AI is a Lie - Cutting Through the Hype

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  • Опубліковано 4 лип 2024
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    AI is the buzzword de jour, and for good reason: It’s enabling a LOT of new and useful tools for everyday life. But just what IS it? And why do we think it’s being portrayed dishonestly?
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    CHAPTERS
    ---------------------------------------------------
    0:00 Intro
    1:18 "AI" is not what you think it is
    2:28 What is modern AI good for?
    3:26 ANI vs AGI - A difference WITH a distinction
    6:27 What is AGI, and why don't we have it?
    7:48 Knowing the difference may save your life
    9:40 AI now means nothing - And that's on purpose
    11:33 It's "thinking" as much as Dreamcast did in 1999
    13:01 Even if it's not "real", it's still changing our world
  • Наука та технологія

КОМЕНТАРІ • 6 тис.

  • @LinusTechTips
    @LinusTechTips  21 день тому +1129

    Correction for the sponsor spot at 1:02 - We meant to say "14700 KF", as is shown on screen 🙂

    • @Enivoke
      @Enivoke 21 день тому +296

      We all skip that part so we don’t really notice.

    • @LexusYachtClub
      @LexusYachtClub 21 день тому +17

      ​@@EnivokeWell I was going to comment about it

    • @Simiaaaa
      @Simiaaaa 21 день тому +54

      James IS also an ai. He was hallucinating on this sponsor 🤖

    • @crazyjayr
      @crazyjayr 21 день тому +8

      Crisis averted

    • @oliver-nation4377
      @oliver-nation4377 21 день тому +4

      Thx for telling.

  • @ducks742
    @ducks742 21 день тому +2958

    I work in AI developing models.
    The entire industry is currently filled with MBA jargon and people in suits trying to collect money from investors.
    In the future, looking back on this decade will be super painful.

    • @punchyscyllarus565
      @punchyscyllarus565 21 день тому +108

      shady mechanics, ie technologists, swindling the uninformed is nothing new.

    • @coprographia
      @coprographia 21 день тому +48

      How long do we have before their stock crashes?

    • @eirgel38
      @eirgel38 21 день тому +16

      meh not any different from any other rush to capitalize on trend

    • @mydogsbutler
      @mydogsbutler 21 день тому +107

      I also work in AI. Granted a lot of companies are using AI as a silly marketing term but that doesn't mean there hasn't been massive innovation over the last few years.

    • @seekererebus255
      @seekererebus255 21 день тому

      yeah, the marketing nonsense is absurd.
      I do find it disappointing that Linus is claiming LLMs are just faster versions of old tech. They are far closer to the entire language system of a human than they are to ELIZA. And GPT4-o isn't an LLM with its new multi-modality. These models are neither everything some promise them to be, nor as limited as many hope them to be.
      You think we're actually going to crack AGI as the robots are put to work and add their data to the hoard @ducks742 or do you think we'll run out of processing power first?

  • @HomieClarinet
    @HomieClarinet 21 день тому +6702

    I find it hilarious how "Apple Intelligence" has the exact same AI acronym. That is THE most Apple thing I have ever seen.

    • @elcohole100
      @elcohole100 21 день тому +503

      they copied alibaba inteligence, jack ma was just that far ahead man

    • @vizdrom
      @vizdrom 21 день тому +99

      @@elcohole100 Fr, if only the didnt make him diappear he could have put a lawsuit on ai (coz why not)

    • @TheXlen
      @TheXlen 21 день тому +92

      Well at least it matches user base as in Applesheep Intelligence 😁

    • @fjhskd34u21h3
      @fjhskd34u21h3 21 день тому +42

      AI more like AD (Apple Deception)

    • @mzr9710
      @mzr9710 21 день тому +127

      @@TheXlen i cringed so hard after reading this

  • @LerkGG
    @LerkGG 20 днів тому +726

    in computer science in HIGH SCHOOL they made a big deal about the difference between artificial intelligence and machine learning. its like machine learning was completely removed from the dictionary in the past 2-3 years

    • @naoyanaraharjo4693
      @naoyanaraharjo4693 19 днів тому +7

      Im from a country where pre bachelor/vocation CS education lacks a lot. What is the difference between both, i for real dont know what is it

    • @michealcondry5384
      @michealcondry5384 19 днів тому +27

      @@naoyanaraharjo4693 Teaching computers to learn from data is machine learning wheras ai is more broad but closely associated with agi or thinking like a human

    • @trip_t2122
      @trip_t2122 18 днів тому +10

      Thanks for pointing that out. Now I also remember reading this in high school. Basically we're still dealing with machine learning.

    • @joelcoll4034
      @joelcoll4034 18 днів тому +1

      @@michealcondry5384 So according to you guys the real AI would be as useless as a baby and we would need to send them to school to learn all the stuff needed to help us? :/

    • @ashkebora7262
      @ashkebora7262 18 днів тому

      @@naoyanaraharjo4693 I mean, Linus explains it in the very video you're watching... Just watch the video for a primer and we can clear up any details.
      The previous explanation is misspeaking to the point of being inaccurate. "AI" does not exist presently. At all. Anywhere. There are NO actual "artificial intelligences" out there, yet. "AI" is a general term that marketing and executive wanks misuse. Entirely. "AI" is a concept of a system that can self-teach (learn) new things it hasn't seen before, on its own. That does not presently exist.
      "Machine learning" is where some engineer _sets up explicit scenarios,_ like Linus talking about the person trying to sit in a chair. At first, the machine basically just permutates through possible methematical states, and adjusts things to be more and more in line with what it's _specifically told by the engineer_ is correct. It has ZERO idea what it's doing or why at ANY point in time, even _after_ it's "learned" to the point of being highly accurate at the task. It's LITERALLY just linear algebra spitting out numbers. There is never at any point anything remotely close to a "thought" in the system, unless you extend it out to the human engineer setting it all up.
      "AI" would require the computer to set up those tests, confirm the results, and set up success conditions, _all on its own._ Ideally, while being able to explain what and why. No system currently does that with anything remotely approaching a complex task.

  • @CV511
    @CV511 18 днів тому +268

    It’s always marketing. I hate marketing. I worked at it for 3 years+ and I concluded that it was an art of deceiving customers.

    • @nineten9011
      @nineten9011 15 днів тому +25

      I want a law, the right to not be advertised to

    • @bekogo9908
      @bekogo9908 12 днів тому +8

      you're right, most of marketing and advertising advice out there is to trick, deceive or otherwise manipulate people into buying products. I've chosen to sell honestly, with products that I believe in and that sell themselves.

    • @DoctorZacharySmith
      @DoctorZacharySmith 11 днів тому +9

      As a digital marketing professional, I think it’s somehow even worse than that. Nowadays, we don’t even try to deceive (or communicate with) humans anymore - most of what we do, most of the content we create is actually for Google’s crawler robots and indexing algorhythms. The absolute first priority is for the machine to like your content, everything else is secondary becuase if you can’t please the algorhythm, humans can’t even see what you put out there, so they don’t even have a chance to like or dislike it. To be honest, my career goal is to get to a point where I can use the skills and tools associated with digital marketing to support an organization or cause I believe in. To build a financial background secure enough to be able to work for NGOs or non-profit projects even if they don’t pay particularly well.

    • @petyrbaelish007
      @petyrbaelish007 11 днів тому +6

      Taking a marketing class is like a crash course on psychology and propaganda at the same time.

    • @pizzazemle6262
      @pizzazemle6262 10 днів тому +2

      On the other hand,
      let´s say you personally are selling a product/service (maybe shooting weddings)
      But there is 10 other people doing the same thing.
      You kind of have to tell the potential customer, that you have the most modern tech and that you can do the best job, for a better price ratio.
      Even though you know that you are probably not the best.
      The solution is to let only one entrepreneur have an absolute monopoly?
      Is there anything that can be done?

  • @ThatHomestar
    @ThatHomestar 20 днів тому +1671

    Imagine a man sitting at a computer. A series of Chinese symbols and characters appear on his screen. He spends his time and energy rearranging these symbols that he knows nothing about and has no context for. Sometimes a buzzer blares and he has to try again, but sometimes a bell rings and he gets to move on. After a long time of doing this, he's gotten pretty good at determining the pattern of the symbols that generally result in a bell instead of a buzzer.
    Let's presume you can understand Chinese. You walk up to this man one day and ask him what he does. He explains that he plays this pattern recognition game where arranging these symbols in a way the computer likes lets you continue to the next one. On his screen in Chinese is the question "What is ice cream?", and you watch as he responds in perfect Chinese "Ice cream is a cold dessert food made of ice, sugar, and either milk or cream." You ask him if he knows what the symbols mean and he has no idea.
    That is machine learning.

    • @timgeurts
      @timgeurts 20 днів тому +85

      _"rearranging these symbols that he knows nothing about and has no context for."_ , that's the big problem the Chinese room experiment is pointing to. Because how would we know? He doesn't learn the context in the proces, how so? Would one be able to make a perfect translation without knowing the context? And even if it is the case that he doesn't, but he would still be able to produce perfect answers to questions, why would that make the answers useless if people would still be able to understand the answers; to curate the good ones? If that's the case, why would we not call those answers intelligent?

    • @timgeurts
      @timgeurts 20 днів тому +43

      [I don't get why people like that "Chinese room" thought experiment] As if, if a model like that would make 3 stupid answers and one good one to a question about a cure for cancer, people would be rolling their eyes like: "Pffff this thing is stupid, it doesn't even understand the suggestions it makes1", well, _maybe_ , but that thing just got a cure for cancer. People make bad guesses too before they make a perfect one, who cares.

    • @Octamed
      @Octamed 20 днів тому

      No it's not. If he did that a billion times with billion different contexts, he WOULD understand chinese. Deaf and blind people from birth can still understand the concepts of a picture or sound.

    • @Theguywithspectacles
      @Theguywithspectacles 20 днів тому +8

      The first coming later finally able to understand Chinese would be the AGI

    • @Theguywithspectacles
      @Theguywithspectacles 20 днів тому +2

      Or maybe never

  • @ツッ
    @ツッ 21 день тому +7011

    AI is genuinely just a marketing buzz word these days

    • @chokeeweebee
      @chokeeweebee 21 день тому +165

      Just like turbo was in the 80's

    • @K131real
      @K131real 21 день тому +8

      I have a feeling that this fcomment is going to blow up

    • @Konarcoffee
      @Konarcoffee 21 день тому +42

      Wish I knew when it was going to end so I can optimally dump these insane NVDA shares lol

    • @MajinUber
      @MajinUber 21 день тому +14

      and space in the 70s

    • @MrSongib
      @MrSongib 21 день тому +2

      I said the same thing the other day to people is that every "Innovation" from all public companies think of it as an ad for their stock market, and now we have the "AI" words for their ad business, which kinda more concerning since can be more privacy nightmare than ads tracking. xd

  • @MrPablosek
    @MrPablosek 15 днів тому +70

    I mean, AI has always been a very general term even before all this AI craze. NPC behavior in-game was called AI, so was an AI general in a strategy game.

    • @DaemonJax
      @DaemonJax 11 днів тому +8

      I think people can grasp the difference in the meaning of the term when talking about it in very different ways e.g. npc game AI in a AAA game vs AI that's designed to drive your car.

    • @Damiancontursi
      @Damiancontursi 9 днів тому +1

      @@DaemonJax but is there and actual difference? Or is it just one is trained better?

    • @benflightart
      @benflightart 8 днів тому +5

      The thing is, video game AI could arguably be considered in some forms to be more intelligent than this. Most NPC AI is based on state machines, which basically considers information about its surroundings to switch between pre-defined states. You could use machine learning to enhance that declarative programming by giving higher weighting to attack patterns that appear to be successful to make those states more likely. So called "generative" AI just does this on a pixel or character level, making specific words or patterns of pixels more likely based on input keywords, which means all it does is spit out averages of the input data. So the marketing term "AI" is actually based around the cult like idea of "emergent" programming, basically that if we throw enough data at the machine eventually it will stop averaging and start programming itself. Instead what we get is a lot of smoke and mirrors from people obsessively trying to coach these averaging machines to LOOK like they're creating novel outputs, while simultaneously stealing any and all data on the web to fuel their fraud.

    • @entelin
      @entelin 7 днів тому +1

      @@Damiancontursi Completely different approaches.

    • @entelin
      @entelin 7 днів тому +2

      @@benflightart State machines are just a good way of organizing a ton of if statements. It has nothing to do with intelligence. The behavior of generative ai is fundamentally learned behavior and it's definitely part of how actual intelligence works, it's just not the whole answer.

  • @thatguycalledaustin4206
    @thatguycalledaustin4206 16 днів тому +55

    This is a conversation that needs to continue happening. I’ve really struggled to explain to people that “AI” isn’t AI, and more importantly why it matters that we distinguish between AI and ML. In a way, it feels similar to the whole USB-C issue where the vast majority of the public didn’t understand that just because a connector is USB-C doesn’t mean that it’s fast, it just means that it’s USB-C and it’s important to distinguish between USB protocols vs USB connectors

    • @sarahberkner
      @sarahberkner 16 днів тому +2

      You lost me with the USB part. I don't work in tech but it seemed obvious to me that AI is not sentient or is self-aware and doesn't have evil intentions because it doesn't have any intentions at all, it's basically regurgitating information and humans still need to weed through it. Some people find this hard to grasp.
      However I hadn't thought about the fact that "artificial intelligence" isn't an accurate description. I think you could argue that it is accurate, in the same way that an artificial flavor doesn't taste quite the same as the natural flavor; artificial intelligence means it's like a substitute for intelligence.

    • @spadaacca
      @spadaacca 12 днів тому +2

      @@sarahberkner Any such explanation of AI that you come up with can equally be applied to the human neurological pathway. One can just as easily argue that humans regurgitate information and give off the illusion of self-awareness.

    • @jellyloab
      @jellyloab 10 днів тому +6

      @@spadaacca not really,, as linus says in the video AI doesnt actually understand what its doing. you can ask an artist to breakdown a drawing, and theyll tell you what they did, how the body interacts with the enviornment, etc. you can do the same thing with a writer, you can ask them why they wrote it, how they wrote it, etc. you try to ask an "AI" to breakdown anything it makes, and it wont understand it. AI doesn't iterate, humans do

    • @SynthAir
      @SynthAir 9 днів тому +1

      ​@@jellyloab Is that different from us humans? We make about 35,000 decisions each day, and would struggle to explain our reasoning for most. For the ones we make consciously, we commit our thought processes and feelings to memory, allowing us to explain them after the fact.
      Current LLM's do not commit any sort of thought process or internal monologue to memory, and so can only explain its reasoning using its previous output as context, i.e. it is not actually recalling, but creating an answer using its previous output as a reference. This does not mean, however, that there was no "thought process" (by which I mean "calculation") that went on to create the original output, nor is it a good measure of intelligence.
      Linus's example of the AI struggling to count letters is also quite misleading: due to how current LLM's are designed and trained, they excel at pattern-based tasks, but tend to struggle with precise manipulation of symbols (hence why math can be so precarious too.) I'm not exactly sure what point Linus is trying to make here--is a child not intelligent if he struggles to count?

    • @WildlandExplorer
      @WildlandExplorer 9 днів тому

      ​@@jellyloab Funny you should mention bodies interacting with their environments. I want you to do an experiment: go outside, take a jog. But tell your brain not to speed up your heart rate. Keep it at resting heart rate. Does it listen to your executive commands in the service of our supposed free will? I think a big part of this conversation leaves out just how little free will humans demonstratively posses. In that light, most of what a human is, is automation. I'm taking a bike ride today. That I decided to do - I decide to turn the pedals. But how my body accomplishes this task on an anatomical level isn't up to me; not one bit.

  • @djfour2seven446
    @djfour2seven446 21 день тому +1877

    a few years ago, marketing tricked us with "3D" and "Smart", today it's "AI"

    • @gnanasabaapatirg7376
      @gnanasabaapatirg7376 21 день тому +82

      Paint 3D😂

    • @dirty-moto
      @dirty-moto 21 день тому +62

      ​@@gnanasabaapatirg7376 I don't know about you, but I didn't know for quite a while that Paint 3D could in fact be used to create 3D models. Thought it was just a gimmicky rebranding, though some may still say it's a gimmick.

    • @Innosos
      @Innosos 21 день тому +114

      Don't forget crypto, blockchain and NFT. Never forget.

    • @randomblock1_
      @randomblock1_ 21 день тому +42

      ​@@InnososThe sooner we forget about those, the better.

    • @Gametherapist
      @Gametherapist 21 день тому +56

      "SmartTV" aka "now comes with built-in advertising"

  • @mini2flyerau
    @mini2flyerau 21 день тому +562

    It's going to become the same as how "Smart" got overused and is still overused to describe literally anything with internet or a timer of some sort.

    • @c50m4
      @c50m4 19 днів тому +63

      Yup... bought a new fridge and apparently it's fucking sentient. Got ARTIFICIAL INTELLIGENCE plastered on it. Must be shy though, hasn't said a word so far.

    • @MindBlowerWTF
      @MindBlowerWTF 19 днів тому +4

      @@c50m4 AI colot oversaturion on my TV

    • @danieljensen2626
      @danieljensen2626 19 днів тому +11

      I mean, at this point an appliance that can connect to the Internet and run a few apps is a reasonable definition of a "smart" appliance. Usually I feel like it's fairly clear what you're getting, although I guess there's a range of ability.

    • @TheSkystrider
      @TheSkystrider 18 днів тому +8

      ​​@@danieljensen2626agree with you, just the OP is saying that the term AI which ought to be a pretty dang impressive description of something artificially in a similar category to human intelligence, is going to get relegated to being defined as something far less impressive. Linus made the same point. Need a new term to represent the farther future of intelligence that comes closer to human.

    • @superkoopatrooper4879
      @superkoopatrooper4879 18 днів тому +10

      AI is really bad. If you know anything about a topic, both GPT and Gemini fall apart. 95% of the time, its making things up. Semi advanced things like the effectiveness of spinosad as a pesticide for plants. Or a viroid called HLVD thats impacting plant growth. Or questions about auxins that promote root development, its always making things up in regards to these topics. Anything that goes beyond surcafe level "write me a better ending to my tv show" kind of stuff ends up giving you incorrect info. The worst part is, most people dont catch on.

  • @Notllamalord
    @Notllamalord 16 днів тому +36

    I’m a tech hobbyist at best but seeing laymen being tricked into thinking that Ava or Glados is right around the corner infuriates me

    • @seb1520
      @seb1520 15 днів тому

      Ok perhaps I’m a layman but how else are people supposed to interpret it when AI advances so insanely quickly?

    • @ROForeverMan
      @ROForeverMan 15 днів тому +14

      @@seb1520 Only because you climb a tree insanely quickly it doesn't mean you will reach the Moon.

    • @Slvl710
      @Slvl710 15 днів тому +1

      we are getting closer to a perfect copy of what a human seems to be, that is not a agi which is an absolute terrifying thing, but for the average person, if AI stopped at a simulacrum of us, we wouldnt care...and honestly it would probably be better for our species survival if we dont go making AI that can combine old and new concepts to come to a new answer, we dont even use that ability for good

    • @definitelynotcole
      @definitelynotcole 15 днів тому +1

      Why would this infuriate you? Why would you be so sure it isn't? I get frustrated with the AGI hype train too but plenty of very well trained professionals are considering this possibility every day. Why would you insult your fellow laymen because they choose to listen to a different professional than you is misguided?

    • @ROForeverMan
      @ROForeverMan 15 днів тому +3

      @@Slvl710 Yes, you are getting closer to the Moon by climbing a tree.

  • @thewelshdragon1567
    @thewelshdragon1567 19 днів тому +97

    Been a disaster in university with group projects. Half the team usually doing all their work with gpt rather than having an original thought themselves

    • @naoyanaraharjo4693
      @naoyanaraharjo4693 19 днів тому +9

      I can confirm this. I myself use gpt on programming subjects as im in an accounting major. But only there, the others used it for everything

    • @phatwila
      @phatwila 16 днів тому +8

      That's great actually. The ones using LLMs to code see the future that is coming.

    • @Slvl710
      @Slvl710 15 днів тому +4

      having been in the school system, its probably an overall improvement, if they keep using it, it will appear that IQ has gone up

    • @tajsec498
      @tajsec498 13 днів тому +12

      yes a disaster, No-one wants to "think" anymore, just ask AI.

    • @giraffefactory2905
      @giraffefactory2905 11 днів тому +11

      @@phatwila the ones who use LLMs to generate code for study projects can't even tell if generated code is good or bad. Also if they can't do even simple things on their own how they gonna program something complicated that LLM can't handle ?

  • @roomie4rent
    @roomie4rent 20 днів тому +203

    My org recently named a new "Chief AI Officer." He's got a masters in marketing and a GPT subscription. Apparently, that's all you need to get to the C-suite nowadays.

    • @sarahberkner
      @sarahberkner 16 днів тому +8

      That makes sense, if he said he had 20 years of experience in AI then you know he's faking it. They mainly needed someone who was "with the times".
      I've worked at places where I was in charge of something I wasn't qualified for because everyone else would have been worse at it.

    • @pauljefferies5837
      @pauljefferies5837 14 днів тому +12

      @@sarahberkner "AI" has been on the go from even before the 1960s, Perceptrons were developed in the 50s I think, one could easily have 20 years of experience in machine learning, language modelling, generative models -- which is what people are calling AI now. Not that many people do I'm sure, but still.

    • @krox477
      @krox477 5 днів тому

      Lmao

    • @mrosskne
      @mrosskne 2 дні тому

      Yeah? So why don't you do it?

    • @JF-cd5hc
      @JF-cd5hc 21 годину тому

      Being a good BS artist is a great skill to have. Just make sure you seperate your work personality and personal life or you can run into issues.

  • @FighBat
    @FighBat 21 день тому +982

    AI Rice Cooker was the tipping point

    • @actually_tes1
      @actually_tes1 21 день тому +75

      Dankpods!

    • @finnley24
      @finnley24 21 день тому +13

      i shared the same sadness that wade did using that thing

    • @xa-xii9338
      @xa-xii9338 21 день тому +36

      No it was the AI thermal paste

    • @ganjariver2683
      @ganjariver2683 21 день тому +12

      They had me at AI screwdriver

    • @alanhilder1883
      @alanhilder1883 21 день тому +4

      Now, an AI toaster is truly terrifying ( red dwarf reference )

  • @codyhufstetler643
    @codyhufstetler643 18 днів тому +25

    I was going to comment something about how I've gone back to calling it machine learning, but my wife said you sound like Bob the tomato, so I'm commenting that instead.

    • @flubnub266
      @flubnub266 11 днів тому

      Your wife's right, how could we have overlooked this critical fact??

    • @Metal_Maxine
      @Metal_Maxine 10 днів тому +1

      It's been noted before. The Bob the Tomato part. It was in the second Linus Responds to Mean Comments video.

  • @d1ngd0
    @d1ngd0 15 днів тому +14

    I appreciate hearing someone say the actual truth about “AI”. Try doing anything novel with it and it can’t. It’s just an amazing pattern recognition and replay system.

    • @mrosskne
      @mrosskne 2 дні тому +2

      Just like your brain.

    • @nwoDekaTsyawlA
      @nwoDekaTsyawlA День тому

      You'd be surprised by how much our own "novelty" in arts and technology is just rearranging and minor variations of existing components and ideas
      AI is really not doing something too different to what we do. Try having a completely new thought, and then realize it was most likely a reiteration of something you already thought or read or heard.

    • @ToroidalVortices
      @ToroidalVortices 11 годин тому

      @@mrosskne sure... On the most basic, 10th grade science level.
      Meanwhile, in reality, the cyanobacteria that grow moss on a log are collectively more intelligence than chatgpt. Their swarm dynamics demonstrate more emergent and intelligent behaviour.

  • @SytanOfficial
    @SytanOfficial 21 день тому +999

    Machine learning engineer here (Image generation focus). I am so glad a major youtube channel finally got it right, rather than fear mongering. The amount of horrific information even from sources that should be educated on tech like this is truly disheartening. Thank you for this video, which seems to be a rare one with a relatively neutral look into a set of technologies that will continue to shape the world for many years to come.

    • @IWasBornIn92
      @IWasBornIn92 21 день тому +33

      Can i ask a sincere question? Why do you want to make generative images?

    • @brydenfrizzell4344
      @brydenfrizzell4344 21 день тому +27

      Can I ask you a quick question as another programmer who's dabbled in ML?
      It seems to me that AI/ML is really just data science (or at least data-driven development).
      My understanding is that it's basically just gradient descent used to optimize a function that maps inputs to outputs based on some loss function.
      I learned how to fit data to a function via gradient descent in high-school statistics, and from what I see, fitting a 10,000 weight convolutional filter to a dataset isn't really all that different conceptually than using Excel to create a graph with a least-squares regression curve if you ignore the difference in dimensionality.
      Do you agree/disagree with any of that? People keep saying AI is a bad term and people should call it ML instead, but even ML seems like a bit of a stretch if it's just data science curve fitting with some fancy gradient descent on top (albeit with a 10,000 dimension curve fit to millions data points). Seems to me the only reason people use the term AI/ML is to make it easier to get VC funding, because data-driven development doesn't sound cool or sexy.

    • @statiq77
      @statiq77 21 день тому +16

      +1 from another data and AI professional. I do ML every day for work and I couldn't have said it better than Linus. He's exactly right.

    • @BurntFaceMan
      @BurntFaceMan 21 день тому +11

      As an AI, I agree with this statement.

    • @jc5604
      @jc5604 21 день тому +11

      @@brydenfrizzell4344 ML is a subset of AI. ML is data science.

  • @Tall_Order
    @Tall_Order 21 день тому +956

    Essentially, corporations chose to muddy the definition of AI, for profit. Just like with Hoverboards. And now we need new words for those old things we envisioned...

    • @seigeengine
      @seigeengine 21 день тому +43

      Don't come up with new words. Refuse. Stick with the old ones. If people don't understand you, screw them.

    • @fireninja8250
      @fireninja8250 21 день тому +5

      How do we make sure this 'muddying' of words doesn't happen? Just call things more specifically and don't give a hyped up name? Or keep on doing what we're currently doing which is 'invent a new word for the previous expectation of the technology'?

    • @KynosMusic
      @KynosMusic 21 день тому +29

      oh dog, the "hoverboard" one was SO freaking stupid, it drove me nuts,

    • @Unknown_Genius
      @Unknown_Genius 21 день тому +5

      @@fireninja8250 It'll always happen honestly and it's not solely related to tech so we can't even stop it.
      AI got a buzzword for tech corps (and the average joe) alike, if you think outside of the tech space we have a ton of words that have been muddied and/or re-defined, be it g a y, white knight, simp (with especially that one still having that incel usage taste every time you read it) or other examples that we don't even think about anymore.
      AGI will just be as normal in usage as some of the other things have become for its re-definition over time.

    • @oh-noe
      @oh-noe 21 день тому +13

      @@fireninja8250 you can't prevent "muddying" of words. It's an inevitable part of society and language

  • @fernandomantilla4819
    @fernandomantilla4819 4 дні тому +12

    the amount of Ai bros coping in this comment section, telling Linus to "stay on his lane", is hilarious

  • @DjPolarMusic
    @DjPolarMusic 13 днів тому +6

    If something is so novel that nobody has ever seen on the road before I think people would panic and cause more accidents than a self driving car would. Have you seen the way most people react under pressure? It's all eyes closed.

  • @stevemaricar4350
    @stevemaricar4350 21 день тому +1215

    Totally agree on the misuse of the term "AI" in marketing. It's definitely creating confusion and sometimes even harm due to misconceptions.

    • @K131real
      @K131real 21 день тому +1

      this comment is going to blow up how am i so early

    • @Kolex06
      @Kolex06 21 день тому +1

      @@K131real 😂😅

    • @TheArtofKAS
      @TheArtofKAS 21 день тому +5

      Hard agree with you. 👏🏿
      The moment they flashed all of the other Buzz words that have been used over the past few years in the tech industry, all the other crazy stuff that has happened in the tech industry Flashed in my head at the same time.
      Especially 64-bit. That one got a laugh out of me.

    • @2LegHumanist
      @2LegHumanist 21 день тому +5

      Marketers picked it up, but it was academics who came up with the term and used it to define a subfield of computer science thst includes narrow AI.
      Also, machine learning itself, which used to be called pattern matching.
      It,'s not just industry on this hype train.

    • @lmao4982
      @lmao4982 21 день тому +3

      i feel like you could rebrand a 40-year old technology that involves a linear regression as AI and no one would bat an eye lol, weird times

  • @JarNO_WAY
    @JarNO_WAY 21 день тому +448

    as someone who has studied for a university degree in AI, this whole hypetrain is extremely infuriating to me. Imagine you're a physicist and every physical product is called "black hole" because *technically* all mass has gravitational pull. Similarly, everything is called "AI" now because it has more than 500 lines of code.

    • @roymarshall_
      @roymarshall_ 21 день тому +43

      Don't worry, give it a few years and they will move on to a new buzzword.

    • @crytocc
      @crytocc 21 день тому +53

      @@roymarshall_ Unfortunately the wreckage of old hypes doesn't magically go away, and will haunt everyone affected for decades to come, albeit in sanitized form. We're still dealing with fallout of the OOP hype in programming today, and that was, what, the 70s? And most programmers today would likely not even recognize which parts are the genuine concepts, and which parts are just holdovers from decades-old hype that have remained in use because "that's how we've always done it".

    • @natzos6372
      @natzos6372 21 день тому +3

      huh? this is nothing new. The bar for what was seen as AI was way lower than it is now

    • @neociber24
      @neociber24 21 день тому +26

      Behold! AI:
      if (condition) {
      //
      } else {
      //
      }

    • @swagatrout3075
      @swagatrout3075 21 день тому +5

      If, as the paper suggests, an intelligent octopus faced with a bear attack doesn't know how to react, don't you think that if a human were to reincarnate as an octopus in the same scenario, they would respond similarly? We could perhaps improve the octopus's response to be scared of unknown situations.
      Assuming that current AI is somewhat similar to humans based on this idea, aren't we essentially searching for something god-like? If AI could provide correct answers to any scenario, no matter how absurd or unexpected, could a human even handle it? For instance, if tomorrow everyone dies and you get shot to Mars, entering the 45th dimension where Mars is habitable, but you must return to 3D because in the 45th dimension you're a disabled person with no senses, and the 45th dimension's version of Elon Musk keeps you as a pet in his belly pouch called '&%&^5757,' how would humans solve a question this?
      And, If AI could take even one step toward solving this scenario, as Linus suggests, by using context clues to make sense of an absurd situation and lead us to the correct answer, then wouldn't that AI be able to solve any issue, no matter how absurd? At that point, wouldn't it be considered not just software, but something god-like?
      Or is AGI simply about quantifying all five human senses-vision, hearing, touch, smell, and taste-in numbers and then training on the thousands of ways humans have developed machine learning techniques (perceptrons, neural networks, U-Net, transfer learning, Gradient Descent, Stochastic gradient descent, PSO, Bird Swarm Algorithm, Transformers, and Thousands more)?
      What is it what is AGI is it a search for GOD or is it making a Human so perfect its basically GOD ?
      This is some Really Mind Bending Shit......

  • @werelexwashere
    @werelexwashere 5 годин тому +1

    “On the road, anything can happen” shows footage of a literal meteorite 😭😭

  • @MatiasTorres-pc2fj
    @MatiasTorres-pc2fj 8 днів тому +13

    AI is just a web scraper that answers user prompts

    • @Pneumanon
      @Pneumanon День тому +3

      This is why people who call themselves "AI Artists" are embarrassing. You don't call yourself an artist for doing a Google Image Search.

  • @roboto_
    @roboto_ 21 день тому +1705

    the GNU+Linux copypasta reference was goated

  • @psycomutt
    @psycomutt 21 день тому +544

    Nobody realizes the news is lying until they talk about something you're knowable about. Then we go back to thinking they're experts on everything else, lol.

    • @Unknown_Genius
      @Unknown_Genius 21 день тому +29

      no one doing the news are experts on that subject - they just interview "experts" which tend to lie to you/them or don't bother actually specifying it further because they're... well either part of the company, don't actually know what they're talking about - or simply forget that they should specify things for the average viewer.
      kinda like that person that was (or still is? don't know if that stopped ever since he got called out a while ago) giving cyber security tipps to companies and gets invited to train their people, while literally providing "proof of his work" with issue report ids - with the exception that he's not listed on any except for one (and blows the issue up bigger than it was) and no one listed on the other ids even knowing him - same concept, the people tasked with hiring someone for that don't know about it as the stuff they have to know about is an entirely different topic and just assume that it's correct all while not having the time (or resources) to contact anyone listed/read through more than the first.

    • @psycomutt
      @psycomutt 21 день тому +10

      @@Unknown_Genius Some stuff is such a simple search to find. I've seen absolutely ridiculous claims made by anchors that anyone even remotely knowledgeable wouldn't have made. To your first point, I can think of many examples of anchors talking out their butts like experts but you're probably right that they're just repeating what they were told without digging into the topic whatsoever.

    • @user-io4sr7vg1v
      @user-io4sr7vg1v 21 день тому +4

      100%. Right between the eyes.

    • @MikeyisNinja
      @MikeyisNinja 21 день тому +6

      Just like a certain pandemic

    • @lfcbpro
      @lfcbpro 21 день тому

      @@Unknown_Genius what you are missing is that news isn't news anymore, it is entertainment, and saying the facts is boring, and doesn't get ratings. All 'news' cares about now is viewing figures, so BS'ing about AI and everything else is ok, as long as when they go to ads there are plenty of eyeballs still watching.

  • @somethingtojenga
    @somethingtojenga 10 днів тому +3

    It's pretty ridiculous and SCARY AF if we're letting "AI" go about important tasks when it can't even tell us how many times a letter appears in a word.

  • @alexandrep4913
    @alexandrep4913 14 днів тому +4

    Luke and Linus were the number one promoters of AI, talking about everyone getting replaced. They were so gitty to never hire another software engineer again.

  • @Clawthorne
    @Clawthorne 21 день тому +535

    That last paragraph is really soul chilling... some definite Cyberpunk 2077 vibes there, and not in a good way...
    "The folks in charge of helping us deal with all of this have a lot less funding than the ones who are trying to sell it to us"

    • @wait7547
      @wait7547 21 день тому +20

      Would also add that those in charge are taking advice and lobby dollars from the CEOs of the companies selling it to us.

    • @TaediumVitae5700
      @TaediumVitae5700 21 день тому +11

      Deus Ex crew checking in

    • @SevenWay-pu1xm
      @SevenWay-pu1xm 21 день тому

      Yeah, it's getting way too easy for bad actors to deepfake evidence that can have very chilling impacts. Wanna get rid of a political dissident? Just fabricate some video evidence on a CO2 belching AWS datacenter. Want to track a group of marginalized people? ML-powered face recognition software and the ever present cameras and GPS receivers with mobile internet connections makes that trivially easy. I honestly struggle to get excited about technology anymore because it seems like any developments (especially machine learning and ever-present telemetry spyware devices) are only ever bad for the working class. There may be some positive applications in the medical field or logistics management, for example, but overwhelmingly it's cars that report driving habits to insurance companies and law enforcement and have "autopilot" systems that are known to kill people (in no small part due to cost cutting), or buggy software, ads, and spyware in everyday appliances that used to at most have some simple microcontroller code that did exactly what it should and nothing else. I'm starting to think the Matrix had it right; maybe 1999 was the peak of human civilization (at least from a technological perspective).

    • @ryanh.565
      @ryanh.565 21 день тому +2

      Fallout would like a word as well

    • @shiroi5672
      @shiroi5672 21 день тому +2

      That's also an incorrect take. The ones 'helping us deal with it all', if I had to guess Linus political view, is the government. The last think the government is lacking is 'funding', and they will do their best to pass on more useless regulation, mostly with the intention to get more 'funding'.

  • @Spockability
    @Spockability 21 день тому +281

    AI peaked when the monsters fought each other in Doom.

    • @nerobaal6655
      @nerobaal6655 19 днів тому +1

      Not at all.

    • @Rudxain
      @Rudxain 18 днів тому +17

      On a side note, I love how Minecraft skeletons shoot each other when 1 arrow accidentally hits the other

    • @shadow50011
      @shadow50011 17 днів тому +7

      AI peaked when the Quake 3 bots were toxic to you

    • @fractal_gate
      @fractal_gate 16 днів тому

      Thanks for that nastogia hit!

    • @TheDragShot
      @TheDragShot 16 днів тому +4

      I dunno, I was quite impressed by Half-Life's AI behaviors for both lone enemies and squads. Even the cockroaches had an idea on how to behave somewhat convincingly.

  • @robinisathakur
    @robinisathakur 4 дні тому +2

    You say that, but my Tesla drove me from Austin to Dallas today with no interventions but I guess there were no edge cases there

  • @Grind-tl9iq
    @Grind-tl9iq 18 днів тому +28

    Everyone's a gangster until some biology nerds make a real fleshy brain like GPU and play doom on it in real time

  • @size_t
    @size_t 21 день тому +491

    Have to think about a quote from Edsger Dijkstra:
    "The effort of using machines to mimic the human mind has always struck me as rather silly. I would rather use them to mimic something better."

    • @natzos6372
      @natzos6372 21 день тому +14

      Thats the whole point of AGI?

    • @paradoxzee6834
      @paradoxzee6834 21 день тому +22

      From UA-cam channel Explaining Computer.
      "The 2nd most intelligent specie on the planet is the dolphin, and we never expect dolphin to imitate a person..."

    • @sunla
      @sunla 21 день тому +5

      Better? I'm wondering what I'm supposed to get from that quote. It's too open-ended.

    • @Goodgu3963
      @Goodgu3963 21 день тому +24

      The problem with this quote is very simple. Despite our millennia of accumulated knowledge our own minds are by FAR the most advanced and capable thing we know of. And we barely understand just the most basic principals of their operation. Nothing is more capable of handling problems and adapting to new complex situations that the human mind. And by definition the capability of creating something better than a human mind, must include the capability of creating something as good as a human mind.

    • @yfrit_gg
      @yfrit_gg 21 день тому +55

      ​@@sunlaThe point of the quote is to ask why are we trying to make computers do what we can do, rather than what we CAN'T do? I.E., why are we trying to automate the human spirit with 'art generation' and similar things rather than use it for the things that we just can't really do like immensely complex simulations, data processing, etc? Now just to be clear neural networks are in fact being developed for loads of genuine scientific applications, but a lot of the mainstream tech buzz isn't about that but about gimmicky things that aren't actually helping the world at large. The question basically is why aren't we focusing on doing the things that would take us as a species far, far too many man hours to do.

  • @NitinNandan
    @NitinNandan 21 день тому +1086

    AI Linus isn't real he can't hurt you. Meanwhile AI Linus :

    • @michaelblair5566
      @michaelblair5566 21 день тому +18

      My first computer used a 6502, a Commodore VIC-20. 5K of RAM and it was smarter than AI in 2024!

    • @K131real
      @K131real 21 день тому

      this comment is going to blow up bro :(

    • @user-xj5xp6qz5g
      @user-xj5xp6qz5g 21 день тому

    • @TheGhostThatWas
      @TheGhostThatWas 21 день тому +2

      I thought the same thing looking at this thumbnail lmao

    • @buttersquids
      @buttersquids 21 день тому +3

      #L-AI-nus

  • @ClayChapman0
    @ClayChapman0 14 днів тому +5

    Most of my graduate studies and Master's thesis involved AI and Deep learning and I cannot begin to count the number of times friends/coworkers (who studied something completely unrelated like business or marketing) have tried to tell me how AI will solve everything and that I "just don't understand it" whenever I explain why their idea with AI wouldn't work

    • @Lindsey_Lockwood
      @Lindsey_Lockwood 10 днів тому +1

      sounds like you're a little bitter about not getting the job you wanted in AI dev after you did that masters thesis

    • @hexoson
      @hexoson 9 днів тому +1

      @@Lindsey_Lockwood And yet your account is 17 years old. Makes you wonder...

    • @Lindsey_Lockwood
      @Lindsey_Lockwood 9 днів тому +1

      @@hexoson looks like you been wondering about it a lot. Sorry I upset you enough to cause you to do homework LOL

    • @mrosskne
      @mrosskne 2 дні тому

      intuition, common sense, emotion >>>>>> science, reason, logic

  • @charlyGnarly187
    @charlyGnarly187 День тому +1

    I don't think you realize that training these AI models effectively finds the best way of being an "autocomplete on steroids" -- and it turns out the best way to be an "autocomplete on steroids" is to be an AGI.

  • @igly3542
    @igly3542 21 день тому +121

    Wanted to mention Kasparov used 20 watts of caloric energy to play chess and deep blue used 1400 to do the same task. This difference in energy efficiency only grows with more powerful A.I. systems that use megawatts of power to do the equivalent task a human can do with a hamburger worth of calories.

    • @loldoctor
      @loldoctor 21 день тому +33

      Consciousness and sentience and all that is crazy but the craziest thing about our brains is the sheer power efficiency.

    • @noth606
      @noth606 20 днів тому +3

      Where did you get a figure for Deep Blues power consumption? Tried to look or it and turned up nothing, the only figures I could find were the max draw of the 30xPPC604e but that's unlikely to be the bulk which I'd guess would be the custom VLSI stuff or RAM. But bringing Deep Blue into this is like arguing against public transport using gasoline or diesel engines as opposed to horse buggies on the basis of the fuel consumption of a Ford Motor co. Model T.

    • @tomh9553
      @tomh9553 20 днів тому +2

      We humans don’t usually make our own food, it’s more fair to factor in the energy used by the tractor used to harvest the food and all of the machines in the processing plants and all of the energy used to distribute the food with ships and trucks and other people.

    • @olety
      @olety 20 днів тому +12

      @@tomh9553then let’s factor in all the energy required for building a power plant when we talk about ML models energy consumption. Not to even mention that a model needs people to build the power plant

    • @andreaolivo523
      @andreaolivo523 20 днів тому +1

      True at the time, but nowadays your phone can beat Kasparov easily on hundreds of milliwatts, give or take

  • @digantamajumder5900
    @digantamajumder5900 21 день тому +36

    Imagine calling memory foam as "AI enabled cushion"

    • @PickTheTumblers
      @PickTheTumblers 15 днів тому +6

      I would like to purchase 2 of these cushions.

  • @postjm9
    @postjm9 16 днів тому +1

    The tech is just good enough to convince a lot of companies that they no longer need writers and editors, which killed my 20-year career not long after ChatGPT launched.
    I now wash dishes for a living.

  • @buddatobi
    @buddatobi 9 днів тому +1

    To be fair, humans also run out of tokens when they stay up for over 48 hours

  • @daze8410
    @daze8410 21 день тому +289

    "This Rabbit (R1) hole goes deeper than you think"

    • @SiCSpiT1
      @SiCSpiT1 21 день тому +20

      Nah, those guys were genius'. The people that bought it are idiots.

    • @John_Jack
      @John_Jack 21 день тому +2

      @@SiCSpiT1In what way? How is an R1 anything but objectively worse than a smartphone?

    • @leonro
      @leonro 21 день тому +26

      ​@@John_JackThe point is that they were geniuses at fooling others to buy their scam. I disagree, as I do not find it that hard to scam less knowledgeable people into buying useless tech. I could probably do it, the difference is that I was raised properly and wouldn't want to.

    • @FutureWorldX
      @FutureWorldX 21 день тому +5

      ​@@John_Jack easy money with little effort for the company that made the Rabbit R1.

    • @SiCSpiT1
      @SiCSpiT1 21 день тому

      @@John_Jack Read a review. It's pretty obvious.

  • @Eli-vr6lc
    @Eli-vr6lc 21 день тому +253

    When are you making the Ai screwdriver???

    • @BrownieX001
      @BrownieX001 21 день тому +4

      Still waiting for the AI Apple-leather Jacket called Jensen

    • @Somnifuge
      @Somnifuge 21 день тому +4

      It's the same as the current screwdriver, but you need six fingers to use it

    • @thomasafine
      @thomasafine 21 день тому

      Right after they start selling NFTs of AI-generated "Trust me Bro" tshirts.

    • @app0the
      @app0the 21 день тому

      It's not AI it's Al screwdriver. As in Aluminium. Like one of those knockoffs you can get off temu and use to remove exactly half to one screw

    • @eTiMaGo
      @eTiMaGo 21 день тому

      it recognizes the screw and automatically switches to the best bit? now that would be pretty cool and useful

  • @doombergaming188
    @doombergaming188 17 днів тому +13

    70$ for a screwdriver?

  • @robertcameron9567
    @robertcameron9567 19 днів тому +5

    Ever closer to the emergency medical hologram.

    • @sarahberkner
      @sarahberkner 16 днів тому +2

      Please state the nature of your medical emergency.

  • @elihernandez330
    @elihernandez330 21 день тому +144

    I love that there are literal "ai-powered" birdhouses on Amazon selling for hundreds.

    • @KarlBaron
      @KarlBaron 21 день тому +22

      DankPods bought a rice cooker that touted that it was "AI" powered. Opening it up, it used the same mechanical magnetic latch system as any cheap rice cooker from the last 40 years.

    • @blackfoxstudioX
      @blackfoxstudioX 21 день тому +4

      You think its crazy? There is AI thermal paste : )

    • @nerobaal6655
      @nerobaal6655 19 днів тому +1

      It’s been introduced into every facet of life. You’ve barely seen the tip of the iceberg. Tech boom 1950-2000 . This is gonna change everything more drastically much more quickly.

    • @sarahberkner
      @sarahberkner 16 днів тому

      There are some scams on Amazon unfortunately. But I also think being an early adapter is kind of a scam, better to wait until they work the bugs out.

    • @michaelcorcoran8768
      @michaelcorcoran8768 14 днів тому

      But as this video points out, this isn't early... Machine learning is not new.

  • @dany_fg
    @dany_fg 11 днів тому +4

    I worked in a company that had AI in it's name, all we did was to add a chat GPT api...

    • @mattmaas5790
      @mattmaas5790 12 годин тому

      And? Chat gpt is ai.

    • @dany_fg
      @dany_fg 6 годин тому +1

      @@mattmaas5790 sure, but the company itself didn't have any AI of their own (they were going to use chatgpt as part of their 'AI') and they wanted the government to get subsidies because of that.
      That's not illegal but it's sure not ethical

    • @mattmaas5790
      @mattmaas5790 33 хвилини тому

      @@dany_fg I disagree, I think it's weird to expect every company to re-invent what chat gpt has already invented.

  • @RunToEternity
    @RunToEternity 8 днів тому +1

    Customer, "server, my AI rice is moving"
    Server, "um, that's not rice."

  • @will24655
    @will24655 21 день тому +92

    ask AI to write me some python script, script doesn't work, paste it back into AI and it tells me that script won't work. Oh thanks

    • @antman7673
      @antman7673 21 день тому

      Dunno.
      A tool is just as good as the user.
      For me it does wonders.
      -It is life changing.
      I pay $30 monthly for GPTPlus subscription and GithubCopilot.
      -Probably would sell half my soul for it.

    • @chady51
      @chady51 21 день тому +5

      Lmao ai writes bad code

    • @null_spacex
      @null_spacex 20 днів тому

      @@chady51what languages do you work with?

    • @xdonnix
      @xdonnix 20 днів тому +4

      It can write some basic code pretty well, not always efficiently but it can do it. Anything beyond that and it starts making fundamental errors. Easier to use google.

    • @mattmaas5790
      @mattmaas5790 11 годин тому

      Claude 3 writes perfect python. Yall just making yourself look bad. Gpt 2 is like 5 years out of date, use a smart model.

  • @sierrap6156
    @sierrap6156 20 днів тому +181

    Decades ago, the term I was told was “computers are only as smart as a human makes it”, even in this age of AI I still believe that is true

    • @nerobaal6655
      @nerobaal6655 19 днів тому +1

      The power of a computer is equivalent to the universe but keep in mind not all equals are equal.

    • @TheNewton
      @TheNewton 19 днів тому +12

      ftfy: "computers are only as smart as a human think they have made it seem”

    • @erne75
      @erne75 17 днів тому +6

      This is even more true with machine learning. The main datasets used to create these models are text from the internet.

    • @RS-oq4wu
      @RS-oq4wu 16 днів тому

      No.
      Not true.
      While not smarter than man now, they can be made to make themselves smarter.

    • @ROForeverMan
      @ROForeverMan 15 днів тому +1

      Of course. And that's because we are consciousness, not objects.

  • @valentinrafael9201
    @valentinrafael9201 10 днів тому +1

    An important correction is that AI *always* hallucinates. Just because a response happens to coincide with reality, it doesn't mean it is not hallucinating.

    • @mattmaas5790
      @mattmaas5790 12 годин тому

      That's pretty silly. Hallucinating doesn't just mean "answering" I'm pretty sure. I'm pretty sure it being a wrong answer is the definition.

  • @XorAlex
    @XorAlex 13 днів тому +9

    8:30 "ANI is not capable of handling an edge case that it has never seen before"
    Have you ever heard about neural network's ability to generalise? Which basically means it can see many examples of correct behaviour and then infer what correct behaviour should be in an edge case it has never seen before.

    • @user-xk6jw3wi5u
      @user-xk6jw3wi5u 11 днів тому +7

      Yes, except that this is not realitly. Linus is completely right, ANI is not capable of handling these.
      The capability is not extending to scenarios outside the knowledge-base, which is at best sufficient today. Sufficient meaning it is able to handle it's core functionality it is designed for w/o hallucinating every second about it. So the bar is very low.

    • @tukib_
      @tukib_ 10 днів тому

      @@user-xk6jw3wi5u Linus is not completely right. The performance of an AI model is meant to be measured on data it has never seen, and for ML there are many techniques to improve generalisation and reduce overfitting on training data for this. Linus and the octopus example in the article at 11:50 do correctly state that these models only learn correlations between words, but they both mistakenly assume the association of words in language is not prescriptive nor descriptive of the real world, or that this aspect of correlations can't be learned. An ML model can generalise because it learns how to derive conceptual components from input and apply them.
      ML models do require intervention when the domain or task changes, but there are methods to address this (transfer learning and continual learning). For language and vision models though, this is usually not a problem because the domains (multilingual text; camera/lidar/radar) and tasks (word prediction; safe navigation) are applicable for the domains/tasks we want specifically. With robotics especially, we use layered control systems: so an AI car has separate systems for image segmentation, 2d/3d world modelling, road navigation, avoidance, etc. So, lack of representation in the training set is a source of inaccuracy, but it is not the sole cause, nor is it incapable of edge cases of the same domain and task (which the examples people give are)

    • @cheetah100
      @cheetah100 10 днів тому

      @@user-xk6jw3wi5u @Xor is on the money. It is able to solve problems not seen in the input dataset. Does it every day of the week for me. It is able to generalize from its training data. Now, it is also a static model, and so can't learn from further experience. Current LLMs are a form of AGI - General Intelligence - they are just not examples of Dynamic Learning Intelligence because the 'learning' is limited to training using backprop, which is impractical and slow for real time training. Hallucination is imagination - LLMs were never a database to simply query for correct answers. In fact the emergent behaviour isn't understood much less intented. LLMs are not so much designed as emerge from the training data.

  • @rael_gc
    @rael_gc 21 день тому +71

    "Decent summarization engines and lukewarm guessing machines tunned for working with different type of medias. They can't reason." Loved it!

    • @spadaacca
      @spadaacca 12 днів тому +1

      Except, they can reason much better than many humans can.

    • @hexoson
      @hexoson 9 днів тому +1

      @@spadaacca You're living proof of that, it seems.

    • @mattmaas5790
      @mattmaas5790 11 годин тому

      ​@@hexosonpretty stupid response there.

  • @YoStu242
    @YoStu242 21 день тому +28

    Soddenly all websites have these AI help bots that are just as stupid as ones I saw many years ago

    • @mattmaas5790
      @mattmaas5790 12 годин тому

      Powerless* they are objectively less stupid, doesn't mean they are given permission to make changes to your account.

  • @jocopowell
    @jocopowell 15 днів тому +3

    The AI in Quake III is amazing. The bots can rocket-jump.

  • @mrosenblatt
    @mrosenblatt 21 день тому +23

    It reminds me of the days of "Cloud". When every online provider slapped the word "Cloud" on everything all of a sudden, regardless of what technologies actually made it work.

    • @07wrxtr1
      @07wrxtr1 5 днів тому +1

      Organic free range grass fed sustainably farmed fair trade climate friendly safe space AI!!

    • @mattmaas5790
      @mattmaas5790 12 годин тому

      But both cloud and ai technology is real and very influential on software.

  • @CanyonNerd
    @CanyonNerd 21 день тому +48

    Couldn't finish video, put too much glue on my pizza and died.

  • @Slavir_Nabru
    @Slavir_Nabru 19 днів тому +2

    AI as a buzzword encompassing narrow AI isn't new.
    The Pacman ghosts were AI, they just each only had the one parameter.
    Video games have been marketing computer controlled entities as AI for decades.

  • @WolfJarl
    @WolfJarl 17 годин тому +1

    Unless it's a real-life Bender the Robot I'm not interested. Yes, I actually want a lazy beer guzzling robot friend(?)

  • @Kitsunelanie
    @Kitsunelanie 21 день тому +67

    I just want to point out the hypocrisy of these companies saying all the content for training the models should be free to use and then charging for the end result. It's a little like paying for insurance and then having to pay full price for what you were insured for anyway.

    • @mattmaas5790
      @mattmaas5790 11 годин тому

      They're technically not saying it all should be free, they've offered several companies million dollar deals for the data.

  • @itsmilan4069
    @itsmilan4069 21 день тому +156

    10:59 it's really easy to Gaslight gpt-4o to think 2+2=5 and then tell it that's wrong the whole thread stops after that

    • @JacobAsmuth-jw8uc
      @JacobAsmuth-jw8uc 21 день тому

      It's actually not. Literally go try it right now, you won't be able to do it.
      You're doing a cool thing that people typically call "Hallucinating" when an LLM does it, but "lying" when a human does it! The more you know!

    • @feminaproletarius7815
      @feminaproletarius7815 21 день тому +21

      given chatgpt 4o has to be made to accept obvious lies in the name of politically correct there's basically zero way they can ever take that problem out of the code. Gullibility is a design feature to those in charge of it.

    • @Aggie4life77
      @Aggie4life77 21 день тому +1

      What about chat GPT 5,6,7,8, etc?

    • @xyzgaming450
      @xyzgaming450 21 день тому +25

      @@feminaproletarius7815 what are some of these "obvious lies" which are "politically correct" ?

    • @feminaproletarius7815
      @feminaproletarius7815 21 день тому

      @@xyzgaming450 if you know, you know. no sense arguing with a hallucinating N.N.I.

  • @TheYankee006
    @TheYankee006 19 днів тому +2

    This video is gonna age much worse than current AI boom.

  • @OutsideDontClear
    @OutsideDontClear 6 днів тому

    This is going to be a lesson to manufacturers that the consumer doesn't want automation, we want innovation.

  • @cjcfm1000
    @cjcfm1000 21 день тому +32

    The same way they slapped "Turbo" on everything back in the 80's.

    • @headwerkn
      @headwerkn 21 день тому +1

      Was thinking the same thing.

    • @smellcaster
      @smellcaster 20 днів тому +5

      So lets market the Smart Turbo 3D AI Cloud

    • @Kami84
      @Kami84 20 днів тому

      There’s a Porsche Taycan electric car with the word turbo after it as though it has a turbo engine, even though there is no engine

    • @sarahberkner
      @sarahberkner 16 днів тому

      I immediately thought of the Turbo character from Wreck-It Ralph.

    • @SuperFilmregisseur
      @SuperFilmregisseur 13 днів тому

      @@smellcaster this reply sent me😂😭where to pre-order

  • @High-Tech-Geek
    @High-Tech-Geek 21 день тому +90

    3:06 So AI is a hamster. Got it.
    5:48 Wait, no. Ai is a monkey.
    11:41 Um, AI is a hyperintelligent octopus that knows nothing of bears.

    • @yeehaw142
      @yeehaw142 20 днів тому

      bay boy say he wan his gionmion jiggalasnack

    • @noth606
      @noth606 20 днів тому +1

      Aaah damn nearly chocked from laughter, +1 internets to you sir!

    • @Ironpants57
      @Ironpants57 20 днів тому

      All of the above but might not be all the above. It's a should or could be, but never quite a definitive yes.

    • @michaelcorcoran8768
      @michaelcorcoran8768 14 днів тому

      I believe he said a room full of monkeys in fairness

  • @NikTek
    @NikTek 17 днів тому +17

    AI is literally the equivalent of 3D TVs. If a tech company wants new buyers, just slap AI into it

    • @spadaacca
      @spadaacca 12 днів тому +2

      "AI is literally the equivalent of 3D TVs" - let's see how this comment dates next year.

    • @gysnelis
      @gysnelis 5 днів тому

      Got a screenshot

    • @mattmaas5790
      @mattmaas5790 11 годин тому

      ​@@spadaaccait's already proven false today, ai is being used at a huge scale in enterprise businesses already today, unlike 3d tvs

  • @therealmagicmonti
    @therealmagicmonti День тому +1

    If its ML it's Pyhton if its AI it's PowerPoint

  • @JerzyLasica
    @JerzyLasica 21 день тому +47

    video idea: AI branded PC build (there are AI PC case, AI motherboard, AI SSD, AI memory, AI power supply..., AI keyboard, AI mouse, AI monitor)

    • @bobthegoat7090
      @bobthegoat7090 21 день тому +1

      What about letting ChatGPT-4 omni decide a build? Give it the prompt: make me a list of hardware needed to build a PC for gaming that is around 1000 USD. Now that would be interesting. Maybe they already did that.

    • @nerd20fromdiscord
      @nerd20fromdiscord 21 день тому

      @@bobthegoat7090its actually fairly good at it, and the more detailed your requirements the better your results may be, just make sure that after it gives you the parts list you ask it to double check the compatibility of the components and youll have a decent result, its a lot better at pc part lists than a lot of humans that i know 😂

    • @randomblock1_
      @randomblock1_ 21 день тому

      ​@bobthegoat7090 I just did this, it was a pretty standard high end computer. I don't think it'd be that entertaining to watch them build it. The only odd part is that it suggested an optical drive, lol.
      CPU: AMD Ryzen 5 7600XCPU Cooler: Noctua NH-U12S ReduxMotherboard: MSI MPG B650 TOMAHAWK WIFIMemory: Corsair Vengeance LPX 32GB (2 x 16GB) DDR5 6000MHzPrimary Storage: Samsung 980 Pro 1TB NVMe M.2 SSDSecondary Storage: Crucial MX500 2TB SATA SSDGraphics Card: NVIDIA GeForce RTX 4070 TiPower Supply: Corsair RM850x 850W 80+ GoldCase: NZXT H510 FlowOperating System: Windows 11 HomeOptional: ASUS DRW-24B1ST SATA 24x DVD Burner, Noctua NF-P12 redux-1700 PWM case fans

    • @nerd20fromdiscord
      @nerd20fromdiscord 21 день тому

      @@randomblock1_ wow terrible cpu cooler choice too, otherwise yeah totally not bad at all

    • @davidcrtalic9795
      @davidcrtalic9795 21 день тому +1

      ​@@randomblock1_some still have CDs/DVDs at home and with some outdated products, software still comes on a DVD, so it's not such a bad idea to have one.

  • @orngjce223
    @orngjce223 21 день тому +38

    The thing about AI reminds me of what's gone on with cross stitch patterns. People are selling all this "we can make any image into a cross stitch pattern!" stuff, but it's just them scaling an image down to 100x100 pixels and then picking the closest colors that matched the embroidery floss colors available for sale. What these cross stitch patterns have always lacked is the backstitch: to decide what is worth adding an outline to, and where to use a couple out-of-outline stitches to add details otherwise too small to represent: for example, flower pistils or the texture of fur. So I still much prefer working with human-designed cross stitch, even though I am theoretically able to get a computer to make a cross stitch pattern for anything I want.
    I've since learned that all AI is like this.

    • @Metal_Maxine
      @Metal_Maxine 21 день тому +4

      Computer generated patterns are horrible confetti-stitched monstrosities that only look good from 2+ metres away. They make me think of Victorian ladies with Berlin wool work "copies" of Monarch of the Glen.

    • @BurntFaceMan
      @BurntFaceMan 21 день тому +6

      That's an oddly specific and directly related to (what i assume) is a rather small target audiance. And yet this is a simply brilliant statement, and exactly explains why computers and AI are simply tools to make things easier for humans, and by failing to do this in the example above they have simply proven we are not yet there.
      AI still unable to make a robot pour a glass of water. Something our caveman ancestors would have worked out in a few hours. Human brain will always be superior to Computers/AI.

    • @SToXC_.
      @SToXC_. 21 день тому

      ​@@BurntFaceMan Always? Meh, not always.
      we're just in the "prehistoric" era of "AI", it started just 100 years ago, and we know 100 years its nothing
      we created a lot of things that today are much better than what we can do "bare handed".
      that's what humans are best at, we create tools that surpass our normal capabilities, its our thing
      we will all be dead by then, but im sure one day we will have a true AGI with consciousness, that can take care of all the boring shit any human can do, with no error margin

    • @user-is7xs1mr9y
      @user-is7xs1mr9y 10 днів тому +1

      I watched a video on a similar topic, but it was with AI generated crochet patterns. Perhaps you already saw it, but in case you haven't and you're interested, the title is "How to spot fake (AI) crochet so you don't get scammed" by Elise Rose Crochet. It's very interesting. I need to see an AI cross stitch pattern, it's probably wild.

  • @michaelstewart4747
    @michaelstewart4747 19 днів тому +1

    I think that highlighting the successes that Anthropic has had recently with regard to the “explainability” of these large models would have been good

  • @matthimf
    @matthimf 18 днів тому +3

    In order to be able to say the next word in an arbitrary text you need to be intelligent. We force the neural nets to predict the next word and therefore force them to be intelligent. A quote from the godfather of neural nets which I find very interesting!

    • @ph33d
      @ph33d 18 днів тому

      Geoff Hinton knows this subject far better than Linus.

    • @ChristianIce
      @ChristianIce 15 днів тому

      " in an arbitrary text "
      It's not arbitrary at all.
      It's statistics.
      It isn't much "intelligent" when a machine repeats words like a parrot, with zero understanding of the meaning.

  • @Mrwhomeyou
    @Mrwhomeyou 21 день тому +33

    like how HIIT is a marketing term for interval workouts lol

  • @taroven
    @taroven 21 день тому +79

    I like the Mass Effect nomenclature. "ANI" they call "VI" (Virtual Intelligence). VI is useful but certainly not actually intelligent.

    • @cpthornman
      @cpthornman 21 день тому +12

      That's what I've been saying. What we have right now is more akin to VI in the ME universe.

    • @khaens1116
      @khaens1116 21 день тому +14

      Just wanted to comment about this but you beat me to it.
      Heavily agree, MEs take on artificial intelligence with it's artificial and virtual split is still the best depiction of it in media ever imho.

    • @Exponaut_R-01
      @Exponaut_R-01 21 день тому +10

      VI is a perfect analogy to how things are right now. At least Avina isn't trying to date us though...

    • @natzos6372
      @natzos6372 21 день тому +2

      Semantics

    • @Dave-rd6sp
      @Dave-rd6sp 21 день тому +3

      Not actually intelligent, huh? You mean like intelligence, but not real intelligence? Something artificial, like some sort of artificial intelligence?

  • @ilyatsukanov8707
    @ilyatsukanov8707 День тому +1

    7:48 Let's talk about the IDF's AI-assisted kill lists.

  • @JGComments
    @JGComments 17 днів тому

    AI can tell you that a recipe for pizza almost always includes dough and cheese, but it doesn't know what pizza, dough, cheese, or a recipe actually are.

  • @Vociferous
    @Vociferous 21 день тому +245

    Love how their motto used to be “Think Different”, and now they’re chasing the same trends as everyone.

    • @FuriousFanBoy-
      @FuriousFanBoy- 21 день тому +7

      vvho are you talkinb about

    • @PaehShorts
      @PaehShorts 21 день тому +19

      ​Apple

    • @reanimationxp
      @reanimationxp 21 день тому +6

      siri was one of the first assistants. even though they didn't create it they popularized having assistants on phones. and they were very slow to start talking about AI or adopt it, just like they're slow to adopt anything other new tech, so not sure what you're on about. apple sucks for plenty of reasons that are factual.

    • @viperdemonz-jenkins
      @viperdemonz-jenkins 21 день тому

      kinda like follow the trend has always been brainwash to sell bullshit.

    • @DanielFerreira-ez8qd
      @DanielFerreira-ez8qd 21 день тому +11

      @@reanimationxp you answered your own question. They are 'slow' to do anything 'different' nowadays because they're too worried about the 'apple ecosystem'. They're late to trends by several years with the hope their enormous budget is enough to make them steal everyone's attention.

  • @Muppet-kz2nc
    @Muppet-kz2nc 21 день тому +68

    Ai is a perfect pool for the Dunning Kreuger effect. Peak ignorance will contribute to rampant misinformation. The widest tech moat we've seen in my lifetime.

    • @nerobaal6655
      @nerobaal6655 19 днів тому +7

      You haven’t used it to do anything have you?

    • @goldnutter412
      @goldnutter412 19 днів тому

      Explained: The conspiracy to make AI seem harder than it is! By Gustav Söderström
      Spotify R&D
      LOL he shit on them.. but they still tell the lies.

    • @Clone895
      @Clone895 18 днів тому +17

      I have seen this personally. Friends of mine who are somewhat tech-literate think "AI" is going to replace all coding/SWE jobs and take over the world. My other friends, who have actually worked in the tech field, think it's an overhyped guessing engine with niche real-world uses

    • @RellisLCT
      @RellisLCT 18 днів тому +2

      ​@@Clone895people who's jobs will be gone in a few years have a reason to cope like that

    • @Venryx
      @Venryx 18 днів тому

      ​​@@RellisLCTI'm a software dev (>10yrs) and I use GitHub Copilot daily. It saves time, but is nowhere near replacing devs yet. While *someday* I think AI will remove all but the highest-level versions of programming (ie. deciding on what you want), it still has a long way to go. My head is not 'stuck in the sand'; I use it daily, so I think I'd know its limitations more than people who don't. (it can initiate new projects alright, but it has serious problems with retaining code quality for example; one thing it *is* great at though is discovery / faster onboarding into a new project)

  • @theluckof1363
    @theluckof1363 20 днів тому

    If you want an idea for alternative thermal paste use car ball baring grease. I found out it works after i used it

  • @anoukk_
    @anoukk_ Годину тому

    Not to mention the massive amounts of often nonconsensual data mining that goes into training these models. And the fact that these models are often not run locally and thus requiring you to send personal data to their servers to process.

  • @BrownieX001
    @BrownieX001 21 день тому +97

    I'm so glad we have a video to send people to now. I'm so tired of AI branding everywhere when it doesn't even do the most common versions of machine learning or neural processing, etc .

    • @glenecollins
      @glenecollins 21 день тому +2

      Most things have some machine learning in them since at least the 90s.
      I am seemingly out of touch with pop culture enough that I have I don’t remember the last I heard someone use AI when they meant artificial general intelligence (not counting old TV shows)

  • @kaorupangilan6288
    @kaorupangilan6288 21 день тому +79

    7:38
    His kids looking at him at a distance: 👁👄👁

  • @MrNegativeable
    @MrNegativeable 19 днів тому +1

    This video had absolutely the worst segway. A good work Linus! Don't die, please.

    • @projectsspecial9224
      @projectsspecial9224 13 днів тому

      or, at least, when Linus 2.0+ clone could be manufactured! :D

  • @dr.mikeybee
    @dr.mikeybee 14 днів тому +1

    Quite a few people believe that large language models are just statistical functions that don't reason and don't model reality. I know they're wrong. This explanation should convince just about anyone who understands the language I'm using.
    Logits in transformers are not traditional statistical functions because they don't represent probabilities directly. Instead, they're used as a way to squash the output of the transformer's attention mechanism into a form that can be used by the softmax function.
    In traditional statistics, logits are often used to model the log-odds of an event occurring. However, in transformers, logits are used more like a linear transformation to prepare the output for the next layer.
    The softmax function is then applied to the logits to get the final probabilities. This means that the transformer's attention mechanism is effectively computing a set of values that can be interpreted as log-odds, but they're not directly representing probabilities.
    This subtle distinction allows the transformer architecture to operate more efficiently and accurately than traditional statistical models that rely on traditional probability calculations.

    • @MSpotatoes
      @MSpotatoes 11 днів тому +1

      I did not understand the language you were using and was therefore unconvinced.

  • @lomo1407
    @lomo1407 21 день тому +53

    Things: normal reaction
    Things "AI": *hyping*

    • @mattmaas5790
      @mattmaas5790 11 годин тому

      AI is a relevant descriptor for products

  • @TackerTacker
    @TackerTacker 21 день тому +10

    5:05 The cancer detection comes up every time, but it's not so simple. The problem is that neural networks are black boxes, you don't 100% know how they come up with their answers.
    I read about a study where an AI was suppose to be better at recognizing cancer than human doctors, but in the end it turned out that the AI was cheating by recognizing additional data on the x-ray images in the training data the study used, older x-ray images and x-rays from certain hospitals just simply had a significant higher likelihood of having cancer which gave the AI an advantage. This advantage obviously completely disappears once it operates in the real world. So if the AI was deployed like that it could've actually been way worse at detecting cancer than a human doctor without people knowing it.

  • @thedeepesthat4029
    @thedeepesthat4029 17 годин тому

    I'm a road safety engineer, and your points on "AI" in vehicle's are very true. They are not even close to a level where it would be safe for them to be let loose on the road network, for so many reasons. Especially in Europe where we have ancient, evolved roads with all sorts of surprises.

    • @mattmaas5790
      @mattmaas5790 11 годин тому

      But in typical ragebait fashion, you guys are pretending like car manufacturers call their safety suite "ai". They dont.

  • @irvingforce
    @irvingforce 13 днів тому

    I hope you don't train hamsters by punishing them.

  • @maquiavelmg
    @maquiavelmg 21 день тому +33

    AI now is like "HD", "3D" and "VR" were in the past, just words to stick to the packaging. I still remember seeing an air conditioning proclaiming it had "HD" some years back.
    On the company I work for, if they create a bot with pre-programmed answers, they call it AI.

    • @nerobaal6655
      @nerobaal6655 19 днів тому +1

      That’s so ignorant 😂🤣

  • @lward53
    @lward53 21 день тому +63

    Neuro-sama will never be a lie.

    • @it_is_random
      @it_is_random 21 день тому +4

      keep dreaming it's a llm with azure tts

    • @Blex_040
      @Blex_040 21 день тому +7

      There is a short of Neuro-sama trying to spell "Hi Anny" and it's the funniest shit I've ever seen about the current state of AI 😂

    • @hahasamian8010
      @hahasamian8010 21 день тому +1

      Neuro-sama would never lie to us

    • @Matt_82
      @Matt_82 21 день тому +3

      I can't wait for a Linus vedal collaboration, he really needs those h100's

    • @magetime29
      @magetime29 21 день тому +1

      *wink*

  • @HedgehogY2K
    @HedgehogY2K 17 днів тому +2

    Thinking as much as the Dreamcast did in 1999? What does that 2nd to last flag mean?

  • @abbyh5158
    @abbyh5158 15 днів тому +3

    Linus, you're about a year and a half late on "It's not AI"

    • @mattmaas5790
      @mattmaas5790 11 годин тому

      Such a stupid thing to be wrong about too. I'm pretty sick of people trying to redefine words like ai and liberal to sound smart.

  • @p99chan99
    @p99chan99 21 день тому +12

    Bro dropped the hardest thumbnail and thought we wouldn't notice

    • @nerobaal6655
      @nerobaal6655 19 днів тому +1

      For someone using a lain icon I’m surprised you watch this garbage.

  • @uss_04
    @uss_04 21 день тому +34

    Read a comment that said “Nothing convinced me of the existence of a soul more than AI Art”

  • @Metal-Spark
    @Metal-Spark 2 дні тому

    I appreciate you using your platform to call out these malicious tech companies.
    One thing I wish you'd spent a little more time on however is the training data. I'm an artist and all of my work and the work of my peers is now being used to replace us. Our copyright over our own work was completely ignored as the industry tried to move too fast to be stopped - they fully know what they're doing is wrong which is why in interview after interview they'll dodge the question of where the training data came from and instead use yet another buzzword: "publicly available". As if putting something online makes it royalty free. Anyone who parks their car on the street better be careful, because that's publicly available too.
    Even if you're someone who doesn't care about artists or creatives and thinks we should all "get a real job". I'd like you to know that there have been illicit images of minors found in these models and people are using them to generate more. If you've ever put pictures of your kids online, they'll be in those models too. It doesn't take a huge leap to guess what's going to happen when this algorithm needs to figure out what a child looks like in order to produce new illicit images - pictures of your kids are it's reference material.

  • @AchievingAchievement
    @AchievingAchievement 10 днів тому

    I don't remember exactly which channel posted about this exact thing but they talked about it back in 2017ish about the levels of "AI" and what to expect from each level. you did a great job in summarizing this.

  • @DJ5_OVD
    @DJ5_OVD 21 день тому +19

    Yeah and I made a personal voice on my iPhone and that shit is scary, it’s a bit buggy but sounds really good for what it is😭

  • @BunkerSquirrel
    @BunkerSquirrel 21 день тому +37

    10:50 the gaslighting on display here is absolutely masterful. Had me double checking if strawberry actually had 3 ‘r’s in it

    • @cowlobster3656
      @cowlobster3656 21 день тому +6

      it does. StRawbeRRy.

    • @xenio8736
      @xenio8736 21 день тому +4

      I swear I thought the AI was right and that they were gaslighting it into believing it was 3 lmao

    • @nerobaal6655
      @nerobaal6655 19 днів тому +2

      This guy gets paid big dollars to feed you people bad info

  • @cheetah100
    @cheetah100 10 днів тому +1

    Total FAIL right out of the gate by using science fiction to define your terms. Was a little like having 'Quantum Leap' define Quantum Eletrodynamics.

  • @cheetah100
    @cheetah100 10 днів тому +1

    In relation to driving edge cases; the collected data and synthetic generated data that Tesla uses to train its models will make it familiar with and trained to deal with situations no human driver would. When trained as a pilot we were drilled into the idea that we need to have the right actions occur instinctively, so we practiced things like stall and spin recovery. In driver education the basic requirement is to basically steer and control the car. There is no training in the same kind of emergency conditions because it is VERY dangerous. But Tesla's are training on exactly these in-silico. Machines will be able to react far faster than the human nervous system. Machines don't need to be perfect, they just need to be better than humans. And humans SUCK at driving. They get distracted, tired, drunk and high. They get impacient, take crazy risks, get crazy angry and sometimes drive the wrong way down a highway. By far the most dangerous thing on the road in future is other human drivers.

  • @zdanee
    @zdanee 21 день тому +12

    12:12 - You made a Linus LORA for Stable Diffusion and it's now out there somewhere next to Pony Diffusion XL, an unfortunate weight-merge just waiting to happen.