[Music] good evening Thank You TEDx and thank
good evening Thank You TEDx and thank
good evening Thank You TEDx and thank you all for coming to hear these
you all for coming to hear these
you all for coming to hear these wonderful talks but also to hear me talk
wonderful talks but also to hear me talk
wonderful talks but also to hear me talk about what what does AI mean for
about what what does AI mean for
about what what does AI mean for leadership and I think just so we can
leadership and I think just so we can
leadership and I think just so we can start slow because among working for
start slow because among working for
start slow because among working for other banks I was also a u.s. Marine so
other banks I was also a u.s. Marine so
other banks I was also a u.s. Marine so we have to start slow I’m gonna start
we have to start slow I’m gonna start
we have to start slow I’m gonna start slow well AI is artificial intelligence
slow well AI is artificial intelligence
slow well AI is artificial intelligence and we’re here today to discuss the new
and we’re here today to discuss the new
and we’re here today to discuss the new normal and I think artificial
normal and I think artificial
normal and I think artificial intelligence is part of that new normal
intelligence is part of that new normal
intelligence is part of that new normal and so you guys need to be knowing
and so you guys need to be knowing
and so you guys need to be knowing something about what artificial
something about what artificial
something about what artificial intelligence might mean for leadership
intelligence might mean for leadership
intelligence might mean for leadership and when I also in addition to the many
and when I also in addition to the many
and when I also in addition to the many things I do I teach it ie Business
things I do I teach it ie Business
things I do I teach it ie Business School and when you when you’re a
School and when you when you’re a
School and when you when you’re a Business School professor you start
Business School professor you start
Business School professor you start looking into AI and you instantly your
looking into AI and you instantly your
looking into AI and you instantly your your mat with these big deals right that
your mat with these big deals right that
your mat with these big deals right that that Google and Apple and Facebook and
that Google and Apple and Facebook and
that Google and Apple and Facebook and IBM and Microsoft everybody’s chasing
IBM and Microsoft everybody’s chasing
IBM and Microsoft everybody’s chasing deals and artificial intelligence and
deals and artificial intelligence and
deals and artificial intelligence and and you think well it must be important
and you think well it must be important
and you think well it must be important but I’m sorry most of you are younger
but I’m sorry most of you are younger
but I’m sorry most of you are younger than I am but when I think AI I am
than I am but when I think AI I am
than I am but when I think AI I am turning 50 this year when I think AI
turning 50 this year when I think AI
turning 50 this year when I think AI think a poor Clippy right like
there’s this thing that pops up on my
there’s this thing that pops up on my screen and it says your well you’re
screen and it says your well you’re
screen and it says your well you’re gonna write a letter are you gonna write
gonna write a letter are you gonna write
gonna write a letter are you gonna write a letter no actually you’re completely
a letter no actually you’re completely
a letter no actually you’re completely useless so I’m going to close you as
useless so I’m going to close you as
useless so I’m going to close you as quickly as I can and and sort of curse
quickly as I can and and sort of curse
quickly as I can and and sort of curse the people who produce you that that is
the people who produce you that that is
the people who produce you that that is not review that is not AI today AI today
not review that is not AI today AI today
not review that is not AI today AI today is pretty cool hey hi today is different
is pretty cool hey hi today is different
is pretty cool hey hi today is different AI today is things like Siri and
AI today is things like Siri and
AI today is things like Siri and microtonal and and Amazon’s Alexa and
microtonal and and Amazon’s Alexa and
microtonal and and Amazon’s Alexa and you know they’ll help you with almost
you know they’ll help you with almost
you know they’ll help you with almost anything and that’s pretty cool so when
anything and that’s pretty cool so when
anything and that’s pretty cool so when when you’re thinking about the future
when you’re thinking about the future
when you’re thinking about the future radar you absorb that and you say well
radar you absorb that and you say well
radar you absorb that and you say well okay that’s pretty cool and if I’m
okay that’s pretty cool and if I’m
okay that’s pretty cool and if I’m thinking about the new normal maybe I
thinking about the new normal maybe I
thinking about the new normal maybe I need to look into this AI stuff and then
need to look into this AI stuff and then
need to look into this AI stuff and then I started looking into it and I started
I started looking into it and I started
I started looking into it and I started getting scared
getting scared
getting scared because you hear about oh my god there’s
because you hear about oh my god there’s
because you hear about oh my god there’s some some robots are coming and and
some some robots are coming and and
some some robots are coming and and apparently they’re gonna rise and it’s a
apparently they’re gonna rise and it’s a
apparently they’re gonna rise and it’s a technological threat and and and wait
technological threat and and and wait
technological threat and and and wait hold on
hold on
hold on apparently there’s something called an
apparently there’s something called an
apparently there’s something called an economic singularity coming and I need
economic singularity coming and I need
economic singularity coming and I need to worry about that and oh my god
to worry about that and oh my god
to worry about that and oh my god there’s some sort of master algorithm
there’s some sort of master algorithm
there’s some sort of master algorithm that’s at work and we need to worry
that’s at work and we need to worry
that’s at work and we need to worry about that and wait hold on it’s
about that and wait hold on it’s
about that and wait hold on it’s apparently it’s our final invention and
apparently it’s our final invention and
apparently it’s our final invention and what’s going to happen then and wait
what’s going to happen then and wait
what’s going to happen then and wait wait hold on put the brakes on it’s
wait hold on put the brakes on it’s
wait hold on put the brakes on it’s merely the second Machine Age that’s
merely the second Machine Age that’s
merely the second Machine Age that’s gonna cut early upend capitalism but
gonna cut early upend capitalism but
gonna cut early upend capitalism but fear not that’s okay because apparently
fear not that’s okay because apparently
fear not that’s okay because apparently with super intelligence there are
with super intelligence there are
with super intelligence there are pathways strategies and dangers that we
pathways strategies and dangers that we
pathways strategies and dangers that we we all need to be thinking about but you
we all need to be thinking about but you
we all need to be thinking about but you know the Romans said your characters
know the Romans said your characters
know the Romans said your characters your fate and I think that’s true and to
your fate and I think that’s true and to
your fate and I think that’s true and to think about it we we need to think about
think about it we we need to think about
think about it we we need to think about the immediate present which will by the
the immediate present which will by the
the immediate present which will by the way just last month
way just last month
way just last month artificial intelligence beat the world’s
artificial intelligence beat the world’s
artificial intelligence beat the world’s best human go player I’d go and if
best human go player I’d go and if
best human go player I’d go and if you’re not a fan of board games by the
you’re not a fan of board games by the
you’re not a fan of board games by the way go is much much much more
way go is much much much more
way go is much much much more complicated than chess and I’m here to
complicated than chess and I’m here to
complicated than chess and I’m here to talk to you about the future of
talk to you about the future of
talk to you about the future of leadership in an age of artificial
leadership in an age of artificial
leadership in an age of artificial intelligence I’m actually gonna use the
intelligence I’m actually gonna use the
intelligence I’m actually gonna use the lens of chess
lens of chess
lens of chess even though please for the record I
even though please for the record I
even though please for the record I routinely go online and play chess games
routinely go online and play chess games
routinely go online and play chess games and I lose to six-year-olds
and I lose to six-year-olds
and I lose to six-year-olds I’ll admit like in seconds checkmate
I’ll admit like in seconds checkmate
I’ll admit like in seconds checkmate no problem nevertheless we’re going to
no problem nevertheless we’re going to
no problem nevertheless we’re going to approach the future of leadership in an
approach the future of leadership in an
approach the future of leadership in an age of spreading i-ight through chest
age of spreading i-ight through chest
age of spreading i-ight through chest but we’ve got we’ve got to get we’re
but we’ve got we’ve got to get we’re
but we’ve got we’ve got to get we’re gonna go there through some byways and
gonna go there through some byways and
gonna go there through some byways and the first byway again as I said your
the first byway again as I said your
the first byway again as I said your characters your fate you need to know
characters your fate you need to know
characters your fate you need to know something else about me I spent four
something else about me I spent four
something else about me I spent four years in the United States Marine Corps
years in the United States Marine Corps
years in the United States Marine Corps and the United States Marine Corps is a
and the United States Marine Corps is a
and the United States Marine Corps is a very practical organization it’s very
very practical organization it’s very
very practical organization it’s very focused on leadership too and the two
focused on leadership too and the two
focused on leadership too and the two fundamentals of leadership in the United
fundamentals of leadership in the United
fundamentals of leadership in the United States Marine Corps are lead by example
States Marine Corps are lead by example
States Marine Corps are lead by example and look out for the welfare of your
and look out for the welfare of your
and look out for the welfare of your subordinates those are fundamental and
subordinates those are fundamental and
subordinates those are fundamental and I’m and I don’t think those change in
I’m and I don’t think those change in
I’m and I don’t think those change in the world of AI but focus on strategy
the world of AI but focus on strategy
the world of AI but focus on strategy that may change and through chess I hope
that may change and through chess I hope
that may change and through chess I hope to tell you why but first I have to tell
to tell you why but first I have to tell
to tell you why but first I have to tell you a little something about the history
you a little something about the history
you a little something about the history of AI or probably remind you of a little
of AI or probably remind you of a little
of AI or probably remind you of a little something about the history of AI to do
something about the history of AI to do
something about the history of AI to do that let’s let’s not think about last
that let’s let’s not think about last
that let’s let’s not think about last month when the world’s best go player is
month when the world’s best go player is
month when the world’s best go player is defeated by alphago in China let’s think
defeated by alphago in China let’s think
defeated by alphago in China let’s think about Watson and the game show Jeopardy
about Watson and the game show Jeopardy
about Watson and the game show Jeopardy when in 2007 you know the game show
when in 2007 you know the game show
when in 2007 you know the game show Jeopardy I mean most of you are probably
Jeopardy I mean most of you are probably
Jeopardy I mean most of you are probably not the demographic that watches
not the demographic that watches
not the demographic that watches jeopardy you’re not over 65 an American
jeopardy you’re not over 65 an American
jeopardy you’re not over 65 an American but nevertheless I think you’re familiar
but nevertheless I think you’re familiar
but nevertheless I think you’re familiar with the game it’s it’s a general
with the game it’s it’s a general
with the game it’s it’s a general knowledge quiz and it’s not only based
knowledge quiz and it’s not only based
knowledge quiz and it’s not only based on language remember the Turing test and
on language remember the Turing test and
on language remember the Turing test and the idea that human a computer might
the idea that human a computer might
the idea that human a computer might pretend to be human and that would be a
pretend to be human and that would be a
pretend to be human and that would be a good test jeopardy is special because
good test jeopardy is special because
good test jeopardy is special because it’s a general knowledge quiz but it’s
it’s a general knowledge quiz but it’s
it’s a general knowledge quiz but it’s often based on language and puns and in
often based on language and puns and in
often based on language and puns and in just seven years ago the world’s best
just seven years ago the world’s best
just seven years ago the world’s best Jeopardy player Ken Jennings who’d won
Jeopardy player Ken Jennings who’d won
Jeopardy player Ken Jennings who’d won seven sorry 64
seven sorry 64
seven sorry 64 Jeopardy tournaments against human
Jeopardy tournaments against human
Jeopardy tournaments against human players is beaten by IBM’s Watson
players is beaten by IBM’s Watson
players is beaten by IBM’s Watson so that might indicate to us me let’s
so that might indicate to us me let’s
so that might indicate to us me let’s pay attention to AI but I don’t think
pay attention to AI but I don’t think
pay attention to AI but I don’t think the lessons are there the lessons to
the lessons are there the lessons to
the lessons are there the lessons to learn the lessons of the importance of
learn the lessons of the importance of
learn the lessons of the importance of AI for leadership we have to keep going
AI for leadership we have to keep going
AI for leadership we have to keep going back practically to the paleolithic of
back practically to the paleolithic of
back practically to the paleolithic of AI which in fact was 1997 and the defeat
AI which in fact was 1997 and the defeat
AI which in fact was 1997 and the defeat of the world’s best human chess player
of the world’s best human chess player
of the world’s best human chess player by Gary Gary Kasparov by IBM’s deep blue
by Gary Gary Kasparov by IBM’s deep blue
by Gary Gary Kasparov by IBM’s deep blue he you know if you’re worried about
he you know if you’re worried about
he you know if you’re worried about technological unemployment you can think
technological unemployment you can think
technological unemployment you can think of Garry Kasparov is the first human to
of Garry Kasparov is the first human to
of Garry Kasparov is the first human to ever lose his job to a computer suddenly
ever lose his job to a computer suddenly
ever lose his job to a computer suddenly you know computers are better than
you know computers are better than
you know computers are better than humans and and it was shocking now was
humans and and it was shocking now was
humans and and it was shocking now was deep-blue intelligent I don’t know he
deep-blue intelligent I don’t know he
deep-blue intelligent I don’t know he Garry Kasparov claimed deep blue is no
Garry Kasparov claimed deep blue is no
Garry Kasparov claimed deep blue is no more intelligent than the average
more intelligent than the average
more intelligent than the average programmable alarm clock but he admitted
programmable alarm clock but he admitted
programmable alarm clock but he admitted it didn’t feel very good to lose to a 10
it didn’t feel very good to lose to a 10
it didn’t feel very good to lose to a 10 million dollar programmable arm clock so
million dollar programmable arm clock so
million dollar programmable arm clock so let’s look at what we might learn from
let’s look at what we might learn from
let’s look at what we might learn from Garry Kasparov because chess believe it
Garry Kasparov because chess believe it
Garry Kasparov because chess believe it or not is a quite warlike competitive
or not is a quite warlike competitive
or not is a quite warlike competitive sport and Garry tried to learn from his
sport and Garry tried to learn from his
sport and Garry tried to learn from his defeat what sort of things did he learn
defeat what sort of things did he learn
defeat what sort of things did he learn well after a few years of being
well after a few years of being
well after a few years of being depressed Garry Kasparov
depressed Garry Kasparov
depressed Garry Kasparov organized something called freestyle
organized something called freestyle
organized something called freestyle chess and he did it not far from here he
chess and he did it not far from here he
chess and he did it not far from here he did it over can I say this he did it in
did it over can I say this he did it in
did it over can I say this he did it in Barcelona
and he got the world’s best chess
and he got the world’s best chess players cuz if you’re garry kasparov
players cuz if you’re garry kasparov
players cuz if you’re garry kasparov sorry you know some good chess players
sorry you know some good chess players
sorry you know some good chess players and he also he news a few people who are
and he also he news a few people who are
and he also he news a few people who are pretty good at artificial intelligence
pretty good at artificial intelligence
pretty good at artificial intelligence and he got them all to play freestyle
and he got them all to play freestyle
and he got them all to play freestyle chess and you’re all thinking what the
chess and you’re all thinking what the
chess and you’re all thinking what the hell is freestyle chess and why should I
hell is freestyle chess and why should I
hell is freestyle chess and why should I care I’m gonna get there I’m gonna get
care I’m gonna get there I’m gonna get
care I’m gonna get there I’m gonna get there I promise
there I promise
there I promise freestyle chess is teams of humans and
freestyle chess is teams of humans and
freestyle chess is teams of humans and computers playing against other teams of
computers playing against other teams of
computers playing against other teams of humans and computers the rules of chess
humans and computers the rules of chess
humans and computers the rules of chess are the same but you can’t there’s no
are the same but you can’t there’s no
are the same but you can’t there’s no such thing as cheating with artificial
such thing as cheating with artificial
such thing as cheating with artificial help so to put this in perspective
help so to put this in perspective
help so to put this in perspective Kasparov said that even if Satan himself
Kasparov said that even if Satan himself
Kasparov said that even if Satan himself perches on your shoulder and gives you
perches on your shoulder and gives you
perches on your shoulder and gives you advice about what moves to make
advice about what moves to make
advice about what moves to make perfectly legal no problem so you know
perfectly legal no problem so you know
perfectly legal no problem so you know how bad can a I be it’s not Satan it’s
how bad can a I be it’s not Satan it’s
how bad can a I be it’s not Satan it’s giving you advice on the move to make
giving you advice on the move to make
giving you advice on the move to make and he called these teams of humans and
and he called these teams of humans and
and he called these teams of humans and computers playing chess against other
computers playing chess against other
computers playing chess against other humans and computers
humans and computers
humans and computers centaurs ok
centaurs ok
centaurs ok after the half-horse half-man figures in
after the half-horse half-man figures in
after the half-horse half-man figures in Greek mythology you know sooner or later
Greek mythology you know sooner or later
Greek mythology you know sooner or later your character is your fate and your
your character is your fate and your
your character is your fate and your your biography is your destiny and I’m
your biography is your destiny and I’m
your biography is your destiny and I’m an art history major so I’m going to get
an art history major so I’m going to get
an art history major so I’m going to get to the Parthenon frieze at some point so
to the Parthenon frieze at some point so
to the Parthenon frieze at some point so there we go I got the Parthenon frieze
there we go I got the Parthenon frieze
there we go I got the Parthenon frieze half-man half-horse
half-man half-horse
half-man half-horse Kasparov called these half human half
Kasparov called these half human half
Kasparov called these half human half human chess half-human half-machine
human chess half-human half-machine
human chess half-human half-machine chess playing combinations centaurs and
chess playing combinations centaurs and
chess playing combinations centaurs and we can learn a lot about the future of
we can learn a lot about the future of
we can learn a lot about the future of leadership by looking at centaurs and
leadership by looking at centaurs and
leadership by looking at centaurs and how centaurs functioned against each
how centaurs functioned against each
how centaurs functioned against each other because let’s be clear about what
other because let’s be clear about what
other because let’s be clear about what they are they’re teams of humans and
they are they’re teams of humans and
they are they’re teams of humans and computers competing against other teams
computers competing against other teams
computers competing against other teams of humans and computers so by the way if
of humans and computers so by the way if
of humans and computers so by the way if you’re in finance or medicine or the law
you’re in finance or medicine or the law
you’re in finance or medicine or the law or even retailing today probably the
or even retailing today probably the
or even retailing today probably the organization you work for in some sense
organization you work for in some sense
organization you work for in some sense is a centaur
is a centaur
is a centaur you’re leading teams of humans and
you’re leading teams of humans and
you’re leading teams of humans and computers competing against other teams
computers competing against other teams
computers competing against other teams of humans and computers so maybe even if
of humans and computers so maybe even if
of humans and computers so maybe even if you don’t play chess you want to pay
you don’t play chess you want to pay
you don’t play chess you want to pay attention first indication of what this
attention first indication of what this
attention first indication of what this might mean to the future of leadership
might mean to the future of leadership
might mean to the future of leadership is simply to accept that as a leader
is simply to accept that as a leader
is simply to accept that as a leader you’re going to be judging
you’re going to be judging
you’re going to be judging hold on should I listen to the marketing
hold on should I listen to the marketing
hold on should I listen to the marketing centaur they have an algorithm that’s
centaur they have an algorithm that’s
centaur they have an algorithm that’s telling us we need to put more money
telling us we need to put more money
telling us we need to put more money into a magazine campaign running in
into a magazine campaign running in
into a magazine campaign running in Madrid this month
Madrid this month
Madrid this month what should I listen to the logistic
what should I listen to the logistic
what should I listen to the logistic Center that is saying no no that same
Center that is saying no no that same
Center that is saying no no that same ten million euros you were planning to
ten million euros you were planning to
ten million euros you were planning to invest that needs to go into our new
invest that needs to go into our new
invest that needs to go into our new distribution hub in Malaga or whatever
distribution hub in Malaga or whatever
distribution hub in Malaga or whatever you as a leader are going to have to be
you as a leader are going to have to be
you as a leader are going to have to be judging the output of human-machine
judging the output of human-machine
judging the output of human-machine teams but it actually gets more
teams but it actually gets more
teams but it actually gets more interesting than that when you consider
interesting than that when you consider
interesting than that when you consider who won this match this freestyle chess
who won this match this freestyle chess
who won this match this freestyle chess match that Kasparov organized because
match that Kasparov organized because
match that Kasparov organized because the winner and here we have a sort of
the winner and here we have a sort of
the winner and here we have a sort of Swiss watch diagram of who the winners
Swiss watch diagram of who the winners
Swiss watch diagram of who the winners were but I want you to think back to
were but I want you to think back to
were but I want you to think back to what I said Kasparov knew a lot of
what I said Kasparov knew a lot of
what I said Kasparov knew a lot of people who were very good at chess and
people who were very good at chess and
people who were very good at chess and he also know a lot of people were very
he also know a lot of people were very
he also know a lot of people were very good at AI but the winner shocked
good at AI but the winner shocked
good at AI but the winner shocked everybody because the winner was this
everybody because the winner was this
everybody because the winner was this team’s access and what do you think was
team’s access and what do you think was
team’s access and what do you think was it was it the the AI geniuses no was it
it was it the the AI geniuses no was it
it was it the the AI geniuses no was it the chess grandmasters no Zack gas was a
the chess grandmasters no Zack gas was a
the chess grandmasters no Zack gas was a team of two so so chess players not so
team of two so so chess players not so
team of two so so chess players not so so by the standards of mileage owns that
so by the standards of mileage owns that
so by the standards of mileage owns that like is beaten by a six-year-old but you
like is beaten by a six-year-old but you
like is beaten by a six-year-old but you know in the world of chess geniuses
know in the world of chess geniuses
know in the world of chess geniuses so-so
so-so
so-so and they had three sort of Dell laptops
and they had three sort of Dell laptops
and they had three sort of Dell laptops and I’m not endorsing or not endorsing
and I’m not endorsing or not endorsing
and I’m not endorsing or not endorsing Dell in any sense of this video but
Dell in any sense of this video but
Dell in any sense of this video but maybe they weren’t using the latest AI
maybe they weren’t using the latest AI
maybe they weren’t using the latest AI what did they have what can we learn
what did they have what can we learn
what did they have what can we learn from Zack asses victory against on the
from Zack asses victory against on the
from Zack asses victory against on the one hand the AI technology giants and on
one hand the AI technology giants and on
one hand the AI technology giants and on the other hand the chess geniuses well
the other hand the chess geniuses well
the other hand the chess geniuses well Kasparov sums it up for us pretty well
Kasparov sums it up for us pretty well
Kasparov sums it up for us pretty well it turns
it turns
it turns in a world of AI in a world of centaurs
in a world of AI in a world of centaurs
in a world of AI in a world of centaurs that a human team with decent
that a human team with decent
that a human team with decent algorithmic advice AI advice and a good
algorithmic advice AI advice and a good
algorithmic advice AI advice and a good process for deciding what decisions they
process for deciding what decisions they
process for deciding what decisions they make versus what decisions the algorithm
make versus what decisions the algorithm
make versus what decisions the algorithm makes beats not only the best AI by
makes beats not only the best AI by
makes beats not only the best AI by itself which you might hope as a human
itself which you might hope as a human
itself which you might hope as a human that would be true but it also beats
that would be true but it also beats
that would be true but it also beats objectively better players with better
objectively better players with better
objectively better players with better machines but a bad process for figuring
machines but a bad process for figuring
machines but a bad process for figuring out what decisions they should make
out what decisions they should make
out what decisions they should make versus what decisions the album or
versus what decisions the album or
versus what decisions the album or algorithm should make so there’s some
algorithm should make so there’s some
algorithm should make so there’s some combination of process and humility
combination of process and humility
combination of process and humility implied by this that I think informs the
implied by this that I think informs the
implied by this that I think informs the future of leadership all of us are
future of leadership all of us are
future of leadership all of us are facing a world of amazing possibilities
facing a world of amazing possibilities
facing a world of amazing possibilities and you’re hearing about some of them
and you’re hearing about some of them
and you’re hearing about some of them today
today
today ai is going to become commonplace
ai is going to become commonplace
ai is going to become commonplace artificial intelligence is the new
artificial intelligence is the new
artificial intelligence is the new normal but if you’re worried about
normal but if you’re worried about
normal but if you’re worried about leadership I urge you as a former Marine
leadership I urge you as a former Marine
leadership I urge you as a former Marine lead by example look out for the welfare
lead by example look out for the welfare
lead by example look out for the welfare of your subordinates but don’t think as
of your subordinates but don’t think as
of your subordinates but don’t think as much about raw IQ don’t think as much
much about raw IQ don’t think as much
much about raw IQ don’t think as much about strategy think about process and
about strategy think about process and
about strategy think about process and think about humility and think about
think about humility and think about
think about humility and think about hold on there are certain moves that I
hold on there are certain moves that I
hold on there are certain moves that I simply need to accept are better made by
simply need to accept are better made by
simply need to accept are better made by a computer but that doesn’t mean humans
a computer but that doesn’t mean humans
a computer but that doesn’t mean humans are irrelevant in the process when we’re
are irrelevant in the process when we’re
are irrelevant in the process when we’re thinking about the new normal I call
thinking about the new normal I call
thinking about the new normal I call your attention to a sign that used to
your attention to a sign that used to
your attention to a sign that used to appear in hotel rooms all of us 20 years
appear in hotel rooms all of us 20 years
appear in hotel rooms all of us 20 years from now I believe I’m going to have a
from now I believe I’m going to have a
from now I believe I’m going to have a difficult time imagining a world where
difficult time imagining a world where
difficult time imagining a world where everything isn’t smart where
everything isn’t smart where
everything isn’t smart where intelligence isn’t in bad
intelligence isn’t in bad
intelligence isn’t in bad the same way that most of us were kind
the same way that most of us were kind
the same way that most of us were kind of aware that there was a world before
of aware that there was a world before
of aware that there was a world before electricity but we rely on it without
electricity but we rely on it without
electricity but we rely on it without thinking and it hasn’t removed our
thinking and it hasn’t removed our
thinking and it hasn’t removed our humanity and it hasn’t removed our need
humanity and it hasn’t removed our need
humanity and it hasn’t removed our need to do things like lead people but it has
to do things like lead people but it has
to do things like lead people but it has changed things artificial intelligence
changed things artificial intelligence
changed things artificial intelligence is the new normal and I think there are
is the new normal and I think there are
is the new normal and I think there are lessons in centaurs about process and
lessons in centaurs about process and
lessons in centaurs about process and humility and doing better what humans do
humility and doing better what humans do
humility and doing better what humans do as opposed to what machines do that you
as opposed to what machines do that you
as opposed to what machines do that you can learn if you’re open minded and not
can learn if you’re open minded and not
can learn if you’re open minded and not worried about AI taking over the world
worried about AI taking over the world
worried about AI taking over the world but instead accepting the new normal
but instead accepting the new normal
but instead accepting the new normal remains human so with that I appreciate
remains human so with that I appreciate
remains human so with that I appreciate your attention
your attention
your attention [Applause]
[Applause]
[Applause] [Music]
[Music]
[Music] [Applause]
”
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