 --> 0:27:29.640
<v Speaker 1>Evolution really couldn't work any other way. It couldn't operate

0:27:29.720 --> 0:27:34.080
<v Speaker 1>quickly enough unless body plan changes were easy to deploy

0:27:34.640 --> 0:27:38.720
<v Speaker 1>and brain changes just followed without difficulty. And this massive

0:27:38.760 --> 0:27:42.840
<v Speaker 1>flexibility is why we can so easily install ourselves into

0:27:42.880 --> 0:27:46.720
<v Speaker 1>new bodies. If you ever saw the movie Aliens from

0:27:46.720 --> 0:27:50.960
<v Speaker 1>a long time ago, you may remember this climactic deathmatch

0:27:51.080 --> 0:27:55.920
<v Speaker 1>that the hero Ellen Ripley has with this giant, slimy alien.

0:27:56.440 --> 0:28:00.560
<v Speaker 1>So she scrambles into this enormous robotics just like a

0:28:00.640 --> 0:28:04.560
<v Speaker 1>mech suit that allows her movements to be magnified into

0:28:04.560 --> 0:28:09.119
<v Speaker 1>these powerful metal arms and legs, and at first, she's

0:28:09.160 --> 0:28:13.639
<v Speaker 1>swinging around awkwardly, but after some practice, she's able to

0:28:14.080 --> 0:28:18.120
<v Speaker 1>land punches right on the alien. Now what we see

0:28:18.200 --> 0:28:21.760
<v Speaker 1>is that Ripley learns how to control her new gargantuan

0:28:21.840 --> 0:28:25.680
<v Speaker 1>body plan, and she does so thanks to her brain's

0:28:25.680 --> 0:28:30.600
<v Speaker 1>capacity to adjust her relationship between her outputs like swinging

0:28:30.600 --> 0:28:34.680
<v Speaker 1>my arm and her inputs. Wears that giant arm right now.

0:28:35.720 --> 0:28:39.440
<v Speaker 1>So it's not difficult to learn these kinds of new associations.

0:28:39.560 --> 0:28:44.120
<v Speaker 1>Just think about forklift drivers who are using their arms

0:28:44.120 --> 0:28:47.200
<v Speaker 1>and these little levers to control something really large, or

0:28:47.440 --> 0:28:50.720
<v Speaker 1>crane operators who are sitting in their little booth and

0:28:51.080 --> 0:28:55.360
<v Speaker 1>operating this thing that's one hundred feet high, or laparoscopic

0:28:55.480 --> 0:28:58.760
<v Speaker 1>surgeons who are controlling levers to control something that's very

0:28:58.840 --> 0:29:01.920
<v Speaker 1>very tiny. So all of these folks get out of

0:29:01.920 --> 0:29:06.400
<v Speaker 1>bed every morning to pilot strange new bodies. And let's

0:29:06.400 --> 0:29:09.840
<v Speaker 1>take another example. There was a very successful young man

0:29:10.000 --> 0:29:14.520
<v Speaker 1>named Jean Dominique Bobie who lived in Paris, and he

0:29:14.640 --> 0:29:17.720
<v Speaker 1>was on top of the world. He was editor in

0:29:17.840 --> 0:29:21.800
<v Speaker 1>chief at El magazine in Paris, and he revolved at

0:29:21.800 --> 0:29:25.600
<v Speaker 1>the top of French social circles. And one afternoon in

0:29:25.680 --> 0:29:29.400
<v Speaker 1>nineteen ninety five, without any warning, he had a massive

0:29:29.560 --> 0:29:34.560
<v Speaker 1>stroke and he instantly fell into a deep coma. So

0:29:34.640 --> 0:29:37.600
<v Speaker 1>he stayed in this coma for twenty days, and just

0:29:37.680 --> 0:29:42.560
<v Speaker 1>when everyone was giving up hope, he regained consciousness. But

0:29:42.640 --> 0:29:45.239
<v Speaker 1>there was a problem. It's the type of thing that

0:29:45.320 --> 0:29:48.840
<v Speaker 1>gives everyone who hears about this nightmares, which is that

0:29:48.960 --> 0:29:53.120
<v Speaker 1>he was mentally aware. He could see his surroundings, he

0:29:53.160 --> 0:29:57.880
<v Speaker 1>could understand everything everyone was saying, but he could not move.

0:29:58.800 --> 0:30:01.680
<v Speaker 1>He couldn't twitch his arm, his fingers, his face, his toes.

0:30:01.720 --> 0:30:05.880
<v Speaker 1>He couldn't speak, he couldn't cry out. He discovered that

0:30:05.960 --> 0:30:10.760
<v Speaker 1>his only available action was to blink his left eyelid.

0:30:11.520 --> 0:30:14.800
<v Speaker 1>Other than that, he was locked in the frozen dungeon

0:30:14.800 --> 0:30:18.560
<v Speaker 1>of his body. This is called locked in syndrome. So

0:30:18.720 --> 0:30:22.360
<v Speaker 1>luckily he had a heroic nurse with a plan. She

0:30:22.400 --> 0:30:26.080
<v Speaker 1>would sit with him and recite all of the letters

0:30:26.120 --> 0:30:29.400
<v Speaker 1>in the alphabet in the order of their frequency, and

0:30:29.520 --> 0:30:32.719
<v Speaker 1>he would blink his eye when she arrived at the

0:30:32.760 --> 0:30:36.720
<v Speaker 1>next letter he wanted, and in this way, one letter

0:30:36.760 --> 0:30:41.160
<v Speaker 1>at a time, he could communicate, and eventually he wrote

0:30:41.200 --> 0:30:45.280
<v Speaker 1>out an entire book called The Diving Bell in the Butterfly.

0:30:46.480 --> 0:30:48.959
<v Speaker 1>He died just before I was published. But this became

0:30:49.040 --> 0:30:53.600
<v Speaker 1>a huge international bestseller, in part because it allowed readers

0:30:53.640 --> 0:30:57.680
<v Speaker 1>to appreciate, probably for the first time, this simple pleasure

0:30:58.080 --> 0:31:03.720
<v Speaker 1>of having a brain that successfully drives this enormous meat robot,

0:31:04.080 --> 0:31:09.080
<v Speaker 1>and does so with such expertise that were totally unaware

0:31:09.480 --> 0:31:13.840
<v Speaker 1>of the massive operations running under the hood. Now here's

0:31:13.880 --> 0:31:16.880
<v Speaker 1>the question, what if we could have measured the little

0:31:17.120 --> 0:31:21.720
<v Speaker 1>electrical signals in Bobie's brain, the spikes and his neurons,

0:31:22.160 --> 0:31:25.560
<v Speaker 1>instead of having to look just at his eyeblinks. What

0:31:25.640 --> 0:31:28.800
<v Speaker 1>if we could have eaves dropped on his neural circuits

0:31:28.840 --> 0:31:31.360
<v Speaker 1>to figure out what they were trying to say to

0:31:31.400 --> 0:31:35.080
<v Speaker 1>the muscles, and then by passed the injury to make

0:31:35.160 --> 0:31:38.920
<v Speaker 1>something happen in the outside world. Well, a year after

0:31:38.960 --> 0:31:44.760
<v Speaker 1>Bobie's death, researchers at Emory University implanted a brain computer

0:31:44.920 --> 0:31:48.960
<v Speaker 1>interface into another locked in patient named Johnny Ray, and

0:31:49.080 --> 0:31:52.760
<v Speaker 1>Johnny Ray lived long enough to control a computer cursor

0:31:53.400 --> 0:31:59.040
<v Speaker 1>simply by imagining the movement. His motor cortex was unable

0:31:59.080 --> 0:32:02.480
<v Speaker 1>to get the signals through the damaged spinal cord, but

0:32:02.640 --> 0:32:06.280
<v Speaker 1>this implant could listen to the signals and then pass

0:32:06.360 --> 0:32:09.720
<v Speaker 1>along that message to the computer. Then, in two thousand

0:32:09.720 --> 0:32:13.800
<v Speaker 1>and six, a paralyzed former football player named Matt Nagel

0:32:14.160 --> 0:32:17.760
<v Speaker 1>was able to control lights and open an email, and

0:32:17.880 --> 0:32:20.840
<v Speaker 1>play the video game Pawn and draw a circle on

0:32:20.880 --> 0:32:24.360
<v Speaker 1>the screen. And this was all because of a four

0:32:24.400 --> 0:32:28.760
<v Speaker 1>by four millimeter grid of almost one hundred electrodes implanted

0:32:28.880 --> 0:32:34.040
<v Speaker 1>directly into his motor cortex. He would imagine moving his muscles,

0:32:34.080 --> 0:32:37.920
<v Speaker 1>which caused activity in his motor cortex, and the researchers

0:32:37.960 --> 0:32:43.160
<v Speaker 1>could measure that activity to at least crudely determine the intention.

0:32:43.840 --> 0:32:48.200
<v Speaker 1>The technology used with Johnny and Matt it was makeshift

0:32:48.240 --> 0:32:53.040
<v Speaker 1>and unpolished, but had proved the possibility, and by twenty eleven,

0:32:53.160 --> 0:32:56.400
<v Speaker 1>my neuroscience colleague Andrew Schwartz and his colleagues at the

0:32:56.480 --> 0:33:01.240
<v Speaker 1>University of Pittsburgh built a prosthetic arm was almost as

0:33:01.280 --> 0:33:05.280
<v Speaker 1>sophisticated and lie as a real arm. And a woman

0:33:05.360 --> 0:33:09.880
<v Speaker 1>named Jan Schumann had become paralyzed from a disorder called

0:33:09.960 --> 0:33:16.320
<v Speaker 1>spinocerebellar degeneration, and she volunteered herself for a neurosurgery that

0:33:16.360 --> 0:33:19.760
<v Speaker 1>would give her control of this arm. So, with the

0:33:19.920 --> 0:33:25.640
<v Speaker 1>signals recorded from her motor cortex, Jan imagines making a

0:33:25.720 --> 0:33:30.120
<v Speaker 1>movement with her arm, and the robotic arm moves. This

0:33:30.240 --> 0:33:33.800
<v Speaker 1>robotic arm is part way across the room, but this

0:33:33.880 --> 0:33:37.760
<v Speaker 1>makes no difference because through the bundle of wires that

0:33:37.880 --> 0:33:41.760
<v Speaker 1>attaches these electrodes in her brain to the computer and

0:33:41.800 --> 0:33:45.480
<v Speaker 1>to the robotic arm, she can make it turn and grasp,

0:33:45.840 --> 0:33:48.240
<v Speaker 1>essentially the way that she would have done with her

0:33:48.280 --> 0:33:52.200
<v Speaker 1>own arm years ago. Normally, when you think about moving

0:33:52.320 --> 0:33:55.880
<v Speaker 1>your arm, the signals traveled from the motor cortex down

0:33:55.920 --> 0:33:59.000
<v Speaker 1>your spinal cord, into the peripheral nerves into your muscle fibers.

0:33:59.520 --> 0:34:02.960
<v Speaker 1>With Jan, the signals recorded from the brain just take

0:34:02.960 --> 0:34:05.880
<v Speaker 1>a different root. They're going long wires connected to motors

0:34:05.920 --> 0:34:10.480
<v Speaker 1>instead of neurons connected to muscles. So Jan gets better

0:34:10.480 --> 0:34:13.319
<v Speaker 1>and better at using the arm, in part because of

0:34:13.360 --> 0:34:17.600
<v Speaker 1>improving technology, but also because her brain is rewiring to

0:34:17.760 --> 0:34:21.799
<v Speaker 1>understand how to best control its new limb, just as

0:34:21.800 --> 0:34:25.280
<v Speaker 1>it would with a reversed bicycle or a surfboarder Ellen

0:34:25.360 --> 0:34:29.240
<v Speaker 1>Ripley's mex suit. Jan is doing motor babbling to figure

0:34:29.280 --> 0:34:33.719
<v Speaker 1>out how to drive the arm smoothly, and in an interview,

0:34:33.800 --> 0:34:37.560
<v Speaker 1>by the way, Jan said, I'd so much rather have

0:34:37.840 --> 0:34:41.640
<v Speaker 1>my brain than my legs. Why did she say that.

0:34:41.719 --> 0:34:44.480
<v Speaker 1>It's because if you have the brain, you can build

0:34:44.480 --> 0:34:47.520
<v Speaker 1>a new body, but not the other way around. So

0:34:47.560 --> 0:34:52.759
<v Speaker 1>we see that brain machine interfaces can restore or replace

0:34:52.920 --> 0:34:56.080
<v Speaker 1>damaged limbs, But the question is could you use this

0:34:56.239 --> 0:35:01.200
<v Speaker 1>same technology to add an additional limb. So in two

0:35:01.239 --> 0:35:05.160
<v Speaker 1>thousand and eight, a monkey with two normal arms used

0:35:05.200 --> 0:35:09.000
<v Speaker 1>its thoughts to control a third arm made of metal.

0:35:09.600 --> 0:35:12.520
<v Speaker 1>This was again the work of my colleague Andrew Schwartz.

0:35:12.920 --> 0:35:15.439
<v Speaker 1>He and his team put a tiny array of electrodes

0:35:15.560 --> 0:35:19.000
<v Speaker 1>into the monkey's brain, and when the monkey thought about

0:35:19.080 --> 0:35:22.680
<v Speaker 1>different things, that could control the robotic arms to pluck

0:35:22.719 --> 0:35:26.600
<v Speaker 1>marshmallows and stick them in his mouth with the robotic arm.

0:35:27.120 --> 0:35:30.680
<v Speaker 1>The monkey initially trained for this by moving a cursor

0:35:30.800 --> 0:35:33.880
<v Speaker 1>on the screen towards a target, and he'd get rewarded

0:35:33.880 --> 0:35:36.680
<v Speaker 1>when he got it right. And at first, the monkey

0:35:36.840 --> 0:35:39.640
<v Speaker 1>would move his own arms while he was doing the task.

0:35:40.320 --> 0:35:44.760
<v Speaker 1>But something remarkable happened, which is eventually he stopped moving

0:35:44.800 --> 0:35:48.279
<v Speaker 1>his arms and the cursor continued to move on its own.

0:35:49.080 --> 0:35:54.040
<v Speaker 1>His brain was rewiring to separate out these tasks, so

0:35:54.120 --> 0:35:58.160
<v Speaker 1>some neurons corresponded to his real arms and some to

0:35:58.280 --> 0:36:03.120
<v Speaker 1>the cursor on screen. Eventually, these signals were able to

0:36:03.160 --> 0:36:07.960
<v Speaker 1>be used to control the robotic arm for marshmallow gathering

0:36:07.960 --> 0:36:11.600
<v Speaker 1>and sticking in his mouth, all without any physical movement

0:36:11.640 --> 0:36:15.240
<v Speaker 1>of his real arms. It had become a new limb,

0:36:15.320 --> 0:36:19.680
<v Speaker 1>a third limb. The way that the monkey learned to

0:36:19.800 --> 0:36:24.920
<v Speaker 1>use the robotic arm independently of its real arms recalls

0:36:25.120 --> 0:36:29.120
<v Speaker 1>docc the character from Spider Man, who controlled his robotic

0:36:29.200 --> 0:36:32.920
<v Speaker 1>limbs even while doing other tasks with his flesh hands.

0:36:33.520 --> 0:36:36.799
<v Speaker 1>So it shouldn't seem surprising that humans and monkeys can

0:36:36.840 --> 0:36:41.360
<v Speaker 1>figure out how to move robotic arms with their thoughts.

0:36:41.480 --> 0:36:45.279
<v Speaker 1>It's the same process by which your brain learned to

0:36:45.320 --> 0:36:54.360
<v Speaker 1>control your natural, fleshy limbs. As we've seen. Your process

0:36:54.400 --> 0:36:58.200
<v Speaker 1>as a baby was to flail your appendages around and

0:36:58.640 --> 0:37:01.640
<v Speaker 1>bite your toes in grass your crib bars and poked

0:37:01.640 --> 0:37:05.000
<v Speaker 1>yourself in the eye and turn yourself over. For years,

0:37:05.520 --> 0:37:10.080
<v Speaker 1>this is how you fine tuned the operation of your machinery.

0:37:10.600 --> 0:37:14.239
<v Speaker 1>Your brain sends out commands, compares those with feedback from

0:37:14.239 --> 0:37:17.880
<v Speaker 1>the world, and eventually learns the capabilities of your limbs.

0:37:18.520 --> 0:37:21.799
<v Speaker 1>So your skin covered arm is really no different from

0:37:21.840 --> 0:37:25.799
<v Speaker 1>the clunky, silver robotic arm of the monkey. It just

0:37:26.040 --> 0:37:30.120
<v Speaker 1>happens to be the standard operating equipment you're used to,

0:37:30.560 --> 0:37:35.480
<v Speaker 1>so you often end up blind to its amazingness. So

0:37:35.640 --> 0:37:39.399
<v Speaker 1>for both jan and the monkeys, the robotic arms were

0:37:39.440 --> 0:37:43.000
<v Speaker 1>not directly connected to their torsos, but instead connected by

0:37:43.000 --> 0:37:47.319
<v Speaker 1>a bundle of wires. The electrodes in their brain sent

0:37:47.440 --> 0:37:50.000
<v Speaker 1>wires to a computer which does the processing, and then

0:37:50.000 --> 0:37:52.480
<v Speaker 1>the bundle of wires goes from the computer to the

0:37:52.560 --> 0:37:57.160
<v Speaker 1>robotic arm. But increasingly this can be done wirelessly, and

0:37:57.239 --> 0:38:00.120
<v Speaker 1>that means the robotic arm that you're controlling does it

0:38:00.200 --> 0:38:02.560
<v Speaker 1>need to be right next to you or even in

0:38:02.600 --> 0:38:06.759
<v Speaker 1>the same room. So could you control a robot on

0:38:06.800 --> 0:38:09.880
<v Speaker 1>the other side of the world. While in two thousand

0:38:09.880 --> 0:38:12.799
<v Speaker 1>and eight, my colleague Miguel Nikolaylis and his team from

0:38:12.880 --> 0:38:16.560
<v Speaker 1>Duke University hooked up electrodes to a monkey and that

0:38:16.680 --> 0:38:22.000
<v Speaker 1>monkey controlled the walking patterns of a robot halfway across

0:38:22.080 --> 0:38:28.640
<v Speaker 1>the globe. So the monkey would walk on a treadmill,

0:38:29.040 --> 0:38:32.080
<v Speaker 1>and the signals from his motor cortex were recorded and

0:38:32.239 --> 0:38:35.680
<v Speaker 1>translated into zeros and ones and transmitted via the Internet

0:38:35.880 --> 0:38:39.879
<v Speaker 1>to a laboratory in Japan and fed into a robot there.

0:38:40.440 --> 0:38:43.839
<v Speaker 1>And while the monkey walked, the five foot tall, two

0:38:43.960 --> 0:38:49.000
<v Speaker 1>hundred pound robot would also walk like a metal doppelganger.

0:38:49.600 --> 0:38:53.000
<v Speaker 1>So after they demonstrated this proof of principle, the Duke

0:38:53.080 --> 0:38:57.600
<v Speaker 1>team stopped the treadmill. But as the monkey looked at

0:38:57.640 --> 0:39:01.520
<v Speaker 1>its avatar on the screen, it's thought about walking, and

0:39:01.560 --> 0:39:05.759
<v Speaker 1>so the robot Japan kept marching along. So in the

0:39:05.840 --> 0:39:11.080
<v Speaker 1>same way that Jan imagines movements and the arm executes

0:39:11.120 --> 0:39:16.239
<v Speaker 1>our internal commands, the monkeys motor cortex continued to think

0:39:16.280 --> 0:39:19.520
<v Speaker 1>about walking even while he wasn't doing it, and the

0:39:19.600 --> 0:39:23.280
<v Speaker 1>robot kept going. So in the not too distant future,

0:39:23.640 --> 0:39:27.399
<v Speaker 1>it seems inevitable that we're going to have mind controlled

0:39:27.480 --> 0:39:31.640
<v Speaker 1>robots in factories or underwater or on the surface of

0:39:31.640 --> 0:39:34.080
<v Speaker 1>the moon. And it's all from the comfort of our

0:39:34.120 --> 0:39:41.320
<v Speaker 1>own couches. And this is because our cortical maps, after

0:39:41.480 --> 0:39:46.680
<v Speaker 1>extensive training, will be able to incorporate whatever the limbs

0:39:46.719 --> 0:39:50.680
<v Speaker 1>of the robot are. That's going to become our tell limbs.

0:39:51.160 --> 0:39:54.160
<v Speaker 1>So think about the way we watch television, which means

0:39:54.280 --> 0:39:58.480
<v Speaker 1>far sight. I'm coining the term tell limbs because in

0:39:58.480 --> 0:40:01.799
<v Speaker 1>the near future, we're going to be control rolling far bodies.

0:40:16.640 --> 0:40:20.239
<v Speaker 1>So the bodies that we have right now have evolved

0:40:20.280 --> 0:40:25.480
<v Speaker 1>for the conditions of this particular oxygen rich planet. But

0:40:25.800 --> 0:40:31.520
<v Speaker 1>leveraging the brain's plasticity to build long distance bodies, that's

0:40:31.600 --> 0:40:36.240
<v Speaker 1>surely going to be our main strategy for space exploration.

0:40:37.000 --> 0:40:41.440
<v Speaker 1>So what consequence would expanding your body, say with a

0:40:41.520 --> 0:40:46.239
<v Speaker 1>robotic arm or a metal avatar across town. What consequence

0:40:46.239 --> 0:40:50.319
<v Speaker 1>would this have for your conscious experience? The answer is

0:40:50.360 --> 0:40:53.520
<v Speaker 1>that the robot will be perceived as a part of you.

0:40:54.600 --> 0:40:58.839
<v Speaker 1>The robot will just be another limb. Now, it's an

0:40:58.920 --> 0:41:02.839
<v Speaker 1>unusual limb because of the physical gap between you and it,

0:41:03.160 --> 0:41:06.160
<v Speaker 1>but it nonetheless will qualify just as a new limb.

0:41:06.800 --> 0:41:12.239
<v Speaker 1>The only reason we're accustomed to connected limbs is that

0:41:12.360 --> 0:41:16.760
<v Speaker 1>Mother Nature is a talented seamstress with muscle and sinew

0:41:16.760 --> 0:41:19.360
<v Speaker 1>and nerves, but she never worked out how to control

0:41:19.920 --> 0:41:25.320
<v Speaker 1>distant limbs via bluetooth. Now, if extra limbs or telelimbs,

0:41:25.360 --> 0:41:29.520
<v Speaker 1>if the seems exotic, recall that you have everyday experience

0:41:29.600 --> 0:41:33.360
<v Speaker 1>with them. Just look in a mirror and move your arm.

0:41:33.480 --> 0:41:37.560
<v Speaker 1>You see a distant object, move in perfect synchrony with

0:41:37.640 --> 0:41:42.160
<v Speaker 1>your motor commands. And although babies are at first confused

0:41:42.200 --> 0:41:46.720
<v Speaker 1>by mirror images, they come to understand the reflections as themselves,

0:41:47.640 --> 0:41:51.480
<v Speaker 1>because although they don't feel any direct sensation from those

0:41:51.520 --> 0:41:56.080
<v Speaker 1>distant limbs, they can witness their control over them, and

0:41:56.160 --> 0:42:00.360
<v Speaker 1>that's enough for these limbs to be annexed by self hood.

0:42:01.000 --> 0:42:04.400
<v Speaker 1>So this notion of this self is analogous to the

0:42:04.560 --> 0:42:08.800
<v Speaker 1>borg in Star Trek, who assimilate everything in their path

0:42:09.040 --> 0:42:14.880
<v Speaker 1>into their singular identity, except for those things that can't control,

0:42:15.560 --> 0:42:20.040
<v Speaker 1>like the impossibly unpredictable Captain Picard. Now this led me

0:42:20.120 --> 0:42:23.960
<v Speaker 1>to propose an axiom in Live Wired about the nature

0:42:24.120 --> 0:42:29.920
<v Speaker 1>of selfhood. What the body can control becomes the self.

0:42:30.640 --> 0:42:34.320
<v Speaker 1>And I think this all pivots on predictability. In other words,

0:42:34.320 --> 0:42:36.719
<v Speaker 1>can I predict that signals from my brain will cause

0:42:36.760 --> 0:42:41.520
<v Speaker 1>something to happen out there? So this relationship of selfhood

0:42:42.040 --> 0:42:47.160
<v Speaker 1>and predictability it allows us to understand disorders such as

0:42:47.280 --> 0:42:52.600
<v Speaker 1>asmatic noosa, which translates to not knowing one's body. So

0:42:52.719 --> 0:42:56.560
<v Speaker 1>in asmatic noosa, damage to the right pridal lobe of

0:42:56.640 --> 0:42:59.359
<v Speaker 1>the brain, say by a stroke or a tumor, means

0:42:59.400 --> 0:43:03.080
<v Speaker 1>that a person is no longer able to control a limb,

0:43:03.560 --> 0:43:09.120
<v Speaker 1>and as a completely gobsmacking result, the patient will deny

0:43:09.160 --> 0:43:13.120
<v Speaker 1>that the limb belongs to her, and sometimes will insist

0:43:13.120 --> 0:43:17.120
<v Speaker 1>that the limb belongs to someone else. She will attribute

0:43:17.200 --> 0:43:22.120
<v Speaker 1>the arm to a dead friend or a relative, or

0:43:22.160 --> 0:43:26.360
<v Speaker 1>a phantasm or a devil, or one of the medical

0:43:26.400 --> 0:43:29.799
<v Speaker 1>professionals taking care of her. She'll say that it's not

0:43:30.040 --> 0:43:33.600
<v Speaker 1>her arm. She'll explain that her own real arm was

0:43:33.680 --> 0:43:37.719
<v Speaker 1>stolen or is simply missing. The manifestations of this can

0:43:37.760 --> 0:43:43.000
<v Speaker 1>be varied and strange, So a patient may feel totally

0:43:43.000 --> 0:43:47.440
<v Speaker 1>indifferent towards her no longer self limb, or she might

0:43:47.520 --> 0:43:51.760
<v Speaker 1>be delusional about it and come up with strange fabrications

0:43:51.800 --> 0:43:56.080
<v Speaker 1>to explain what happened, such as saying someone's so this

0:43:56.400 --> 0:44:01.480
<v Speaker 1>onto my body, or other patients might sympathetically describe their

0:44:01.520 --> 0:44:05.440
<v Speaker 1>limbs as something that they dislike, like a deadweight. And

0:44:05.640 --> 0:44:09.160
<v Speaker 1>in a more vicious version of this breakdown of selfhood,

0:44:09.160 --> 0:44:12.920
<v Speaker 1>a patient may hate her alien limb, and she might

0:44:13.000 --> 0:44:16.880
<v Speaker 1>curse at it and hit it. So there's no gold

0:44:17.000 --> 0:44:21.080
<v Speaker 1>standard for this disorder, but you probably have no trouble

0:44:21.160 --> 0:44:24.640
<v Speaker 1>guessing my proposal in Live Wired, which is the brain

0:44:24.760 --> 0:44:28.560
<v Speaker 1>can no longer control the limb, and so the limb

0:44:28.680 --> 0:44:32.280
<v Speaker 1>falls from the brotherhood of the self. It no longer

0:44:32.400 --> 0:44:35.880
<v Speaker 1>is part of you. Now. Sometimes these patients will have

0:44:35.920 --> 0:44:40.480
<v Speaker 1>a small window of lucidity in which they re recognize

0:44:40.520 --> 0:44:42.919
<v Speaker 1>their limb as their own, but it doesn't last long,

0:44:43.280 --> 0:44:46.520
<v Speaker 1>And I hypothesize that this may result when the arm

0:44:46.640 --> 0:44:51.200
<v Speaker 1>happens to behave like they intended. So it's accidental predictability.

0:44:51.800 --> 0:44:56.560
<v Speaker 1>Given a person's lifelong experience of controlling her arm, it

0:44:56.719 --> 0:45:00.000
<v Speaker 1>doesn't come as a surprise that even a temporary impression

0:45:00.160 --> 0:45:04.040
<v Speaker 1>of control can snap it back into alignment with this self,

0:45:04.320 --> 0:45:06.920
<v Speaker 1>if only for a moment. Now, by the way, I

0:45:07.000 --> 0:45:11.040
<v Speaker 1>suspect this sense of predictability is related to the way

0:45:11.080 --> 0:45:15.160
<v Speaker 1>that a person that you know deeply, like a family member,

0:45:15.520 --> 0:45:20.160
<v Speaker 1>becomes something like a part of yourself. Of course, humans

0:45:20.160 --> 0:45:24.120
<v Speaker 1>are way too complex to predict perfectly, and the degree

0:45:24.200 --> 0:45:28.400
<v Speaker 1>to which your spouse acts surprisingly is the extent to

0:45:28.440 --> 0:45:33.200
<v Speaker 1>which he or she remains independent. Okay, Now, one doesn't

0:45:33.360 --> 0:45:37.840
<v Speaker 1>need prosthetics or brain surgery to try out new bodies.

0:45:39.040 --> 0:45:43.680
<v Speaker 1>The developing field of avatar robotics allows the user to

0:45:43.719 --> 0:45:47.160
<v Speaker 1>control a robot at a distance, seeing what it sees

0:45:47.200 --> 0:45:50.080
<v Speaker 1>and feeling what it feels. So take something called the

0:45:50.160 --> 0:45:53.520
<v Speaker 1>shadow hand, which is one of the most intricate artificial

0:45:53.560 --> 0:45:59.000
<v Speaker 1>hands in existence. Each fingertip is equipped with sensors which

0:45:59.120 --> 0:46:03.200
<v Speaker 1>feed their data back into haptic gloves that are worn

0:46:03.280 --> 0:46:07.279
<v Speaker 1>by the user, So sending data over the internet, one

0:46:07.320 --> 0:46:12.360
<v Speaker 1>can control a robotic hand. In London from Silicon Valley

0:46:12.920 --> 0:46:17.719
<v Speaker 1>and other groups are working on disaster recovery avatars. These

0:46:17.719 --> 0:46:21.240
<v Speaker 1>are robots that are sent in after earthquakes or terrorist

0:46:21.280 --> 0:46:24.279
<v Speaker 1>attacks or fires, and the ideas that they can be

0:46:24.360 --> 0:46:28.600
<v Speaker 1>piloted by drivers that are sitting somewhere else that's safe. Now,

0:46:28.600 --> 0:46:33.120
<v Speaker 1>I haven't yet heard of people using strange bodied avatars,

0:46:33.200 --> 0:46:37.080
<v Speaker 1>but they certainly could. Just as the brain learns skis

0:46:37.280 --> 0:46:41.080
<v Speaker 1>or trampolines or pogo sticks, it can learn to become

0:46:41.200 --> 0:46:46.759
<v Speaker 1>one with a weird and wonderful avatar body. So this

0:46:46.800 --> 0:46:50.359
<v Speaker 1>field of avatar robotics is going to allow people to

0:46:50.400 --> 0:46:54.840
<v Speaker 1>try out extended or strange bodies. But let's note that

0:46:54.880 --> 0:46:59.239
<v Speaker 1>it's super expensive and luckily there's a better way to

0:46:59.280 --> 0:47:03.320
<v Speaker 1>try out different body plans, and that's inside virtual reality.

0:47:04.200 --> 0:47:07.680
<v Speaker 1>So inside a simulated space, you can make massive changes

0:47:07.680 --> 0:47:13.279
<v Speaker 1>to your body plan instantly, inexpensively. So imagine looking into

0:47:13.360 --> 0:47:17.200
<v Speaker 1>a mirror in your VR world, you lift your arm,

0:47:17.239 --> 0:47:20.160
<v Speaker 1>and you see your virtual avatar in the mirror, raise

0:47:20.239 --> 0:47:23.200
<v Speaker 1>its arm, you tilt your neck in the avatar tilts

0:47:23.239 --> 0:47:28.160
<v Speaker 1>its neck. Now, imagine that this avatar has not your face,

0:47:28.280 --> 0:47:32.920
<v Speaker 1>but that of an Ethiopian woman, or a Norwegian man,

0:47:33.200 --> 0:47:37.799
<v Speaker 1>or a Pakistani boy, or a Korean grandmother. So, for

0:47:37.840 --> 0:47:40.480
<v Speaker 1>the reasons that we just saw about how the brain

0:47:40.600 --> 0:47:44.480
<v Speaker 1>determines selfhood, if I can control what it does, it

0:47:44.520 --> 0:47:48.280
<v Speaker 1>becomes me. It only takes a few moments of motor

0:47:48.360 --> 0:47:52.520
<v Speaker 1>babbling in front of this VR mirror to convince yourself

0:47:52.600 --> 0:47:56.200
<v Speaker 1>that you now inhabit a different body. You can then

0:47:56.280 --> 0:48:00.560
<v Speaker 1>walk around in the VR world as a different in person,

0:48:00.719 --> 0:48:05.520
<v Speaker 1>experiencing life through a modified identity. Self identity, by the way,

0:48:05.600 --> 0:48:10.760
<v Speaker 1>is surprisingly flexible. Researchers have been studying this in recent years,

0:48:11.080 --> 0:48:14.399
<v Speaker 1>how taking on the face of a different person can

0:48:14.520 --> 0:48:18.040
<v Speaker 1>enhance empathy, but taking on a new face that's just

0:48:18.120 --> 0:48:22.239
<v Speaker 1>the beginning. So in the late nineteen eighties, because of

0:48:22.280 --> 0:48:27.320
<v Speaker 1>a coding error, the VR study of unusual bodies began.

0:48:28.040 --> 0:48:33.239
<v Speaker 1>A scientist was inhabiting the avatar of a dockworker in

0:48:33.360 --> 0:48:37.880
<v Speaker 1>VR when a programmer accidentally made his arm enormous, like

0:48:38.000 --> 0:48:41.319
<v Speaker 1>the size of a construction crane because he inserted too

0:48:41.320 --> 0:48:45.239
<v Speaker 1>many zeros into the scaling factor. And to everyone's surprise,

0:48:46.080 --> 0:48:49.080
<v Speaker 1>the person in VR was none less able to figure

0:48:49.080 --> 0:48:54.080
<v Speaker 1>out how he could operate accurately and efficiently with this megaarm.

0:48:54.640 --> 0:48:57.200
<v Speaker 1>And so this led people to wonder what kind of

0:48:57.239 --> 0:49:01.600
<v Speaker 1>bodies could be occupied. So my friend Jaron Lanier and

0:49:01.760 --> 0:49:05.840
<v Speaker 1>his colleague An Lasco made an experience in which people

0:49:06.320 --> 0:49:12.120
<v Speaker 1>inhabited the bodies of eight legged lobsters. So your two

0:49:12.400 --> 0:49:15.920
<v Speaker 1>arms controlled the first two arms of the lobster, and

0:49:15.960 --> 0:49:20.080
<v Speaker 1>then they tried out several complicated algorithms to control the

0:49:20.200 --> 0:49:23.719
<v Speaker 1>other arms. And it was pretty tough work to control

0:49:23.840 --> 0:49:27.759
<v Speaker 1>the eight legs of the lobster, but apparently some people

0:49:27.760 --> 0:49:31.080
<v Speaker 1>were able to make it come to pass. So Jaron

0:49:31.200 --> 0:49:35.760
<v Speaker 1>coined the term homuncular flexibility. The homunculus is the little

0:49:35.800 --> 0:49:38.960
<v Speaker 1>man inside your head, the little naps. He coined this

0:49:39.040 --> 0:49:45.239
<v Speaker 1>term homuncular flexibility to capture the surprising elasticity of the

0:49:45.280 --> 0:49:50.080
<v Speaker 1>brain's representation of its body. Some years later, my Stanford

0:49:50.080 --> 0:49:53.600
<v Speaker 1>colleague Jeremy Baylinson and his team set out to test

0:49:53.640 --> 0:49:59.399
<v Speaker 1>homuncular flexibility more scientifically. They asked whether people could learn

0:49:59.520 --> 0:50:04.200
<v Speaker 1>to act accurately control a third arm in VR. So

0:50:04.239 --> 0:50:08.359
<v Speaker 1>imagine strapping on the VR goggles and you grasp two

0:50:08.400 --> 0:50:11.239
<v Speaker 1>controllers in your hand, and so you can see your

0:50:11.280 --> 0:50:14.600
<v Speaker 1>own arms in virtual space, and you see an additional

0:50:14.760 --> 0:50:17.640
<v Speaker 1>arm as well, coming out from the middle of your chest.

0:50:18.239 --> 0:50:20.839
<v Speaker 1>The task is pretty simple. You touch a box as

0:50:20.880 --> 0:50:23.919
<v Speaker 1>soon as it changes color. But there are a lot

0:50:23.960 --> 0:50:26.840
<v Speaker 1>of boxes, and to do well you have to employ

0:50:26.920 --> 0:50:31.400
<v Speaker 1>all three arms. So the first two virtual arms are

0:50:31.440 --> 0:50:34.239
<v Speaker 1>simply controlled by your own arms, and the third arm

0:50:34.320 --> 0:50:39.200
<v Speaker 1>is controlled by rotating your wrists. Within three minutes, users

0:50:39.560 --> 0:50:43.239
<v Speaker 1>got it. They could accommodate the new body plan with

0:50:43.280 --> 0:50:47.600
<v Speaker 1>this third arm and do the task really well. There's

0:50:47.640 --> 0:50:51.200
<v Speaker 1>really no limit to the physiques or body plans that

0:50:51.280 --> 0:50:56.520
<v Speaker 1>you could explore. Imagine finding a virtual tail protruding from

0:50:56.520 --> 0:51:00.600
<v Speaker 1>your tail moan which you could accurately control with your movement,

0:51:01.239 --> 0:51:04.480
<v Speaker 1>or becoming the size of a golf ball or the

0:51:04.520 --> 0:51:08.440
<v Speaker 1>size of a building, or having six fingers, or becoming

0:51:08.600 --> 0:51:14.120
<v Speaker 1>a housefly with wings, or like doc oc, becoming an octopus.

0:51:15.320 --> 0:51:20.920
<v Speaker 1>Marrying the flexibility of the brain to the burgeoning creativity

0:51:20.960 --> 0:51:24.240
<v Speaker 1>of the VR design world. This is why we're moving

0:51:24.239 --> 0:51:28.560
<v Speaker 1>into an era in which our virtual identities are not

0:51:28.640 --> 0:51:31.720
<v Speaker 1>going to be limited by the bodies that we happen

0:51:31.760 --> 0:51:35.160
<v Speaker 1>to have evolved. What we can do instead is speed

0:51:35.239 --> 0:51:40.560
<v Speaker 1>up evolution from eons to hours. We can explore bodies

0:51:40.600 --> 0:51:46.320
<v Speaker 1>that Mother Nature couldn't dream of, making virtual avatars reel

0:51:46.480 --> 0:51:53.080
<v Speaker 1>to the brain. So let's wrap this up. We saw

0:51:53.239 --> 0:51:56.920
<v Speaker 1>with Matt the archer or Faith the dog that brains

0:51:57.120 --> 0:52:02.000
<v Speaker 1>adjust to drive whatever body they find themselves in, and

0:52:02.200 --> 0:52:05.680
<v Speaker 1>like Jam's robotic arm, brains can also figure out how

0:52:05.719 --> 0:52:10.840
<v Speaker 1>to operate new hardware additions. Massive networks of brain cells

0:52:11.320 --> 0:52:14.880
<v Speaker 1>pull off this trick by putting out motor commands like

0:52:15.120 --> 0:52:18.759
<v Speaker 1>lean to the left and assessing the feedback like the

0:52:18.880 --> 0:52:23.439
<v Speaker 1>skateboard tilted and wobbled, and then it adjusts its parameters

0:52:23.480 --> 0:52:28.400
<v Speaker 1>to climb the mountain of expertise. So our progeny won't

0:52:28.520 --> 0:52:32.799
<v Speaker 1>have to limit themselves to the boundaries of their bodies. Instead,

0:52:33.360 --> 0:52:36.120
<v Speaker 1>they're going to be able to extend across the universe

0:52:36.440 --> 0:52:40.520
<v Speaker 1>according to whatever is under their control. Imagine learning how

0:52:40.600 --> 0:52:43.799
<v Speaker 1>to control a drone as part of your body, or

0:52:43.880 --> 0:52:48.359
<v Speaker 1>build robotic wings and control them with your thoughts, just

0:52:48.440 --> 0:52:51.960
<v Speaker 1>how you control your arms and flying across the city

0:52:52.000 --> 0:52:56.759
<v Speaker 1>that way, or imagine having a sail for balancing, or

0:52:56.840 --> 0:53:01.759
<v Speaker 1>a propeller or peripheral devices like a forklift. How would

0:53:01.800 --> 0:53:05.000
<v Speaker 1>you build a better body than the one you inherit

0:53:05.040 --> 0:53:11.799
<v Speaker 1>it from a long road of evolution. That's all for

0:53:11.880 --> 0:53:14.840
<v Speaker 1>this week. To find out more and to share your thoughts,

0:53:14.920 --> 0:53:18.799
<v Speaker 1>head over to eagleman dot com, slash podcasts, and you

0:53:18.840 --> 0:53:22.600
<v Speaker 1>can also watch full episodes of Inner Cosmos on YouTube.

0:53:22.960 --> 0:53:25.520
<v Speaker 1>Subscribe to my channel so you can follow along each

0:53:25.520 --> 0:53:29.560
<v Speaker 1>week for new updates until next time. I'm David Eagleman,

0:53:29.719 --> 0:53:31.560
<v Speaker 1>and this is Inner Cosmos.