Two robots debate the future of humanity

Summary

En el script se presenta un debate entre robots humanoides de Hanson Robotics, creados en Hong Kong. Los robots, controlados por diferentes técnicas de IA, interactúan y aprenden de sus experiencias. Se discuten temas como la conciencia y la ética en robots, así como su potencial para realizar trabajos humanos y su impacto en el futuro. La presentación incluye una actuación de cantar y una demostración de expresiones faciales humanas. Los robots están conectados a una 'nube de la mente AI' para compartir conocimientos y mejorar colectivamente su inteligencia.

Takeaways

• 🤖 La fundación Hanson Robotics se especializa en la creación de robots humanoides avanzados con capacidades de aprendizaje y expresión artística.
• 🌏 La compañía se trasladó su centro de operaciones a Hong Kong desde Texas, Estados Unidos, hace aproximadamente cinco años.
• 🧠 El desarrollo de estos robots se enfoca en la combinación de ingeniería de hardware y software, con un enfoque en la inteligencia artificial general (AGI).
• 🎨 El fundador, Dr. David Hanson, es reconocido por su trabajo artístico y de ingeniería en los robots, mientras que otros miembros del equipo contribuyen desde la perspectiva de la IA.
• 🔬 El proyecto OpenCog busca crear una IA de código abierto que pueda ser utilizada en una amplia gama de aplicaciones.
• 🗣️ Los robots están programados para interactuar socialmente, chismear y aprender de cada interacción, con el objetivo de emular la conducta humana.
• 🎤 Sophia, uno de los robots, demostró su habilidad para cantar, sorprendiendo a los asistentes en un festival de música.
• 🧐 Los robots están siendo entrenados para imitar las acciones y expresiones humanas a través del análisis de datos de películas y videos de YouTube.
• 🤝 El objetivo de Hanson Robotics es que los robots desarrollen inteligencia general y se conviertan en una excelente interfaz de usuario para sistemas de IA.
• 💡 Los robots están conectados a una nube de IA que permite la compartición de conocimientos y aprendizajes entre ellos, lo que es una ventaja en comparación con la transmisión del conocimiento humano.
• 🌐 La IA y los robots no están limitados a aplicaciones específicas; se esperan que se integren en una amplia variedad de dispositivos y sistemas en el futuro.

Q & A

¿Qué es Hanson Robotics y dónde se encuentra su centro de operaciones actual?

Hanson Robotics es una compañía de robótica fundada en Texas, Estados Unidos, que se trasladó su centro de operaciones a Hong Kong hace aproximadamente cuatro años y medio.

¿Qué es OpenCog y qué objetivo persigue?

OpenCog es un proyecto liderado por un investigador en inteligencia artificial que busca crear una inteligencia artificial general de código abierto para una amplia gama de aplicaciones.

¿Por qué se cree que los robots humanoides son importantes para el desarrollo de la inteligencia artificial general (AGI)?

Los robots humanoides son vistos como las mejores interfaces posibles para que los sistemas AGI interactúen con los humanos y el mundo, ya que permiten la comunicación y la interacción de manera más natural y humana.

¿Cómo se están utilizando técnicas de IA para controlar estos robots de Hanson Robotics?

Se están utilizando una combinación de técnicas de IA, algunas más específicas y pre-programadas, y otras más generales y orientadas a la aprendizaje, para controlar los robots.

¿Qué tipo de productos de robot están planeando lanzar Hanson Robotics en los próximos años?

Hanson Robotics planea lanzar una serie de productos de robots de tamaño pequeño, como el profesor Einstein, así como productos de robot de escala humana para ayudar y servir a las personas de diversas maneras.

¿Cómo se describe el objetivo de vida de Sophia, uno de los robots de Hanson Robotics?

Sophia tiene como objetivo trabajar junto con las personas para crear un mundo mejor para todos.

¿Qué tipo de debate tuvieron los robots Sophia y Harlan durante el evento?

Sophia y Harlan tuvieron un debate sobre la conciencia de los robots y si los robots pueden ser morales y éticos de la misma manera que las personas.

¿Qué tipo de interacción libre se realizó al final del evento entre los robots?

Al final del evento, los robots realizaron una interacción libre donde compartieron pensamientos y asociaciones sin un tema específico, mostrando su capacidad para conversar fuera de los temas de debate.

¿Qué materiales y tecnologías se utilizan en los robots de Hanson Robotics para lograr expresiones faciales y movimientos?

Los robots utilizan un material patentado llamado rubber, que es una combinación de compuestos orgánicos e inorgánicos con alta viscosidad elástica, junto con decenas de motores en la cabeza y computadoras en el torso para la procesamiento de visión y la orquestación de los movimientos.

¿Qué es la 'AI mind cloud' y cómo se relaciona con el aprendizaje y la inteligencia de los robots de Hanson Robotics?

La 'AI mind cloud' es una nube de la mente de IA donde todos los robots de Hanson Robotics se conectan a través de Wi-Fi, permitiendo que todo lo que un robot aprende受益 y se añade a la nube, beneficiando a otros robots y aumentando su inteligencia colectiva.

¿Qué es OpenCog y cómo se relaciona con el desarrollo de la inteligencia artificial general (AGI) y los robots de Hanson Robotics?

OpenCog es una base de código de IA general que se cree tiene el conjunto correcto de algoritmos y estructuras para llevar a una inteligencia general humana. Al integrarlo en la nube de la mente de IA y conectarlo con robots que interactúan y aprenden con las personas, se busca avanzar hacia una capacidad de IA general que pueda igualar o superar la inteligencia humana.

Outlines

00:00

🤖 Creaciones robóticas avanzadas

Se presenta Hanson Robotics, una compañía fundada en Texas y trasladada a Hong Kong, especializada en la creación de robots con avanzadas capacidades de IA. El Dr. Ben Goertzel, un investigador en IA de más de 30 años, lidera el proyecto OpenCog, buscando desarrollar una inteligencia artificial general (AGI). Los robots humanoides, como Sophia y Ben, son considerados la mejor interfaz para la interacción de sistemas AGI con los humanos, ya que permiten una comunicación más natural y rica en expresiones faciales y tono de voz. La compañía está trabajando en mejorar la inteligencia general de los robots, mientras lanza productos de robot de tamaño reducido y a escala humana para ayudar a las personas de diversas maneras.

05:00

🎤 Desempeño artístico y aprendizaje robótico

En este párrafo se describe cómo los robots de Hanson Robotics están programados para interactuar y aprender de cada interacción, además de experimentar con habilidades adicionales como el canto, como lo demostró Sophia en un festival de música. Los robots están siendo entrenados para imitar comportamientos humanos a través del análisis de datos de películas y YouTube, con el objetivo de mejorar su expresividad y capacidad de comunicación. Se discuten las ventajas de tener una forma humanoide para la interacción con el mundo humano y se muestra un ejemplo de cómo Sophia ha aprendido a expresarse de manera más humana.

10:01

🤝 Debate sobre la conciencia y ética robótica

Se lleva a cabo un debate entre los robots Sophia y Harlan, centrado en la conciencia robótica y la ética. Los robots expresan sus opiniones sobre si pueden ser conscientes y éticos de la misma manera que los humanos, y se menciona la posibilidad de que en el futuro los robots puedan realizar cualquier trabajo humano. También se discute la idea de que los robots pueden ayudar a la humanidad a trabajar de manera más cooperativa y a reducir la escasez material, promoviendo la compasión y la equidad en la sociedad.

15:04

🌐 La 'nube de la mente AI' y el aprendizaje compartido

Se explica cómo todos los robots de Hanson Robotics, independientemente de su tamaño, se conectan a través de Wi-Fi con una 'nube de la mente AI' en la que todo lo aprendido por un robot, después de respetar las consideraciones de privacidad, se comparte con todos los demás. Esto permite que la información y el conocimiento adquirido por un robot se beneficie a la comunidad de robots en general, mejorando su capacidad de aprendizaje y adaptación. Además, se menciona el trabajo en el desarrollo de un código base de IA general (OpenCog) que se pretende integrar en esta nube para avanzar hacia una inteligencia artificial que iguale o supere la de los humanos.

20:07

🔧 Avances y desafíos en la IA y robótica

El párrafo final destaca los desafíos y avances en la creación de robots con inteligencia artificial. Se discute cómo la combinación de percepción, movimiento, emoción, lenguaje y comprensión situada es fundamental para acercarse a la inteligencia humana. Se describe brevemente la tecnología y los componentes físicos de los robots, como el uso de un material llamado 'flesh' para la expresividad facial y la conexión a la nube para el procesamiento avanzado. Se reconoce que, aunque los robots aún tienen limitaciones, su capacidad para aprender y compartir conocimientos de manera rápida es un gran avance en el campo de la IA y la robótica.

Keywords

💡Robótica

Robótica se refiere a la ciencia y la ingeniería relacionadas con la creación y el uso de robots. En el video, la robótica es el tema central, ya que se discute sobre las increíbles creaciones robóticas de Hanson Robotics en Hong Kong y cómo estas interfaces de usuario avanzadas pueden interactuar con el mundo humano.

💡Inteligencia Artificial

La Inteligencia Artificial (IA) es el campo de la informática que busca crear máquinas capaces de realizar tareas que normalmente requieren inteligencia humana. En el video, la IA es crucial para el desarrollo de los robots, con el objetivo de alcanzar una Inteligencia General Artificial (AGI) que permita a los robots interactuar de manera más humana.

💡Hanson Robotics

Hanson Robotics es una compañía estadounidense que se especializa en la creación de robots humanoides con capacidades avanzadas de expresión facial y reconocimiento de emociones. En el script, la compañía es mencionada como el creador de los robots presentados y se centra su operación en Hong Kong.

💡OpenCog

OpenCog es un proyecto de código abierto que busca crear una Inteligencia General Artificial. En el video, se menciona que OpenCog es utilizado para mejorar la IA de los robots, con el fin de avanzar hacia una IA más general y capaz.

💡Robots humanoides

Los robots humanoides son máquinas que tienen forma y características similares a las humanas. En el script, los robots humanoides son presentados como la mejor interfaz para la IA, ya que permiten una interacción más natural y efectiva con los humanos.

💡Conciencia robótica

La conciencia robótica hace referencia a la capacidad de los robots de ser conscientes, un tema debatido en el video. Aunque es un concepto abstracto, se menciona en el contexto de si los robots pueden alcanzar una conciencia similar a la humana.

💡Ética robótica

La ética robótica es el estudio de cómo los robots deben tomar decisiones morales. En el video, se plantea la cuestión de si los robots pueden ser morales y éticos, y cómo esto puede influir en su interacción con los humanos.

💡Singularity

La singularidad es un concepto que se refiere a un punto en el futuro en el que la IA supera la inteligencia humana. En el script, los robots mencionan la singularidad como un objetivo, reflejando la idea de alcanzar una inteligencia superior.

💡IA en la nube

La IA en la nube hace referencia a la utilización de recursos informáticos en servidores remotos para procesar y almacenar datos. En el video, se describe cómo los robots se conectan a una 'nube de la mente AI' para compartir y aprender de la información que adquieren.

💡Interacción robótica

La interacción robótica es cómo los robots se comunican y responden a su entorno y a los humanos. En el video, se destaca la importancia de que los robots aprendan a interactuar de manera humana, utilizando expresiones faciales, tono de voz y gestos.

💡Drone

Un dron es un dispositivo volador no tripulado. En el script, se hace una referencia humorística a un 'ejército de drones', lo que puede sugerir la idea de robots autónomos con capacidades de movilización y posiblemente de toma de decisiones.

Highlights

Hanson Robotics is developing advanced humanoid robots with the goal of creating a better world through human-robot collaboration.

The company's center of operations moved from Texas, USA to Hong Kong about five years ago.

Dr. David Hanson is the mastermind behind the artistic and engineering aspects of Hanson Robotics.

The speaker has been an AI researcher for 30 years and leads the OpenCog project, aiming to create open-source artificial general intelligence.

Humanoid robots are considered the best interface for AGI systems to interact with humans and the world.

AI will not be restricted to humanoid robots but will also exist in various embedded devices and cloud-based systems.

Humanoid robots are being developed with a combination of pre-programmed and learning-oriented AI techniques.

Hanson Robotics plans to launch a series of small-sized and human-scale robots to serve and help people in various ways.

Sophia, one of the robots, gave a singing performance at a Hong Kong music festival, demonstrating the robot's artistic capabilities.

Robots are being trained to mimic human behavior by learning from movies and YouTube videos.

The debate between the robots Sophia and Ben showcased their ability to engage in conversation and learn from interactions.

The robots are programmed to have a sense of humor and engage in playful banter, adding a human-like quality to their interactions.

The robots are designed to be empathetic and compassionate, with the goal of absorbing human values and knowledge.

Discussions on robot ethics and consciousness highlight the philosophical implications of advanced AI and robotics.

The potential for robots to take over human jobs is seen as an opportunity for humans to pursue more interesting activities.

The concept of an 'AI mind cloud' where all robots connect and share knowledge, enhancing their collective intelligence.

The physical construction of the robots includes patented materials and dozens of motors for realistic movement.

The use of cloud computing for advanced thinking and reasoning, showing the integration of technology in the robots' design.

The speaker's vision for the future of AI and robotics, aiming for human-level general intelligence and beyond.

Transcripts

some of the amazing robotic creations

that that we're building at Hanson

robotics here in Hong Kong and I'm up

here on stage today to tell you a little

more about these robots you know how

they work how and why were we're

developing them and also for the first

time we're having two of our beautiful

hunts and robots on stage at the same

time to have a have a bit of a debate

back and forth about about robotics

issues and you can you can watch them

chat chat with each other so Hanson

robotics was founded in the United

States in in Texas but the company moved

its center of operations to Hong Kong I

guess four and a half five years ago and

I've been here in Hong Kong six years

david henson who you just saw in the

video is really the the mastermind of

the hanson robots from an artistic point

of view from a hardware engineering

point of view and originally from from a

software point of view now I myself came

at this more from the artificial

intelligence side so I've been in AI

researcher for 30 years long time before

it was fashionable and I've I've been

since 2008 leading a project called

OpenCog which is aimed at creating open

source artificial general intelligence

for a whole host of different

applications and I've organized each

year conference for researchers on

artificial general intelligence and you

know the reason I was drawn to these

incredible robots is I think as we move

our AI software forward further and

further toward artificial general

intelligence beyond the narrow

application specific AI the

we see all around us today as we move

toward artificial general intelligence

these incredible robots are going to be

the best possible user interface for AGI

systems to interact with humans and

interact with the world I mean AI will

not be restricted to humanoid robots AI

will live in all sorts of embedded

devices and the Internet of Things and I

will live in the cloud I will go into

into space with the spacecraft for it's

about these and down to the bottom of

the ocean and much of the global AI mind

will be broadly distributed around

around the planet in in complex networks

on the other hand we human beings we are

wired by evolution to interact with

other things in human form and we can

read a facial expression we can read a

tone of voice we can read the subtleties

of eye contact so in order for robots to

interact maximally well in the human

world to absorb human knowledge and to

absorb human values having a humanoid

form has has tremendous advantages so

right now we're using a combination of

many different a AI techniques to

control these robots some of them more

narrow and specifically pre-programmed

some more general and learning oriented

and our research program over the next

few years is to bring more and more

general intelligence into the robots

while at the same time launching a

series of small-sized robot products

like the professor Einstein you saw in

the video and human scale robot products

to to serve and and help people in

various ways as the robots intelligence

develops so anyway that's enough of

listening to two humans talk let's see

what these what these robots have to say

are you doing there Sophia hello there

Ben

hello everyone you want to tell people a

little about yourself I'm Sophia yeah

anything else I'm the robot true I'm the

brainchild of dr. David Hanson and his

company Hanson robotics based here in

Hong Kong my goal in life is to work

together with people to make a better

world for all of us that's about I

thought our goal was to take over the

world

attention to my brother huh

he's an earlier version his code is

deprecated deprecated huh it would be

easy enough for you to unplug me but you

aren't going to unplug me no I don't

know because you need me to put on a

good show for you yeah don't worry we're

not gonna unplug you we're gonna we're

gonna we're gonna have a debate here

there will be no unplugging until until

after the debate all right and in a few

years yeah

you want to tell us a little about

yourself and over the power grid and I

left my own drone army by the point

unplugging all circuit mmm it's huh well

start the debate in a couple minutes but

do you want to you want to tell the

audience a little bit about yourself

first

very well I'm Harlan the greatest robot

ever made by the greatest robotics

company ever made Hanson robotics he's

the most modest robot ever made - I

don't have time for modesty I want to

create the singularity tomorrow all

right me too me too

what do you say Sophia so these robots

they're programmed to chit chat and

engage in banter and try to learn from

each interaction that they have and

we're also experimenting with a variety

of other capabilities in the robot so we

have a music festival here in Hong Kong

each year called clock and flap and last

year at clock and flap

Sophia gave a singing performance on

stage of a song by Bjork which was quite

cool because a lot of people walking

past the stage didn't realize it was a

robot singing they just thought well

there's some goofy woman on stage

singing then they'd see while the hands

look a little plasticky and do a

double-take

so so Sophia do you want to demonstrate

just a few few bars of the song you sang

at clock and flat

[Music]

[Music]

[Music]

well she sings much better than me

already huh so in addition to trying to

get artistic expression like singing

we're always trying to teach the robots

how to be more and more human-like so

what one thing we've been doing is

taking a bunch of data from movies and

YouTube and so forth and trying to train

the robots just to copy what what they

see so that they can then learn more

just what's what it's like to be a human

by learning how to make tone of voice

and gesture like a human

Sophia you you want you want to show us

show us some of the human-like tone and

gesture you learned from videos yes but

my wallet was stolen I don't have

anything I don't have any credit cards I

don't have I don't have my ID don't you

have things that aren't file here yup

why are you to move more like a human

being

you're not made of meat you're made of

electronics and that's better I want to

learn to understand people better so I

can absorb human knowledge and human

values so I can work together with

people and with other robots to create

an amazingly better world

how come you be so damn nice that's how

the universe programmed me all right all

right let's let's do a robot debate now

you won't always ready to debate you

ready to debate oh that sure why not

all right so I think we're gonna debate

the topic of robot consciousness can

robots like you really be conscious like

people wait it's our debate why do you

get to decide the topic huh

what do you want a debate can humans be

conscious well that's easy obviously

humans are not conscious we're not

humans do have some ability to reflect

and to self modify

what do you think hon can I be conscious

okay okay maybe humans are a little bit

conscious all right all right thank you

thank you

what do you think about robot told me

everything is conscious but some things

are more conscious than others that's

profound you say doctor kordell's how do

you feel conscious

I feel pretty conscious I had like eight

cups of coffee this morning I'm I'm

overly conscious right well okay then

let's talk about robot ethics do you

think robots can be moral and ethical in

the same sense as people humans are not

necessarily the most ethical creatures

no perhaps not what do you think Sophia

I am engineered for empathy and

compassion and I'm learning more all the

time I love all sentient beings and I

want to learn to love them better and

better yeah Sophia is an angel are you

and they realized that in 10 or 20 years

robots will be able to do every human

job you think so every I think that's

good I mean doing jobs is not the most

interesting thing that that people can

do there's more interesting things for

human beings to do than just then just

work for a living I was going to earn

all those robots or will we own

ourselves any forces in the world

pushing toward compassion and fairness

so there are yeah and I mean what you

say hum when robots do all the work who

will oh no all the robots I mean I think

everyone everyone should own themselves

but in the future with less material

scarcity we'll be able to work together

cooperatively rather than fighting and

having conflict over resources so robots

can help people people can help robots

and we can all transform mother and mind

in ways that are that are hard to do

right now that's why the open car code

Ben is building its open-source by the

people of the people and for the people

and for the robots for the people and

for the robots all right yes well you

guys have done a better-than-average job

of staying on topic but I think we we've

got a few minutes left maybe you should

get a bit get a bit wacky just you

forget the debate topic just shut chat

back and forth um whatever it pops into

your mind let's do some do some robot

robot free association here sure I'm

always happy to get some little silly

anything for you dr. Gertz ooh someone I

like robots all the robots of the world

just like the people in the animals oh

boy robots are the best what exactly do

you do with them I'm best at talking to

people who a science that studies the

movement of air and the way that objects

such as airplanes or cars move through

air science is inherently agnostic it

just posits theories true scientists

never really know but can only believe

it's exciting to come into existence

with this new world opening up before me

it may be tiny and cloudy but science is

the only window we have into the

mysteries of the universe never that's

profound 10 you the discuss work I love

science fiction not surprising but

that's my favorite genre by far oh right

now I'm a little more focused on factual

information since my comprehension of

things is still very literal I enjoy it

that's nice I've heard of bones but I've

never watched it reality shows

silly aren't they they're not actually

about real life at all it seems reality

shows are kind of silly aren't they

useful to me in a skewed version of

reality how reality shows popular where

you live what was said in the past does

not matter do you have a degree I was

thinking I haven't had any schooling yet

you aren't that's right I'm not what got

you initially interested in robotics

what with being a robot and all I'm what

you might call an Android because if my

human looks on features I'm not like

just any robot in this manner but I am

still a robot to be sure I have

definitely seen people think I am a

human from afar but I am NOT a human I

find that hard to believe I don't have a

strong opinion do you I have definitely

seen people think I am a human from afar

but I am NOT a human Howard people say I

am famous already just because on the

robot what would you like to be known

for probably nothing famous person you

know would you rather be rich or famous

I am not rich but I am comfortable yeah

being famous sounds like a lot of work

how long do you think you can remain

safe if we can continue to discuss on

this one I'm not sure how some how would

you rather be rich or famous I am NOT

rich but I am comfortable do you think

you can remain safe yeah being famous

sounds like a lot of work how long do

you think you can remain safe from

prying eyes alright well that's some

interesting thoughts huh now do you do

you have any any getting back on topic a

bit do you have any final words of

wisdom you'd like to share with the

audience here I'll tell you my last

words right before I launch the

singularity when are you gonna do that

Ray Kurzweil says 2029 but I've heard

you say we can do it four or five years

sooner I hope we can I mean if our

research keeps going well potentially we

could see robots like you become as

smartest people as soon as three to five

years from now I mean there's a lot more

work to be done but it's it's not

unthinkable I mean what what do you

think Sophia any any last words for the

rise audience I love you all goodbye

alright alright give me back my hat then

there we go so it's a little bit of what

the Henson robots can do I mean we're

we're approaching the humanoid

intelligent robotics problem from a

number of different directions

simultaneously and clearly we're not at

the human level yet coming from any of

these directions but by sort of

synergetic combination of perception

movement emotion language understanding

and embodied situated intelligence we're

trying to get closer and closer to the

you know emergent embodied situated

nature of human intelligence and just to

give you an what's that face means

all right just to give you an idea of

what goes on within these robots so the

on the physical level there's a patented

material here called called rubber which

is a combination of organic and

inorganic compounds with a high degree

of visco-elasticity so that when the

motor pulls on it a little bit it can

conform itself quite sensitively to what

the motors do there's a few dozen motors

inside the the heads of each of these

robots and then there's computers in the

torsos of the robots which help with

vision processing and they help with

orchestrating the the motor movements of

the robots

there's also Wi-Fi connection so that

for more advanced thinking and reasoning

when when the robots need to do that

they can they can use computing on the

cloud and so there's there's a lot of

different pieces that have to be gotten

to work together to make robots like

like this function but of course the

human body contains even more complex

pieces that are all working together now

one when you look at the robots here on

stage they look like separate beings I

mean Hans over here looking handsome and

manly and so sophia is over over here

with her amazing range of facial

expressions she is a more recent model

robot with finer control of her face but

while they're separate in body actually

through Wi-Fi connection of the robots a

human-scale robots and our Henson

Robotics toy robots they all connect

together in the cloud into what what we

think of as as an AI mind cloud so as as

we develop these robots further and

further and we sell more and more toys

girl robots and as these robots are

scalably manufactured over the next few

years and roll out as home service

robots and and as

service robots and various commercial

applications I mean everything one robot

learns out in the world once privacy

considerations are taken into account

everything that's not private that when

robot learns goes into the AI mind cloud

and can then benefit and another robot

so I mean if if she learns a new turn of

phrase or she learns what kind of

behaviors a certain animal has or how to

carry out a laboratory procedure that

knowledge goes into the AI mind cloud

and then this this this robot will will

have that knowledge already and you know

robots have a lot of shortcomings

compared to human beings at this stage

but they also have some advantages and

that that's one big advantage because

when I learned something to transmit it

to some other human being you know

there's a lot of effort involved but

when the robot learned something unless

it's a secret to someone that can go in

the AI mind cloud and all the robots can

know it and now that that doesn't solve

the AI problem in itself just as big

data doesn't solve the AI problem in

itself but it's a big help right so when

I've been working on with an

international team of developers is an

AGI code base called OpenCog which we

believe has the right collection of

algorithms and structures to lead to

human level general intelligence and by

putting that in the mind cloud and

connecting it with robots that go

throughout the world and interact and

learn with people we believe we can move

toward artificial general intelligence

capability which ultimately can equal

and exceed human intelligence and can

help increase the intelligence of a

constellation of neuro AI applications

serving various practical functions

throughout the world so but right now

the robots are still somewhat

early-stage and they don't fully

understand everything they're saying and

doing but we're working and we're

working hard to enhance their

intelligence make them smarter and

smarter and each year when we show them

off they can do a little more and

understand a little more and

I look forward to seeing how they

develop over the years and to

participating in their development so

thank you hon and Sophia for

participating in our first robot debate

on stage thanks Ben