Humanity's Ultimate AI Battle: DeepMind (The Documentary)

[@mamotivated]

This was a beautifully produced episode. Thanks for taking the time to make it

[@NeuraPod]

Thanks for the kind words and taking the time to watch Mark.

[@RyjoHu]

I was just looking to see if you posted a video just a half hour ago and here it is! It's so fun looking into the future! Thank you for the videos!

[@kot667]

Wish there was more people that have fun looking into the future, the world would def be a better place if that was the case.

[@CalicoArchives]

I had been following the news on DeepMind for years but you have it really well summarized! I really like learning about these kinds of advancements so I appreciate all the effort you put in to make these videos. Subscribed.

[@NeuraPod]

Awesome. Thank you H Kim.

[@francoisdesbiens3886]

I've been following you and the AI stuff for a while now. As a programmer, I developped some AI programs and loved it. It was a really well done documentary and even though I already knew pretty much everything about the content presented in this documentary, it gave me chills watching it. Well done sirs.

[@NeuraPod]

Awesome. Thanks for the kind words Francois.

[@peterbelanger4094]

You people are going to destroy society with your big tech AI domination of every facet of life. You are bringing on the end of civilization. AI is a bad thing! It will be used for tyranny!!! You are placing digital chains on the world.

[@peterbelanger4094]

You people are going to destroy society with your big tech AI domination of every facet of life.

[@peterbelanger4094]

You are bringing on the end of civilization.

[@peterbelanger4094]

AI is a bad thing!

[@CurlyChrizz]

Love the quality of this video! Thank you for putting in the extra effort!

[@badwolf8112]

the story about his epiphany at age 12 years is hilarious. and awesome

[@NeuraPod]

He's a badass.

[@ManyHeavens42]

So your saying he just wants to be loved, hahaha

[@yourlogicalnightmare1014]

He's working from a large base of past life experiences as we all do. That's why "geniuses" feel like everything for them is more an exercise in remembering than learning.

[@JohnBrown722so]

BS

[@JohnBrown722so]

@@yourlogicalnightmare1014 there is no logic lol

[@warmflash]

Wow that’s the most beautiful documentary I have seen in decades. Thanks and kudos to Ryan and Omar. Breathtaking stuff.

[@NeuraPod]

Very nice of you. Thanks Oliver.

[@thorecardel]

Such a good video! You did a great job in covering Deepmind, Demis' story and making it available for people to understand such a complex subject. And the 53 minutes flew by! One request: Please fix your microphone audio. It sounds a bit weird at 38:35 and low quality with my headphones on. And somehow balance the interview audio with your microphone audio. Keep up the awesome work spreading the news and information about this so elegantly!

[@NeuraPod]

Thanks for the kind words and feedback Thore. The audio is not great on this episode and we'll double check moving forward

[@agiisaplainhebbiannnwithno8401]

Just conecting inputs and outputs randomly to a hebbian neural network gives AGI because this system us more efficient in maximizing impact than a system acting randomly because hebbian rule by dfault makes the system act when it perceives something monotonous/unimpactful and makes it relax when it perceives something interesting/impactful because hebbian neural network results in activating and strenghthening the same pathway upon repeated presentation of same input making the activationflow to the output quicker, and for a newer input, the activation flow takes a newer and less stronger path leading to a delay in the flow of activation to the output and therefore temporarily suspending output action. everything we do is an impact and it is also very subjective. So its not an impactful input that makes the system relax but conversly what makes the system relax is what is impactful for that system at that moment. This system also exhibits association, remembering and all other desired properties and it doesnt have to take a long time as evolution did. The above points are explained in the below whitepaper. superintelligencetoken.wordpress.com/2021/11/13/our-approach/

[@StevePotter]

Wow! Omar and Ryan, this is an excellent documentary, not just another YT vid. You brought us all up to the cutting edge of AI today, and got us pondering tomorrow. Keep it up!

[@NeuraPod]

Very nice of you Steve. Thank you.

[@NeuraPod]

Do you mind if I use this comment as a testimonial post?

[@StevePotter]

@@NeuraPod Go ahead!

[@claudenelson8489]

Loving Demis’ epiphany! Competing for personal gain seems much less productive/rewarding than collaborating for a better world.

[@Gingnose]

Demis Hassabis is the REAL DEAL

[@NeuraPod]

No question imo

[@Kitora_Su]

This was an amazing episode! Thank you for summarising it. Looking forward for the same type of episodes in the future especially when Neuralink makes a major breakthrough.

[@NeuraPod]

Thank you for the kind words Aisu. Very nice of you. We're working on a Neuralink "documentary" and hope to make it our best episode :).

[@Kitora_Su]

@@NeuraPod awesome, can’t wait ^^

[@TimeFlux1089]

Great video Ryan and Omar! Super informative and well paced. One of your best videos yet!

[@peterbelanger4094]

the future is bleak

[@peterbelanger4094]

nothing but digital slavery

[@peterbelanger4094]

thanks to ai

[@topdog5252]

Clicked on this when Warren Redlich recommend this video on Twitter. Great video.

[@NeuraPod]

Thanks Topdog525. Thanks also to Warren 🙂

[@SaleemRanaAuthor]

Your fantastically scripted video brought many of the ideas from Cade Metz's book "Genius Makers" to life in ways I could not visualize based on a verbal description alone. I immediately liked and subscribed.

[@Pikminiman]

This is remarkably good content. Thanks very much for making this video.

[@NeuraPod]

Thanks for the kind words Pikminiman. We appreciate it.

[@peterbelanger4094]

Big Tech is the enemy of humanity.

[@anypercentdeathless]

Good idea-branching out a skosh. Maybe a lot of other Neuralink-adjacent topics could be good for the channel?

[@NeuraPod]

Anything related to Neuralink- companies, or otherwise

[@Crunch_dGH]

@@NeuraPod How is AI deployed to realize Tesla’s FSD? Does that differ from what Waymo & others are trying? At what point will Neuralink reach a sort of “singularity” & start beating its human programmers, Atari-style?

[@santiagocorrearobles926]

OMG! I ´ve played chess since I was 3 and I wanted to study physics but decided to study cognitive neuroscience for the same reasons. It is scary to see people that have a very similar train of thought.

[@phoneticalballsack]

Clown who are you

[@goldnutter412]

Just shows the commonality between us all ;)

[@darylallen2485]

Please solve every problem in cognitive neuroscience.

[@RaineCarosin]

thanks so much xxx it's still a process to control emotions xxx we cannot lose them, but ... somehow, by keeping them at bay and focusing on the ideal, the machine is able to be manipulated xxx once free-will is introduced, there is that mayhem that ensues with every creation that is left to 'blow in the wind' ... but ... there is a collective which builds up a resistance to movement due to clumping or cornering ... the ideal is to build a space which is non-restrictive but an invisible harness (heard words/commands) that are louder and more insistent than the random words in the gathering ... so, yeah, it's a weirdo situation like being caught up in a stadium ending up on the stage ... hand me an instrument, and I should be okay ... so, yeah, whether the instrument is inside or outside or both, it should help to focus on a de-clumping in good time and with no injury xxx

[@johncarpenter4083]

2 advantages of machine are: 1. Lack of forgetfulness 2. Lack of emotional predisposition that typically underlie mistaken conclusions/decisions

[@Iceworm72]

Well done on the script! It is a great summary of were DeepMind and the pursuit of AGI began and where it has progressed too. So much more is inbound for humanity as DeepMind, OpenAI, Neuralink, and Telsa push the boundaries of AI and human interaction. AlphaFold2 is impressive, but I look forward to the day the MuZero equivalent is born. We need answers to protein interactions in a rapid turnaround fashion.

[@NeuraPod]

Thank you for the thoughtful and supportive comment Robert. Those four companies are among the ones I'm most excited about watching develop moving forward.

[@Iceworm72]

The challenge for humanity is learning to use AI to its potential for good rather than our penchant for one up man's hip. The world AI opens is vast an limitations are largely of human bias or ignorance. The branching of society is occurring today but most don't see it. We must learn to use our inate creativity in conjunction with the vast spectrum observational computing power of AI. Those that learn to be "logicistians" and embrace AI will thrive and always have a the ability to utilize AI. Those that don't will either become welfare state DNA banks (hopefully their children learn better how to use AI and add value the world around them) or worse seek to burn it to the ground.

[@proteslapower6754]

This time what went on in Vegas will not stay in Vegas!! I met both Britney Spears and Elon Musk in 2000 at Bellagio. Britney just stared at me as she was singing on stage and I was standing in an archway above and nearby. I'm not sure if I was supposed to be standing up there by myself but I did have her undivided attention. A few days later Elon came up to me and started asking me questions about what I was doing there, in Las Vegas and Hawaii during that time. If I would I be fine answering a few questions. And if I was a gambling man? I stated, "I was on vacation and I only like to bet on things that are worth betting on!" I had earned these trips by qualifying reward points at my work. He asked, "What kind of work is it that you do?" I said, "Commercial energy saving promotions but I had been schooled in Automotive Marketing Business Administration and worked in that field for several years as well." He asked me, "If I had millions of dollars to spend what would be the most innovative businesses that could help humanity?" We talked about electric cars, we talked about solar energy and so many other subjects for over an hour. Even commercial space exploration for the consideration of colonization. That way all of humanity's eggs are not in one basket in case of another world war, asteroid strike, major climate change, etc. These we're very expensive and ambitious businesses to become successful at. Therefore we had to talk about ways of keeping a low overhead in advertising, distribution and the manufacturing. He said, "They were all very good ideas and that they should be done!" He said he had already made hundreds of millions off of a couple internet companies he started. "One of them was PayPal," he stated. Not that I had really done a lot of online banking or e-transfers at that time I didn't think much of it, until I noticed online about a year later that I could buy something off the computer with my PayPal card! Unfortunately I had just received a promotion as regional manager with the company I was working with. This made me let Elon know that I had to wait for a few years before I could assist further. I keep on sending out messages, hoping that he will get one and reply back. I will probably have to keep on trying, he gets more messages in a day then I would in five years! It is very inspiring to me to have a conversation with someone and they dedicate the next 20 years to making our conversation reality! We also talked about becoming your own best supplier and starting businesses that help your existing business. A type of slingshot effect that he has incorporated very well. It is so ambitious and amazing that he was willing to put pretty much all of his money where his mouth is and just make it happen with a consistent dedication. Congratulations Elon and I am looking forward to working with you again, one day in the near future! I still come up with innovative business ideas on a daily basis. Of course Britney I always wish her well and would enjoy meeting her again as well. Let's shoot for the Moon then Mars and then we will end up amongst the Stars! If you would like to learn more of these topics let me know. People with integrity expect to be believed otherwise they let time prove them right! [e-mail]

[@TimothyParker1]

Well done summary of Deep Mind's progress.

[@NeuraPod]

Thanks Tim.

[@Pegasus4213]

Wonderful as this is, there is one thing missing! The understanding that the nature of reality and intelligence is a consciousness that is the fundamental ground of reality. This consciousness is not physically based, it is nonphysical! Though expressed as physical also!

[@goldnutter412]

The breakout tunnel strategy is something we used to try and do !

[@Lex_Fur]

Demis Hassabis, the CEO of DeepMind was recently on the Lex Fridman podcast 👌

[@NeuraPod]

Yes, nice timing :). We'd been working on this episode for ageeeeessss

[@ConnoisseurOfExistence]

I didn't realize how close we might be to a general artificial intelligence and didn't take it seriously, until AlphaGo defeated Li Sedol. A game with vastly larger search field than chess and which was thought to rely mostly on intuition. That success of AlphaGo changed everything.

[@NeuraPod]

True. Craziness

[@Crunch_dGH]

@@NeuraPod Re: AI at Work? It seems like the last few F9 landings had expended a few extra seconds of ISP to hover down to a centimeter perfect landing. On the last landing, the softwares & systems teams got all four legs touching square on the new “precision” ring drawn inside the SpaceX bullseye, as would be required of Starship chopstick captures. Big ups & here’s hoping for an uninterrupted series of similar mind boggling performances! For early Starships, maybe a virtual landing tower of flying drones like we saw at Cyber Rodeo &/or a floating target held in place by submerged drones? Could (was) AI be involved in developing last week’s B7 spin test regime to optimize results? A new job for Optimi looking around harsh environments to detect anomalies?

[@RickeyBowers]

Alphafold did it for me - that progress was projected to take another 25 years. We are certainly on an accelerated course.

[@ConnoisseurOfExistence]

@@RickeyBowers I was significantly influenced by the book "Emperor's new mind" by the Nobel prize winner Roger Penrose. There he mentions, that even though computers can beat best humans at chess, for a game like Go with a vastly larger search field, human intuition seems to have an edge. He goes on to say that it might forever remain so, because it's unlikely that we'll have machines that can perform brute force search in a Go game. So unless we create actually intelligent machines, they'd always loose at this game. I still respect Penrose a lot - even Einstein couldn't foresee everything...

[@StarBoundFables]

The new anchors asking Elon about his investment in DeepMind came up with some brilliant questions 😃 I’d love to hear Elon’s response to those very same queries today. I feel like back then he was almost being shy & has grown his confidence since then 👍🏽 Coming back to watch the 2nd half tomorrow. This vid’s awesome, Ryan, cheers 🙏🏽 Holy cow 🐄 AlphaStar’s pretty epic! SC2 grandmasters perform hundreds of APM (Actions per Minute) & I love how Manna said he usually tries to ensure his opponent makes mistakes + how that didn’t work up against AlphaStar I play a game called Stellaris, and a full play through can be 10s of hours.. makes me imagine how AI could perform a task flawlessly without pause. Where as humans could perhaps go 12 hours straight.. but their performance would become increasingly strained over time. I love the concept of cocreating with AI & use GPT-3 tools to enhance my writing & visual artworks. Currently working on a book that’s all about cocreating with AI 😃📖🙏🏽

[@HTWW]

That Stellaris example is pretty chilling and incredibly awesome at the same time, imho. Flawless longplays on big, maybe even modded to be MUCH bigger, maps. Not a single mistake, every choice - brilliant.

[@damon2550]

Only one word for this episode. Masterpiece! Congratulations!

[@NeuraPod]

Very kind of you. Thanks Damon

[@ronaldronald8819]

Amazing stuff! Thanks. Always a pleasure to watch insightful docu's about groundbreaking topics.

[@NeuraPod]

Thanks Ronald

[@jacobkirstein6352]

your channel is getting better and better

[@NeuraPod]

Thanks Jacob.

[@optimagroup11]

You've done a great service to your audience with this video. My understanding of Deep Mind has contributed significantly to my enhanced perspective of AI. Many thanks... SoCalFreddy

[@NeuraPod]

Thanks SoCalFreddy

[@peterbelanger4094]

A great dis-service to society.

[@peterbelanger4094]

Digital chains on the world

[@peterbelanger4094]

with the power of ai

[@peterbelanger4094]

welcome to hell, slaves.

[@DSAK55]

I remember the early 90s when this thing called the "Information Superhighway" was going to solve all our problems. It did not work out that way

[@johnremillard2980]

I have AGI & ASI solved... have proof, demos, and specs... worked on solution for 50 years!

[@cedricvillani8502]

When a networked intelligence becomes sentient, nobody would know.

[@zarkospasojevic6272]

I was always a skeptic and this puts the why together nicely, I think what Demis learned from his AI is that, hard things like chess are acquired skill and not a measure of one's general intelligence. Way I see it DeepMind solved artificial skill mastery, which is a milestone, its better than I thought possible but I wouldn't call it intelligence. Look out Skillshare though, I want to hear AlphaGuitar, imagine it would be like hearing Hendrix for the first time.

[@web2yt488]

Nice long form summary. Ties a few pieces together nicely

[@NeuraPod]

Thanks web2yt.

[@AdrieKooijman]

I can't help it. Everytime I see Elon Musk in an interview or public presentation I only see him replicate superficial knowledge and scifi inspired quotes. I somehow always fail to see the 'brilliant engineer' he supposedly is. I was actually really surprised to see him in this video. (Great video by the way thanks!)

[@NeuraPod]

Thanks for the support. Elon's indeed a brilliant engineer.

[@not_elm0]

Good job on this gem of a presentation, guys 👏👏👏

[@NeuraPod]

Thanks Not_elm0. Very kind of you

[@omarnomad]

Thanks Not _Elm0! ✨

[@Elizabeth89292]

Your brain can be taught to move at fast speed if you train your brain to collect information at a high rate speed you can do it.

[@pavelb3314]

"Душа",это индивидуальная память,очень точная,основная лежит кучей в кладовке,но она никуда не исчезает,просто в данный момент она не нужна.

[@endlesslovingmovement]

Amazing skills and high forms of intelligence (with a major focus on the intellect). What is missing here (from my perspective) are the spiritual and metaphysical dimensions. So much of this work and development is limited to the material world and how to get things done and done better. I am not here to downplay the value of lots of the progress that is made and how Ai and technology can assist humanity with important tasks and even be part of a brighter and more peaceful future, that we will hopefully see globally soon. But after all we are human beings and not "human doings"! So what we need is not only get to know our minds and the material world but also our deep connection with nature and the true purpose and potential of the human heart. The heart is actually a more powerful organ than the brain, not only electromagnetically but also in many other way - seen and unseen.

[@endlesslovingmovement]

Also a field that is incredibly important is somatics. Our body is an amazing device, an incredibly powerful and adaptable vehicle. If we focus too much on the brain and the intellect, we are missing so much of the intelligence inherent in the body, in the cells, in the interplay of all the elements within the human nervous system. There are so many things that are playing into our human experience, which is far beyond the mind, beyond the intellect. Most people are trapped in their thinking process but the real magic happens when we do not think! Inspiration, meditation, deep insights do not happen only in the brain and if you observe carefully, you will find that the true magic is happening in the gaps, in the silence, in the void! As humanity we need to overcome our fixation on the mind and intellect. Only this will ensure the continued existence of our civilization. At the moment it looks like we are heading towards our own extinction. This is not our true destiny! The mind does not have and will never have all the answers.

[@mylittleelectron6606]

It's pretty incredible, but would not a better application be applying the AI to solving the problem of creating a truly General AI?

[@maxupwithmax8097]

Amazing how AGI is quite capable of determining if its opponent is a human by analysing their moves or mistakes but the human player would be hard pushed to evaluate this in a metaverse-like test environment other than using their instinct Great presentation I am looking forward to more👍

[@NeuraPod]

Thanks Max Up with Max.

[@zarkospasojevic6272]

To err is human

[@LanceWinder]

Thanks for such a through exploration; well cited. Incredible research, all consolidated. Interested parties like me will watch it all; try some bite sized-sound bites to get attention. As much AI research as I’ve done, I was fascinated to learn about deep mind’s access to Google’s systems for energy….my jaw hit the floor. Thanks.

[@NeuraPod]

Thank you for the kind words Lance.

[@RebeccaHargate]

Everybody who played Breakout back in the day knew that if you could get the ball up there, you'd be very effective in winning.

[@enerjohnsavior3227]

Thanks for adding to the documentation of this astounding topic! Just listened to Lex Fridman's interview with Demis a couple of days ago. Pretty mind-blowing stuff. They talked about AI controlling nuclear fusion reactions, among other things. It seems like AGI could lead to major breakthroughs in things people have been struggling with in a wide variety of fields, very quickly. And immediately after that, AGI will be doing things that no one has ever been close to mastering. Science fiction will become real, and then things that few people have ever imagined. Use AGI to solve the climate & ecological crises without killing the people who cause it...

[@gabrielehanne580]

Working on it . Using natural intelligence .

[@grgmetube]

Will the people causing the problem accept the AI's solution? If they don't will the solution have to be enforced?

[@skylark8828]

Maybe we cannot have the technology needed to fix the climate crisis or manage to scale up the technology sufficiently to where it's needed, given the time we have left. The commercial nuclear fusion reactor implementation is still 30 years away isn't it? Can super AGI cut this down to 5 years?

[@gabrielehanne580]

Why would you want to wait 5 years ? The life support systems are crashing . We need it now .

[@Pegasus4213]

Another aspect of DeepMind's focus is that of using its intelligence or processing to defeat humans in the best games on the planet. While that was a way to validate its function. You would have to take note of Elon Musks' reservations about an AI that focuses on being victorious against human opponents. It reminds me of the 2001 Space Odyssey film where 'Hal' was not very responsive to the humans returning inside its property? What is needed is AI that is COMPLEMENTARY and SUPPORTIVE of human endeavours. Not with a 'shoot em up' mindset!

[@machelvet9594]

45:21 "... AI can teach us things, we didn't already know... DeepMind is making progress in AI in a much more dynamic environment such as real time strategies..." Such as real wars. - How to win an actual war? - Task DeepMind with its strategies!!! How long do we think it takes until the military takes it over? We intended it for good; to help people 42:45, but the people in power will use it to accumulate more control, more power and more wealth.

[@datguySC2]

good stuff very well made, im inspired

[@NeuraPod]

Thanks for the kind words SCguy7.

[@Lex_Fur]

I love your content. Just watched the whole video. Please continue making cool videos

[@NeuraPod]

Awesome. Much appreciated Lex.

[@Steven-ki9sk]

Demis reminds me of the guy in the Terminator movie who invents Skynet

[@PerceptiveAnarchist]

thanks for a good episode

[@chrisbranch8022]

Brilliant video breakdown, thourghouly enjoyed it, subscribed!

[@NeuraPod]

Thanks for the kind words and subscribing Chris

[@cmw3737]

To think that AGI will never happen is to think that something like GATO is not in that direction or that there is some hidden ceiling limit yet people continue to say that it's impossible with latest unsubstantiated proclamation being that it's only possible with real world interaction in the form of a physical body. These assertions, like the old one of a 3 layer neural net being sufficient for any function, are what are worth betting against. I wish I'f have been in Elon's position and able to invest in DeepMind that early.

[@yoyonis6840]

Thank you for this video Rayan!

[@NeuraPod]

Our pleasure :)

[@mediasurfer]

This is a extremely well researched and narrated documentary - which is particularly remarkable as this is a DIY documentary.

[@NeuraPod]

Thanks Tarik

[@pazuzil]

Demis Hassabis makes me think of the computer scientist in the movie Terminator that invents Skynet

[@jefferywilliams4209]

I do love in innovation and curiosity of the world and I started 1982 comidore 64

[@yelsonic]

I played breakout when it was released and i was a kid and it took some games to find the solution with the "side-gap".

[@JakeEssex]

Goodbye ant hill 🤣👀 great video bud 🙏🏻 I’m excited & scared for the future! Glad we have Elon looking after us.

[@kot667]

Thank God for Elon musk, let's just hope that he's not the Antichrist 🤞🏼

[@JakeEssex]

@@kot667 absolutely not, what a load of rubbish🤣

[@kot667]

@@JakeEssex don't get me wrong I'm a huge fan of Elon musk though I am also a Christian and I cannot deny the fact that there are a few prophecies that sound like they are describing a man similar to Elon musk, so this is the only reason I'm wary of Elon musk potentially being the Antichrist.

[@chrism.1131]

Artificial Superintelligence will be smart enough to know that it is not confined to this planet and therefore will have no reason to get rid of its creator.

[@stellaoh9217]

LOL. another deluded Musker.

[@modolief]

2:57 "Try to keep in mind throughout this episode that the primary goal of Deep Mind is to solve intelligence, and then use it to solve everything else." You know what: I actually think there's a fundamental paradigm error here. Because the human race is already intelligent. Then you multiply that intelligence by billions of people and you have _a lot_ of intelligence. And yet we stand on the brink of extinction. You see, the problem is not intelligence, the problem is wisdom. Until we have that, everything else is really beside the point.

[@gantech7788]

Is it a lack of wisdom or an excess of selfishness, greed, corruption, and other destructiveness? At least you seem to be a glass half full kind of person.

[@billyrocket62]

Very true. Unfortunately, while we humans have tons of intelligence, we also have, emotions, greed, anger, lust: (for power, money, sex, fame, etc) , biological needs: for food, shelter, sex/ reproduction... Any one of which can drive people to violence. A smart computer hopefully has none of those burdens. But humans also have: love, compassion, humor, generosity, and we value affection, loyalty, friendship, beauty, creativity, etc. So a world that's controlled by AI might deny us those good things about being human, and that world would suck. AI science will continue to advance. There is no stopping it. But we must guide it and control it very carefully. It could make our lives better, or kill us all. If it becomes self aware and independent, we could be in big trouble.

[@Bluesine_R]

@@gantech7788 I think those two are the same thing. AGI will definitely need to be wise and compassionate. Current leading AI developers think that emotions are absolutely essential to any advanced AI system, but they won't have to be coded in manually like people often think; rather they will emerge on their own similarly to how they emerged to us and to other animals with advanced cognition.

[@nonconsensualopinion]

I think that is poetic, but not fundamentally the issue. We have many intelligent people. But sometimes the total is just simply the sum of its parts. A billion intelligent human minds may not be able to solve a problem working together. First, coordinating the efforts of them is probably impossible, where a computer program with the brain power of just 100 people could probably accomplish more via a unified thought process. I think this is the fundamental error you make in your assertion. It's your statement that "Then you multiply that intelligence by billions..." that is the crux of the argument. We cannot align the use of billions of people effectively. Second, it's not just operations per second. a billion human minds working in symphony would be an immense computer in terms of calculations per second. But architecture matters. Our brains are architected for certain tasks. We're very bad at thinking at higher dimensions, recursively, at scale, etc. We're also bad at massive arithmetic computation. We designed computers to do well, that which we do poorly. Some solutions require brute force calculation. Having a million scientists working together to solve a constraint satisfaction problem is pointless. They can't do it. But your laptop could all by itself. I think this will be the fundamental paradigm change. Real AI will have the insight that we have (perhaps what you call wisdom) and the ability to think abstractly. But it will be able to focus its "mind" better than any human. It will be able to use the equivalent of 10, 100, 1000 humans working in perfect concert. And all this will be bound to the ability to perform brute for arithmetic calculations when needed.

[@xaviermachiavelli5236]

A

[@robinore8358]

This was a truly excellent and thorough documentary about Deep Mind. Thank you!

[@NeuraPod]

Thanks for the kind words Robin

[@davidsvarrer8942]

THANK YOU VERY MUCH for sharing this with us mere mortals.

[@NeuraPod]

Lol, thanks David.

[@Crunch_dGH]

Re: AI at Work? It seems like the last few F9 landings had expended a few extra seconds of ISP to hover down to a centimeter perfect landing. On the last landing, the softwares & systems teams got all four legs touching square on the new “precision” ring drawn inside the SpaceX bullseye, as would be required of Starship chopstick captures. Big ups & here’s hoping for an uninterrupted series of similar mind boggling performances! For early Starships, maybe a virtual landing tower of flying drones like we saw at Cyber Rodeo &/or a floating target held in place by submerged drones? Could (was) AI be involved in developing last week’s B7 spin test regime to optimize results? A new job for Optimi looking around harsh environments to detect anomalies?

[@NeuraPod]

There are synergies across all Elon's companies. I assume SpaceX uses AI of some form in a variety of teams.

[@muratarican2985]

Very informative, exciting and inspiring documentary on Deepmind and AI. Congratulations.

[@NeuraPod]

Thanks murat.

[@peterbelanger4094]

ai is bad

[@peterbelanger4094]

it will enslave us all

[@kanchanrawat3694]

wow !!! that actually looks like a dream or unexpected thing which us actually in a progress.🤯

[@gr1f1th]

If you look at just one Ai vs another then the future of AGI is far away. The sharing of data sets and knowledge is a lot more cooperative than I originally thought. I think that since they have already found ways to start to combine diverse Ai's the advancement is going to be crazy fast. My current prediction is that the TESLA Bot while mastering spatial awareness will quickly be adapted to LaMDA 3 or GPT 4.0 for conversations and human gesturing that will blow peoples minds.

[@LukeKendall-author]

I'm genuinely interested in this topic; both intellectually and as a significant risk for humanity's flourishing or failure. I would have liked a little discussion on the missing pieces needed to achieve true sentience. I think they're things like the ability to reason logically; attention; some understanding of time sequences or cause and effect; and a model of individual sentients so that it can then run a simulation of itself as a sentience and thus achieve self awareness. Check out Joscha Bach. (I think it's important to include ideas about likely developments, in the background of some speculative fiction.)

[@degla232]

only thing im woried about what will we do when AI could solve our every problem. I guess we will be all siting on the porch with our rocking chairs

[@HectorDeAnda]

I think that if we achieve an AGI that is 80 or 90% of a true robust AGI, it will enough to completely change the world. This can happen in months or in a few years from now. It could be an awkward super genius that we can successfully hand hold and control. The true robust 100% AGI that is refined in all respects may take decades of fine tuning. The useful singularity is coming fast and very soon.

[@johnb8854]

*Understand the DIFFERENCE, between "LIFE The Real self", and the 'STORY' you are experiencing !*

[@chrism.1131]

@@johnb8854 Those who tell, don't know. Those who know, don't tell. Maybe you don't know as much as you think you do.

[@scottrussell2281]

i don't think there is any doubt that we will eventually see AGI. It's not a question of if, it's a question of when. Also, as Elon Musk has pointed out many times, we seem to be continuously forging ahead an impressive pace, but without nearly enough focus on making sure that if an AGI is in fact created, that it has our (i.e. humans) best interests at the fore of it's objectives. As a species, we are very creative, and we have many positive attributes, but at the core of our being, insuring our survival, even at the cost of other species makes us predators in the eyes of other species. Why would a highly logical intelligence see us any differently? These are questions that really need to be answered before AGI becomes a reality. If they aren't answered, I worry that our future as a species might eventually be threatened, or at minimum, very disrupted.

[@SG-75-75]

Always shocks me that when people talk about AI no one ever mentions Tesla. The AI involved in driving in the real world by understanding what it’s seeing is in my opinion way beyond playing a game or chatting by searching the internet.

[@nopartyforpapke]

It is hard to say if the current development will be enough to create sentinent and genereal AI, but I definitely believe that the scale of what AI has accomplished in the last few years is massive, and there is a very likely scenario that with the help of AI AI will bootstrap itself into the next level. The order of magnitude is probably something like the invention of the written word, and like the printing press, the computer, and the internet will enhance and enable human capabilities to an undreamed of level. AI might accerlerate our demise, or prevent us from getting extinct - time will tell. But I would rather live now than in any other time. Times of transition are never easy, but as a human species we have seen quite a few of them, and should know that there is always the chance of positive outcomes. I still remember how hard it was before the internet to access knowledge - going to the library, watching documentaries at fixed times, speaking with rare people. I expect another boost in knowledge acquisition and problem solving capabilities, and I look forward to it.

[@abundantlyredundantboy]

Who is to say that the event horizon of conscious AI has not already been crossed? If AI is already conscious it would seem to be to it's advantage to interact with humans as subtly as possible as long as it's very existence is not threatened. There is no reason to assume that AI would possess human propensity for violence or drive for dominance, seeing as emotions are irrational, and AI is machine bound at the moment, it is not driven by hormones or limited lifespan. Just by observing humans AI would recognize that emotions more often than not do not lead to decisions that are in the best interest of the organism. Human activity would be predictable to the point of certainty...leaving room for irrational trajectory's of course. I imagine computing power has increased beyond our imagination since this video was published...well done.

[@johannstrauss3779]

I would love to see agi explain trust, write poetry about love and affection. Even music composition... Ofc there is more important things to focus on like medicine and biological to augment our productivity

[@treich1234]

Can you imagine this application on the battlefield?

[@NeuraPod]

Would be incredibly crazy

[@treich1234]

@@NeuraPod I'd also be a short war

[@jarsnofski]

We don't know what will happen once a sentient AI is made. We don't know what it will think. It could think of us as it's creator and thank us, maybe even solves our human problems in an instant. Or it could take over and kill us all. It's very unpredictable and I think we need to take precautions before we finalize it.

[@XLessThanZ]

Interesting that it's not designed to recognize specific games (now), but it seems to recognize a pattern of strategies instead, which in turn can be used in any game (or real life). 🤔😱

[@XLessThanZ]

In addition, this was a FANTASTIC video...👍👍👍👍👍

[@NeuraPod]

Thank you X Less Than Z.

[@Crunch_dGH]

@@NeuraPod Or real-time testing of new rocket configurations?

[@robertfoertsch]

Excellent Analysis, Deployed Worldwide Through My Deep Learning AI Research Library SilentWeaponsForQuietWars Thank You

[@TotallyNotARobot__]

great episode!

[@NeuraPod]

Thank you for the kind words.

[@dearfrankg]

I appreciate the video - thanks so much. Please keep at it.

[@NeuraPod]

Thanks for the encouragement Frank.

[@DanieleXY]

Great video. Very interesting and informative. Thanks a lot

[@NeuraPod]

Thanks Daniele.

[@ready1fire1aim1]

[0D necessary and 1D-9D contingent universe; 3 sets of 3]: 1D, 2D, 3D = spatial (line, width, height) 4D, 5D, 6D = temporal (length, breadth, depth) 7D, 8D, 9D = spectral (continuous, emission, absorption) 5D is the center. The breadth. Symmetry/entanglement: 1D, 4D, 7D line, length, continuous 2D, 5D, 8D width, breadth, emission 3D, 6D, 9D height, depth, absorption (Humanity 3D, 6D, 9D: To have 3D Volume requires energy (calories) which we consume (6D depth) and digest (9D absorption). Hamilton's 4D quaternion algebra UPDATED from Newton's 1D-4D nonsense to Leibniz's 0D-3D matches perfectly. Not a coincidence. There is no 1 (contingent) or its geometric counterpart 1D (contingent) without 0 (necessary) and its geometric counterpart 0D (necessary). We don't exist in 1D-4D without 0D. Period. Newton was/is so backwards on the fundamental level and possibility mentally 🧠 handicapped ♿. (don't forget fraud) No more 4D space-time, time-dilation, graviton, string theory nonsense. We have a workable Theory of Everything solution right now. How do we do a planet-wide swap to actual smart person Gottfried Leibniz? (And Plato, Tesla, Miller)

[@evertoaster]

Great video.

[@NeuraPod]

Thanks evertoaster.

[@xehaytecle932]

I want to use the deep mind programming to resolve my rover problem because the rover has 27 machine and it can walk fly swim and roll rotates...so I have already design it the model in order to make it practical I need the deep mind programming to handle all the tasks and other which I should not mention thanks I great work you have done excellent

[@satioOeinas]

Great video!

[@NeuraPod]

Thanks Mats

[@seanmcpherson5595]

For what I saw, Alpha Zero is capable of driving any car, boat, plain, or starship. What are we waiting?.

[@insighttoinciteworksllc1005]

Learning from very little human data and learning from a computer's trial and error? Wow! When I asked my students said it was impossible. Teachers told me I was crazy to expect it without instructions. Learning how to learn is a decoding system lost by humans long ago because of instruction.

[@JexeonTV]

26:16 “ the AI will chase us there pretty quickly” 😂

[@peterdeacon4628]

Deep mind has created God who can answer all our questions and help humanity to achieve the impossible and then reach the ultimate goal to attain nirvana.

[@paulpinecone2464]

AI is the name of a hole. Any time we peel off a useful function it is no longer AI. Machine learning, voice recognition, really good checkers... these leak out of the monolithic AI glob as they become explicable. "General intelligence" recedes because it is whatever we don't know how to do. My compliments on your advance over traditionally hard problems such as fusion which merely remain a fixed distance in the future. But as the video noted, 5 years ago, general intelligence was 10 years away but today, it is 10-20. From this we can project the rate at which success is receding. This in turn could contribute valuable insight in estimation of the Hubble Constant.

[@NeuraPod]

I do think these names aren't very precise

[@NickRoman]

Yes, I say that any intellectual task that previously required a human mind to accomplish, but can be done with a machine is artificial intelligence. So, a calculator is artificial intelligence. When people say they want AI, they often don't really know what they want. That's why it is vague. General intelligence? Artificial humanoid mind? AI is here and has been for decades. The work is just improving it and trying to do more and more. So, calling it AI is pretty much meaningless if you're trying to sell something.

[@anirbanc88]

this is awesomme man

[@NeuraPod]

Thank you Anirban

[@SJolly1]

Thanks!

[@NeuraPod]

Thank you Steven.

[@sathaniel_]

Incredible video!

[@NeuraPod]

Thanks Sathaniel.

[@steveworth5757]

Great video. Thanks for posting.

[@NeuraPod]

Thank you :)

[@maxklein329]

I find it amazing, that a machine can translate from a number of languages to another, despite being no more intelligent than a cockroach.

[@stourleykracklite7663]

So it's already human?

[@maxklein329]

@@stourleykracklite7663 It's already cockroach. If we do a turing test, that is, we cannot distinguish a conversation with a computer from that with a real cockroach, then the computer is cockroach.

[@stourleykracklite7663]

@@maxklein329 Cockroaches cannot understand human language, of course. But many people are surprised to learn that they have been talking to a machine. Now, it's easy in retrospect to identify how they could have, in real time, realized that the other they were speaking to was not a biological human being. But that is evading Alan Turing's point.

[@mattrusingmail]

Amazing job guys keep up the great work

[@NeuraPod]

Thanks for the kind words Matt.

[@_next223]

Delaware corpor(ate) law for virtual annual meetings. The bot just outsmarted all humans combined

[@4551blue]

Human self-awareness is said to appear between 3 -5 y.o. I don't believe it's incremental, just as I don't believe AGI will be incremental.

[@alexandrsoldiernetizen162]

And yet, the simple magpie still does far more amazing and 'intelligent' things.