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

@Enivoke

17 күн бұрын

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

@LexusYachtClub

17 күн бұрын

​@@EnivokeWell I was going to comment about it

@Simiaaaa

17 күн бұрын

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

@crazyjayr

17 күн бұрын

Crisis averted

@oliver-nation4377

17 күн бұрын

Thx for telling.

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

@elcohole100

17 күн бұрын

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

@vizdrom

17 күн бұрын

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

@TheXlen

17 күн бұрын

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

@fjhskd34u21h3

17 күн бұрын

AI more like AD (Apple Deception)

@mzr9710

17 күн бұрын

@@TheXlen i cringed so hard after reading this

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

16 күн бұрын

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

@coprographia

16 күн бұрын

How long do we have before their stock crashes?

@eirgel38

16 күн бұрын

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

@mydogsbutler

16 күн бұрын

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

16 күн бұрын

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?

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

14 күн бұрын

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

14 күн бұрын

@@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

14 күн бұрын

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

@joelcoll4034

14 күн бұрын

@@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

14 күн бұрын

@@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.

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

10 күн бұрын

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

@bekogo9908

7 күн бұрын

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

6 күн бұрын

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

6 күн бұрын

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

@pizzazemle6262

5 күн бұрын

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?

AI is genuinely just a marketing buzz word these days

@chokeeweebee

17 күн бұрын

Just like turbo was in the 80's

@K131real

17 күн бұрын

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

@Konarcoffee

17 күн бұрын

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

@MajinUber

17 күн бұрын

and space in the 70s

@MrSongib

17 күн бұрын

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

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

@gnanasabaapatirg7376

16 күн бұрын

Paint 3D😂

@dirty-moto

16 күн бұрын

​@@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

16 күн бұрын

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

@randomblock1_

16 күн бұрын

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

@Gametherapist

16 күн бұрын

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

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

11 күн бұрын

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

7 күн бұрын

@@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

5 күн бұрын

@@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

5 күн бұрын

​@@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

5 күн бұрын

​@@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.

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

6 күн бұрын

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

5 күн бұрын

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

@benflightart

4 күн бұрын

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

2 күн бұрын

@@Damiancontursi Completely different approaches.

@entelin

2 күн бұрын

@@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.

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

15 күн бұрын

_"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

15 күн бұрын

[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

15 күн бұрын

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

15 күн бұрын

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

@Theguywithspectacles

15 күн бұрын

Or maybe never

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

14 күн бұрын

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

14 күн бұрын

@@c50m4 AI colot oversaturion on my TV

@danieljensen2626

14 күн бұрын

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

13 күн бұрын

​​@@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

13 күн бұрын

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.

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

11 күн бұрын

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

@ROForeverMan

10 күн бұрын

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

@Slvl710

10 күн бұрын

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

10 күн бұрын

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

10 күн бұрын

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

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

14 күн бұрын

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

11 күн бұрын

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

@Slvl710

10 күн бұрын

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

9 күн бұрын

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

@giraffefactory2905

6 күн бұрын

@@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 ?

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

11 күн бұрын

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

9 күн бұрын

@@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

Күн бұрын

Lmao

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

16 күн бұрын

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

@fireninja8250

16 күн бұрын

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

16 күн бұрын

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

@Unknown_Genius

16 күн бұрын

@@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

16 күн бұрын

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

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.

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.

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

16 күн бұрын

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

@brydenfrizzell4344

16 күн бұрын

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

16 күн бұрын

+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

16 күн бұрын

As an AI, I agree with this statement.

@jc5604

16 күн бұрын

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

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

@K131real

17 күн бұрын

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

@Kolex06

17 күн бұрын

@@K131real 😂😅

@TheArtofKAS

17 күн бұрын

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

17 күн бұрын

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

17 күн бұрын

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

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

6 күн бұрын

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

@Metal_Maxine

6 күн бұрын

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

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

6 күн бұрын

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_

6 күн бұрын

@@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

5 күн бұрын

@@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.

AI Rice Cooker was the tipping point

@actually_tes1

17 күн бұрын

Dankpods!

@finnley24

17 күн бұрын

i shared the same sadness that wade did using that thing

@xa-xii9338

17 күн бұрын

No it was the AI thermal paste

@ganjariver2683

17 күн бұрын

They had me at AI screwdriver

@alanhilder1883

16 күн бұрын

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

the GNU+Linux copypasta reference was goated

@spagettech

17 күн бұрын

100% I was laughing at that

@KuleGuy27

17 күн бұрын

1:56 Linux Tech Tips lol

@vaisakhkm783

17 күн бұрын

And it was gpt

@DryPaperHammerBro

17 күн бұрын

*GNUted

@arthurpizza

17 күн бұрын

I immediately knew Emily wrote this.

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

@lawrencemoore8854

13 күн бұрын

The Torment Nexus?

@antonradacic5052

13 күн бұрын

Thought emporium

@lucasmedeiros9141

11 күн бұрын

Human brain SLI when?

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.

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_

17 күн бұрын

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

@crytocc

17 күн бұрын

@@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

17 күн бұрын

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

@neociber24

17 күн бұрын

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

@swagatrout3075

17 күн бұрын

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......

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

17 күн бұрын

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

@TaediumVitae5700

16 күн бұрын

Deus Ex crew checking in

@SevenWay-pu1xm

16 күн бұрын

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

16 күн бұрын

Fallout would like a word as well

@shiroi5672

16 күн бұрын

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'.

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

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

16 күн бұрын

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

16 күн бұрын

@@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

16 күн бұрын

100%. Right between the eyes.

@MikeyisNinja

16 күн бұрын

Just like a certain pandemic

@lfcbpro

16 күн бұрын

@@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.

AI peaked when the monsters fought each other in Doom.

@nerobaal6655

14 күн бұрын

Not at all.

@Rudxain

13 күн бұрын

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

@shadow50011

13 күн бұрын

AI peaked when the Quake 3 bots were toxic to you

@fractal_gate

11 күн бұрын

Thanks for that nastogia hit!

@TheDragShot

11 күн бұрын

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.

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.

70$ for a screwdriver?

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

17 күн бұрын

Thats the whole point of AGI?

@paradoxzee6834

17 күн бұрын

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

@sunla

17 күн бұрын

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

@Goodgu3963

17 күн бұрын

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

17 күн бұрын

​@@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.

As a Data Scientist, this has frustrated me greatly in interviews. I legitimately had an interview where they said they would now quiz me on AI. They just ran through some linear regression and linear algebra. I asked how is this AI, and they seemed confused. Basically claim AI in your company, and market value goes up. It's the new hype.

@hongsonnguyen8204

Күн бұрын

How else would you convince simple-minded people? We would believe everything if it was said by big media.

@PorElBienDelGuion

Күн бұрын

@@hongsonnguyen8204 Most people DO 💀

"AI" is the new "Cloud". I remember when google pushed the marketing term "Cloud" years back. connecting a "dumb terminal"(eg browser) to a "mainframe"(eg server farm) has been around for 60 or more years. AI isn't going to end the world, rather marketing hype will.

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

16 күн бұрын

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

@joelcarson4602

16 күн бұрын

How many hamburgers does it take for trigonometry? "For a hamburger today, I'll gladly do advanced calculus tomorrow." 😊

@noth606

16 күн бұрын

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

15 күн бұрын

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

15 күн бұрын

@@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

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

@michaelblair5566

17 күн бұрын

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

@K131real

17 күн бұрын

this comment is going to blow up bro :(

@user-xj5xp6qz5g

17 күн бұрын

@TheGhostThatWas

17 күн бұрын

I thought the same thing looking at this thumbnail lmao

@buttersquids

17 күн бұрын

#L-AI-nus

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

5 күн бұрын

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

@hexoson

4 күн бұрын

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

@Lindsey_Lockwood

4 күн бұрын

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

what about the latest papers from antrhropic showing certain patterns called 'features' in the model that stay consistent through modalities and languiges? Every time those activations are activated through multimodal use and languiges, they show the same activations. THis suggests a wolrd model to a certain degree, not just prediction of prerecored patterns....

@endlesskurko

7 күн бұрын

I don’t think people are saying emergent behavior or higher conceptual cognition isn’t possible, but it seems more like it’s being considered extraordinary when in fact we’ve seen it even with primitive neural nets. A parrot will display emergent behavior. Again, not discrediting those features, but we need to see more evidence that LLMs are anything other than very sophisticated encyclopedias.

@cheetah100

5 күн бұрын

@@endlesskurko Parrots repeat the sounds without understanding. LLMs understand what you say. You can ask a LLM to do something and it doesn't just repeat your question or rephrase it, it can actually perform the task within the limits of the architecture. What we learn from LLMs is that language contains a world model. This is actually pretty shocking, in that I didn't believe an agent could use only words to reason about the world before I saw it and experimented with it. The argument being made is that if you know the mechanism it isn't real AI. Only I know you are not really self aware because your brain is made of neurons and synapses, and these are not self aware, but just process signals. There is no 'you', just a bunch of electrical activations. This kind of reductionist thinking is on display here in relation to LLMs.

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

11 сағат бұрын

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

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

17 күн бұрын

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

17 күн бұрын

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

17 күн бұрын

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

@xyzgaming450

17 күн бұрын

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

@feminaproletarius7815

17 күн бұрын

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

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.

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

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

14 күн бұрын

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

@TheNewton

14 күн бұрын

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

@erne75

13 күн бұрын

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

@RS-oq4wu

11 күн бұрын

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

@ROForeverMan

10 күн бұрын

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

Imagine calling memory foam as "AI enabled cushion"

@PickTheTumblers

10 күн бұрын

I would like to purchase 2 of these cushions.

The strawberry spelling case is a bad example of hallucination as it is rooted in tokenization. The model has no idea of spelling, it doesn't see "strawberry", it sees token 101830. LLMs are not aware of letters. Asking an LLM to spell is equivalent to asking a 4 year old to spell the sound "strawberry". Apart from that and some interpretations around AGI, I really like the way you are approaching the current hype train that basically reduces AI to ML/GenAI and equivocates it with magic.

The section that you mention how simple the ML models generate images are overally underestimated and you are under valuing the huge leap of technological changes these tools are doing especially with image generative tools.

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

@spadaacca

7 күн бұрын

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

@hexoson

4 күн бұрын

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

When are you making the Ai screwdriver???

@BrownieX001

17 күн бұрын

Still waiting for the AI Apple-leather Jacket called Jensen

@Somnifuge

17 күн бұрын

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

@thomasafine

16 күн бұрын

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

@app0the

16 күн бұрын

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

16 күн бұрын

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

It's important to not conflate Generative AI and LLMs with AI in general. WIth the former there is a gold rush mentality at the moment with little concern over environmental impact or copyright issues. What's needed is some type of framework for sustainable growth in this rapidly growing field!

This video underestimates transformer models' potential. Key points: 1. Massive scaling (100x) could lead to AGI-like abilities (see the paper on GPT-3, Chinchilla scaling laws). 2. Tokens aren't just text - they work for vision (ViT), audio (Wav2Vec 2.0), and more. Omni can handle multiple variants at once and their voice model is held back until autumn due to safety reasons. 3. Robot learning with LLMs is promising (PaLM-E research). 4. Efficient fine-tuning (LoRA) enables quick adaptation. 5. Consumer hardware advancements (e.g., 4090 GPU can run local post-training with fine-tuning) making robots that learn offline more feasible. Some people overestimate what AI is today. I think most people overestimate it today but underestimate what it will be in 5-10 years. Recent work on reasoning (chain-of-thought) and memory (RETRO) addresses limitations. Current approaches may be closer to AGI than implied. Happy to provide paper links if interested.

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

@KarlBaron

16 күн бұрын

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

16 күн бұрын

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

@nerobaal6655

14 күн бұрын

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

11 күн бұрын

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

9 күн бұрын

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

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

The word "AI" is like the word "Smart" a few years ago.

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

@spadaacca

7 күн бұрын

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

@gysnelis

6 сағат бұрын

Got a screenshot

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

@SiCSpiT1

17 күн бұрын

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

@John_Jack

17 күн бұрын

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

@leonro

17 күн бұрын

​@@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

17 күн бұрын

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

@SiCSpiT1

16 күн бұрын

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

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

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

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

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

16 күн бұрын

bay boy say he wan his gionmion jiggalasnack

@noth606

16 күн бұрын

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

@Ironpants57

16 күн бұрын

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

9 күн бұрын

I believe he said a room full of monkeys in fairness

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.

Every single advance in AI that has been made over my 5 decades gets this fallacious treatment. It was ridiculous then, it's ridiculous now, and it's dangerous, for it dilutes the danger it poses.

@christopherkinnaird2881

7 күн бұрын

1,000% Linus is belittling technology that will drastically change society.

Okay Grandpa, tell that to your iPhone in September.

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.

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

16 күн бұрын

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

16 күн бұрын

Lmao ai writes bad code

@null_spacex

16 күн бұрын

@@chady51what languages do you work with?

@xdonnix

15 күн бұрын

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.

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

17 күн бұрын

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

16 күн бұрын

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_.

16 күн бұрын

​@@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

6 күн бұрын

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.

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

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

like how HIIT is a marketing term for interval workouts lol

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

@FuriousFanBoy-

17 күн бұрын

vvho are you talkinb about

@PaehShorts

17 күн бұрын

​Apple

@reanimationxp

17 күн бұрын

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

17 күн бұрын

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

@DanielFerreira-ez8qd

17 күн бұрын

@@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.

AI is just a web scraper that answers user prompts

Ever closer to the emergency medical hologram.

@sarahberkner

11 күн бұрын

Please state the nature of your medical emergency.

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

@headwerkn

16 күн бұрын

Was thinking the same thing.

@smellcaster

15 күн бұрын

So lets market the Smart Turbo 3D AI Cloud

@Kami84

15 күн бұрын

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

11 күн бұрын

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

@SuperFilmregisseur

8 күн бұрын

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

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

17 күн бұрын

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)

To help understand what they are calling AI nowadays you can also look at it as highly efficient lossy compression algorithm. They take several terabytes of text data from the internet and use it to generate a model that is only 7-10 gigabytes. They then have a mechanism that allows you to given a fragment of the original dataset (your query), they can lossy decompress the data that comes after it. In this case the algorithm being lossy is seen as a feature as it makes it look more "human" like. The same process can be used with other types of data as well...

i work in an AI software company and although i agree with many of your points, i think you're underselling just how useful our current AI can be. you can basically feed it really unstructured ugly data - a TON of it - and it will be able to query through it and filter or transform that data. yes its nondeterministic so it is of course more error prone compared to other querying techniques like SQL, but it also doesnt require the stringent setup and structure required to fit data into a relational database. another huge thing is that the more you ramble on about your problem, the more context it has and the better it can respond to you usually. that's like the polar opposite of google search, which was how we solved problems before. it allows learning new information to be wayyyy faster and easier, resulting in a huge growth to an individual's education

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

@cpthornman

17 күн бұрын

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

@khaens1116

17 күн бұрын

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

17 күн бұрын

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

@natzos6372

17 күн бұрын

Semantics

@Dave-rd6sp

17 күн бұрын

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

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

16 күн бұрын

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

16 күн бұрын

@@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_

16 күн бұрын

​@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

16 күн бұрын

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

@davidcrtalic9795

16 күн бұрын

​@@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.

'Artificial Intelligence' has never ever meant some sort of literal intelligence like C3P0 or HAL, its always been avery technical term used in the fields of maths and computer science

@estusflask982

13 күн бұрын

your opinion

@WizardofGargalondese

13 күн бұрын

@@estusflask982 This is not an opinion, this is an objective fact about the history of the term.

@jonaswortmann5467

7 күн бұрын

True! the title is really misleading. I study data science and the term is never used for AGI. So if someone claims, they use AI technologies, it's not a lie. as far as I know, people don't perceive the term AI as AGI

there are other definitions of AGI.. like this one .. generalization means that the model has learned not to be dependent on original data ( like grokking )

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.

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.

What are the best prompts to get Sort Linus, though?

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

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

14 күн бұрын

That’s so ignorant 😂🤣

9:00 well, actually, Recall doesnt actually need any TOPS, it runs fine in a VM on an Apple M1.. that only has a neural engine and certainly none that windows supports or would be able to use in the VM. The TOPS requirement for Copilot PCs is for the other features like image generation in paint.

@danieloberhofer9035

16 күн бұрын

Of course it doesn't require any NPU in the sense that it can't be run without it. Any halfway modern CPU can technically run these models. I fully expect Copilot features to eventually be made available to desktop computers without an NPU. The current "requirement" stems from different angles. First of all, a sufficiently powerful NPU will run these models way faster and at lower latency than a CPU. Second, it consumes a lot less energy while doing so, and since all these new Copilot+ PCs are going to be laptops, battery life is of great concern. That's also why the NPU is preferable to a GPU. GPUs would actually be as fast if not way faster, but at the cost of higher energy consumption. Lastly, Microsoft seems hell bent these days to make Windows on ARM a thing. That's why they have an interest in marketing the Snapdragon X as *the* best solution for "AI PCs" right now, even if Intel's Lunar Lake is probably just as good at ML workloads, presumably even better at low wattages, and AMD's Strix Point completely annihilates both if you consider the CPU part and the advantages Zen 5 has in that department. In the end, it fits the theme of this video: Marketing BS all around.

The video pretty much explains AI in a good and short form. Congrats from my side about that 🙂 I'm currently writing my bachelors thesis about a machine learning model which classifies text. That may sound easy for some people but it isn't if you are new to the field and work in that environment for a year. The main point that makes training hard is that there is no golden way to find a good combination of hyperparameter values in a acceptable amount of time and calculating power which is needed. Unless you are a big tech company with hundreds of specialists.

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

14 күн бұрын

Geoff Hinton knows this subject far better than Linus.

@ChristianIce

11 күн бұрын

" 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.

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

14 күн бұрын

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

@goldnutter412

14 күн бұрын

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

14 күн бұрын

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

13 күн бұрын

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

@Venryx

13 күн бұрын

​​@@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)

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😭

As a person who works in higher education and writes research papers in Computer Science i think AI was just hyped up to create more reasrch papers just as blockchain was a few years ago. The main differance here is that we have way more communication mediums compared to before and thus AI became more popular

Yes, automated machine learning (AutoML) platforms like those provided by Azure can be considered examples of Artificial Narrow Intelligence (ANI). AutoML tools are designed to automate many of the steps in the machine learning pipeline, such as data preprocessing, model selection, hyperparameter tuning, and model evaluation. These platforms are highly specialized for these tasks and excel within their specific domain. Key points about AutoML as ANI: Specialized Functionality: AutoML platforms are tailored to perform specific tasks related to building and deploying machine learning models. Efficiency in Scope: They can efficiently handle the processes involved in machine learning, but their capabilities are limited to this domain. Automation: AutoML tools streamline the machine learning process, making it more accessible to users without deep expertise in data science or machine learning. Data-Driven: These platforms rely on large datasets to train models and improve performance within their specific area of focus. While AutoML significantly enhances the efficiency and accessibility of machine learning, it remains a narrow application of AI, focused on optimizing specific workflows rather than possessing the broad, adaptable intelligence characteristic of AGI.

One thing that I would correct about this video is the part where Linus says models dont talk to each other. Now with research in Advanced RAG methods, we are able to have Agents that can redirect the user's request to different agents who will then give the request to a specialized model. This means that the same infrastructure is able to support all of the models: gpt-4, gpt for vision, etc. The agents are themselves LLM that are assigned specialized tasks and communicate between each other.

@pin65371

17 күн бұрын

Exactly.. you can assign different models to different agents and they will "talk" to each other

@TheMewcifer

17 күн бұрын

multi-modal approaches are great, by employing models with different specializations (maybe one for parsing text, and another for object recognition), by cleverly combining the outputs of both models, you can design a system which can describe an environment or scene from an image. Its not difficult to actually design such a system, just hard to make it perform well.

@neociber24

17 күн бұрын

That's the closet thing we have to AGI.

@pin65371

17 күн бұрын

@@TheMewcifer the other thing Linus said was that these systems cant really learn from themselves or have reasoning. That is possible if you set it up properly. Ideally you actually want the system to go through steps. Part of that would be reasoning and then if you want to build a system that can learn from itself you do a reflection step at the end which gets logged. If you just look at a model as weights and data then yah they are sorta dumb. But that is like saying a game is just a game engine. If you download Unreal Engine there is a lot of possibilities there but its still just a dumb piece of software until you build something with it.

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

@cowlobster3656

16 күн бұрын

it does. StRawbeRRy.

@xenio8736

16 күн бұрын

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

@nerobaal6655

14 күн бұрын

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

It's true that generative AI is basically a prediction machine, but the attention network is more than context-free correlations. For example, when you give it a prompt about a computer and add details about surrounding items, the network loops over each element in the sentence and feeds that information into each of those elements, so you end up representing what it means to have a computer surrounded by those items, in some high dimensional vector space learned by the transformer. So then there is some approximation to symbolic concepts, at least intuitively it seems like it to me, but I'm not sure.

@lepidoptera9337

13 күн бұрын

That's not enough for reasoning. For reasoning one has to be able to modify assumptions. Transformers don't have that ability. Their assumptions are hard coded in their coefficients. I tried some basic physics concepts with Google and Bing. No matter how you ask, no matter how you prompt, these systems keep repeating the same learned texts over and over, again. But since the training material is both incomplete and unfortunately false, the results end up monotonous and... false, with no way to correct them. Current AI is a broken record, even if it's a very long one.

@Anonymous9683

13 күн бұрын

@@lepidoptera9337 huh I see, that’s interesting. So I guess it needs explicit axioms and to be able to modify them?

@lepidoptera9337

13 күн бұрын

@@Anonymous9683 It's simply not an inference engine and can not be one. It also can't learn on the fly. Humans can do all of that. Maybe future AI will, too, but for now the LLM approach is severely limited. It can make you believe that you are talking to something intelligent, but you aren't. As soon as it comes to non-trivial tasks the systems become extremely weak.

rarely I like or comment on Linus's videos, but that kaleidoscope at 0:48 was so good

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

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

@nerobaal6655

14 күн бұрын

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

TL;DW: Marketing is the root of all lies.

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

@projectsspecial9224

9 күн бұрын

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