-
I'm here to offer you
a new way to think about my field,
-
artificial intelligence.
-
I think the purpose of AI
-
is to empower humans
with machine intelligence,
-
and as machines get smarter,
-
we get smarter.
-
I call this humanistic AI:
-
artificial intelligence designed
to meet human needs
-
by collaborating and augmenting people.
-
Now today I'm happy to see
-
that the idea that intelligent assistant
-
is mainstream.
-
It's the well-accepted metaphor
for the interface between humans and AI.
-
And the one
I helped create is called Siri.
-
Now you know Siri.
-
Siri is the thing that knows your intent
-
and helps you do it for you,
-
helps you get things done,
-
but what you might not know
is that we designed Siri
-
as humanistic AI,
-
to augment people
with a conversational interface
-
that made it possible for them
to use mobile computing,
-
regardless of who they were
and their abilities.
-
Now for most of us,
-
the impact of this technology
-
is to make things a little bit
easier to use,
-
but for my friend Daniel,
-
the impact of the AI
in these systems is a life-changer.
-
You see, Daniel is a really social guy,
-
and he's blind and quadriplegic
-
which makes it hard to use those devices
-
that we all take for granted.
-
The last time I was at his house,
his brother said,
-
"Hang on a second, Daniel's not ready.
-
He's on the phone with a woman
he met online."
-
I'm like, "That's cool, how'd he do it?"
-
Well, Daniel uses Siri
to manage his own social life,
-
his email, text, and phone,
-
without depending on his caregivers.
-
This is kind of interesting, right?
-
The irony here is great.
-
Here's the man whose relationship with AI
-
helps him have relationships
with genuine human beings.
-
And this is humanistic AI.
-
Another example with
life-changing consequences
-
is diagnosing cancer.
-
When a doctor suspects cancer,
-
they take a sample,
send it to a pathologist
-
who looks at it under a microscope.
-
Now, pathologists look at
hundreds of slides
-
and millions of cells every day,
-
so to support this task,
-
some researchers made an AI classifier.
-
Now the classifier says,
"Is this cancer or is this not cancer?"
-
looking at the picture.
-
The classifier was pretty good,
-
but not as good as the person,
-
who got it right most of the time.
-
But when they combine the ability
-
of the machine and the human together,
-
accuracy went to 99.5 percent.
-
Adding that AI to a partnership
-
eliminated 85 percent of the errors
that the human pathologist
-
would have made working alone.
-
That's a lot of cancer
-
that would have otherwise gone untreated.
-
Now, for the curious, it turns out that
the human is better at
-
rejecting false positives
-
and the machine was better at recognizing
those hard-to-spot cases,
-
but the lesson here isn't about
which agent is better
-
at this image classification task.
-
Those things are changing every day.
-
The lesson here
-
is that by combining the abilities
of the human and machine,
-
it created a partnership
-
that had superhuman performance.
-
And that is humanistic AI.
-
Now let's look at another example
-
with turbocharging performance.
-
This is design.
-
Now, let's say you're an engineer.
-
You want to design
a new frame for a drum.
-
You get out your favorite software tools,
-
cad tools,
-
and you enter the form and the materials
and then you analyze performance.
-
That gives you one design.
-
If you give those same tools to an AI,
-
it can generate thousands of designs.
-
This video by Autodesk is amazing.
-
This is real stuff.
-
So now this transforms how we do design.
-
The human engineer now
-
says what the machine,
what the design should achieve,
-
and the machine says,
here's the possibilities.
-
Now in her job now, the engineer's job
-
is to pick the one that best meets
the goals of the design,
-
which she knows as a human
-
better than anyone else,
-
using human judgment and expertise.
-
In this case, the winning form
-
looks kind of like something
nature would have designed,
-
minus a few million years of evolution
-
and all that unnecessary fur.
-
Now let's see where this idea
-
of humanistic AI might lead us
-
if we follow it into
the speculative beyond.
-
What's a kind of augmentation
that we would all like to have?
-
Well, how about cognitive enhancement?
-
Instead of asking
-
how smart can we make our machines,
-
let's ask how smart
-
can our machines make us?
-
I mean, take memory for example.
-
Memory is the foundation
of human intelligence,
-
but human memory is famously flawed.
-
We're great at telling stories,
-
but not getting the details right,
-
and our memories, they decay over time.
-
I mean, like, where did the '60s go,
and can I go there too?
-
But what if you could have a memory
-
that was as good as computer memory,
-
and was about your life?
-
What if you could remember
every person you ever met,
-
how to pronounce their name,
-
their family details,
their favorite sports,
-
the last conversation you had with them?
-
If you had this memory all your life,
-
you could have the AI look
at all the interactions
-
you had with people over time
-
and help you reflect
-
on the long arc of your relationships.
-
What if you could have the AI read
-
everything you've ever read
-
and listen to every song
you've ever heard?
-
From the tiniest clue,
it could help you retrieve
-
anything you've ever seen or heard before.
-
Imagine what that would do
for the ability to make new connections
-
and form new ideas.
-
And what about our bodies?
-
What if we could remember the consequences
of every food we eat,
-
every pill we take,
-
every all-nighter we pull?
-
We could do our own science
on our own data
-
about what makes us feel good
-
and stay healthy,
-
and imagine how this could revolutionize
-
the way we manage
allergies and chronic disease.
-
I believe that AI will make
-
personal memory enhancement a reality.
-
I can't say when or what
form factors are involved,
-
but I think it's inevitable
-
because the very things
-
that make AI successful today,
-
the availability of comprehensive data
-
and the ability for machines
to make sense of that data
-
can be applied to the data of our lives,
-
and those data are here today,
-
available for all of us because we lead
-
digitally mediated lives,
-
in mobile and online.
-
In my view, a personal memory
is a private memory.
-
We get to choose what is and is not
recalled and retained.
-
It's absolutely essential
-
that this be kept very secure.
-
Now for most of us,
-
the impact of augmented personal memory
-
will be a more improved mental gain,
-
maybe, hopefully, a bit more social grace.
-
But for the millions who suffer
-
from Alzheimer's and dementia,
-
the difference that augmented
memory could make
-
is a difference between a life of isolation
-
and a life of dignity and connection.
-
We are in the middle
-
of a renaissance
-
in artificial intelligence right now.
-
I mean, in just the past few years
-
we're beginning to see
solutions to AI problems
-
that we have struggled with
-
literally for decades:
-
speech understanding, text understanding,
-
image understanding.
-
We have a choice in how we use
this powerful technology.
-
We can choose to use AI to automate
-
and compete with us,
-
or we can use AI to augment
and collaborate with us,
-
to overcome our cognitive limitations
-
and to help us do what we want to do
-
only better.
-
And as we discover new ways
-
to give machines intelligence,
-
we can distribute that intelligence
-
to all of the AI assistants in the world,
-
and therefore to every person,
regardless of circumstance.
-
And that is why,
-
every time a machine gets smarter,
-
we get smarter.
-
That is an AI worth spreading.
-
Thank you.
-
(Applause)
Yasushi Aoki
frame for a drum -> frame for a drone