Google's AI Makes Stunning Progress with Logical Reasoning

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Sabine Hossenfelder

Sabine Hossenfelder

4 ай бұрын

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Google has unveiled a new artificially intelligent system, AlphaGeometry, that can solve problems of mathematical geometry. It’s the first computer program to surpass the average performance of participants at the International Mathematical Olympiad. That might sound like an incremental improvement, just one more thing that AI is really good at, but mathematics isn’t just one more thing, it’s everywhere. This makes Google’s recent development a significant step forward. Let’s have a look.
The paper is here: www.nature.com/articles/s4158...
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Пікірлер: 2 200
@intothevoid2046
@intothevoid2046 4 ай бұрын
Next step: Humans learn logical deduction and reasoning too.
@MrWaterbugdesign
@MrWaterbugdesign 4 ай бұрын
That's been tried for 250,000 years. Humans don't have the proper hardware.
@RS-ls7mm
@RS-ls7mm 4 ай бұрын
Religion won't allow it.
@AMPProf
@AMPProf 4 ай бұрын
No just ArseInChaarr HOPEFULLY WE MAKE WALL-E.. Ooo gummybear cookie butter
@wuketuke6601
@wuketuke6601 4 ай бұрын
Ai will do it for us (yes this is a joke)
@davemathews5446
@davemathews5446 4 ай бұрын
Hahaha! Don't hold your breath....
@ericmoss6110
@ericmoss6110 4 ай бұрын
I’m a mathematician and I’m giving a talk about AlphaGeometry in a university seminar today. What Sabine says is essentially right. I think that the researchers had some good ideas, mainly creating their own training data and pseudo-language that makes the output human readable. However, their methods rely on brute force in a large way still. The AI suggests new geometrical constructions to make, but the deductions and algebra based on the constructions are brute forced in a rather computer-ish and non-human way. Not to mention the huge amount of compute resources this all requires. Also, this general strategy was done by OpenAI in GPT-f in 2020, but it wasn’t as successful or impressive since they trained on human language examples and wrote the proofs in Metamath, a proof checking software language. It’s an impressive proof of concept and has some good new ideas, but the eventualities in the video are very far off still. Euclidean geometry especially is rather easy to axiomatize in this way.
@SabineHossenfelder
@SabineHossenfelder 4 ай бұрын
Thanks for the context!
@fuseblower8128
@fuseblower8128 4 ай бұрын
Interesting. The really challenging mathematical problems are impervious to the brute force approach so there's still hope for smart humans 😁
@quasarsupernova9643
@quasarsupernova9643 4 ай бұрын
Can you please send the youtube link for this talk? Also can you tell me when we can expect AI to do calculus based questions?
@othercryptoaccount
@othercryptoaccount 4 ай бұрын
If we can eventually make progress in mathematics using "computer-ish and non-human ways" why not? It's been talked about that it might come to be that if we could spend a few million in compute to be able to solve some long held mysteries in math/computer science, we absolutely should. These LLMs are good at spitting out a bunch of potential solutions, but also good at being able to reason about which path has promise and which don't. The solutions don't have to be human like. Also I would argue that humans do this too inside our own heads when trying to solve complex problems. Run through scenarios and discard bad ideas and run with good ideas.
@user-ct7jq1xy1h
@user-ct7jq1xy1h 4 ай бұрын
To my mind it doesn't matter on what it relies, for several reasons first what matters is the result, second computers don't sleep don't eat drink and so on so in fact they (I mean AI) any way would solve the problem faster then a human in fact. Worse than that in only few years there is going to be a rise of production on neural CPU optimized for AI so the problem of computer resources for AI will be solved. In fact what is humanish way of thinking? Does it enclude patter recognition and brute force at least sometimes? Even if human brains recognize bigger patterns (for now) and so produce shorter proofs how much time it will take for AI to gain the same skills? Year or two? So we are doomed any way:).
@dyson9422
@dyson9422 4 ай бұрын
The hard part pf AI is the understanding of Sabine's sarcasm an finding the appropriate reaction.
@cubertmiso
@cubertmiso 4 ай бұрын
cancelling, hate-speech, shadow banning, plenty of options.
@valkeriancreator
@valkeriancreator 4 ай бұрын
That’s probably harder for the AI than solving the mathematical Olympiad with 100% 😂
@YourMom-zt5zj
@YourMom-zt5zj 4 ай бұрын
Yeah, no. Go ask GPT4 to explain the joke, "Is it solipsistic in here, or is it just me?" in detail, and then get back to me. You all fail to realize just how fast machine intelligence is progressing. This is The Big One.
@L2p2
@L2p2 4 ай бұрын
thats only because thats a well known joke that has internet history @@YourMom-zt5zj
@L2p2
@L2p2 4 ай бұрын
@@YourMom-zt5zj i agree they AI is making rapid progress but I suspect it will never truly understand a word of what it is saying.
@klausstengel8172
@klausstengel8172 4 ай бұрын
@SabineHossenfelder: Small nitpick: The company making those dog-like robots shown at timestamp 5:07 is actually called "Boston Dynamics", not "Boston Robotics". AFAIK they're actually a subsidiary of Hyundai. I like your videos, you're really good at presenting complex topics in an easy to understand way. Thanks and keep up the good work!
@mikemondano3624
@mikemondano3624 4 ай бұрын
Yes, my friend's son works for them. They have been through a few owners, even Google's Alphabet for a time. The last I knew, it was Hyundai as you said. As you may suspect, defense departments are hot on their tail.
@Mr.Anders0n_
@Mr.Anders0n_ 4 ай бұрын
AI acquiring rational thinking while many humans are losing it 🙃
@mikemondano3624
@mikemondano3624 4 ай бұрын
Human brains have been getting smaller for 100,000 years or so. Some biologists think iPhones and the internet have accelerated that process. Already, people do much worse on memory tests - they don't need to remember anything.
@makinganoise6028
@makinganoise6028 4 ай бұрын
Very few schools teach critical thinking, just enough education to operate the machines for the Elite, what happens when they dont need people for that.
@wanderer7480
@wanderer7480 4 ай бұрын
​@@mikemondano3624 why would the human brain continuously get smaller in the last hundred thousand years? That sounds unlikely.
@Alacritous
@Alacritous 4 ай бұрын
​@@mikemondano3624There's no better or worse when it comes to evolution. There is only survival and reproduction or death.
@thirdeyeblind6369
@thirdeyeblind6369 4 ай бұрын
But it has not acquired rational thinking.
@Govstuff137
@Govstuff137 4 ай бұрын
I asked AI if it could do Critical Thinking. It wasn't sure .
@ruschein
@ruschein 4 ай бұрын
At least it's more honest than most people!
@squidwardfromua
@squidwardfromua 4 ай бұрын
To tell the truth it's the smartest/well thought answer in his case imo
@IronFreee
@IronFreee 4 ай бұрын
It's quite easy to make Chat GPT contradict itself. If asked about its contradictions, it will just give some basic explanation on how it was the data that it was fed on. So, it doesn't seem to have any critical thinking as it just regurgitate what it was fed.
@PeteQuad
@PeteQuad 4 ай бұрын
Sounds like most people
@mlmg0817
@mlmg0817 4 ай бұрын
@@IronFreee Continue on that viewpoint and you will be the last to hop on the AI train. Worse yet you might get left behind if you're not quick enough to catch up.
@DeceptiveRealities
@DeceptiveRealities 4 ай бұрын
Exactly. It's not the "singularity" we need to be worried about. It's the fact that non-AGI will take over everything we currently do. There will be nothing left for humans.
@fandomguy8025
@fandomguy8025 4 ай бұрын
Not sure what the quotes are about but you do realize this a step towards the singularity right? The technological singularity is defined as the point when technology becomes an rreversable uncontrollable runaway process, one idea of how this happens is the ability for technology to invent & improve itself. As humans invent & improve it. This IS the singularity.
@gubblfisch350
@gubblfisch350 2 ай бұрын
Cultural performances in fields like music, acting, dancing or other forms of entertainment rely on the human connection. Yes you only could listen to AI-generated music and I'm sure that especially in the composition process it will be heavily used. But the persona of the singer or just seeing a real human perform in front of you will always have great appeal. Everyone with a Disney+ subscription can view an absolutely perfect performance of the musical Hamilton. Yet huge masses of people travel large distances and pay for expensive tickets to see an actual performance by real humans with impressive talent. AI won't replace them.
@lucyfrye6723
@lucyfrye6723 4 ай бұрын
John Maynard Keynes famously predicted in 1930 that in 100 years people would only work 15 hours a week. Surely that is related to predictions we hear about the benefits of AI. My guess is we will benefit on average but inequality will go through the roof.
@kapsi
@kapsi 4 ай бұрын
He lived in a time of rising communism, and capitalist countries implementing social policies (like 8 hour work day). He didn't predict that capitalism will win across the planet, and with nothing to oppose them, the capital will exploit workers as much as possible again. Also: The Jetsons (1962), George works for 9 hours a week.
@miriamweller812
@miriamweller812 4 ай бұрын
Could already do, but since we got a capitalistic system where the minority of productivity goes to make already absurdly rich people even richer by exploiting all other people, well...
@tellmemoreplease9231
@tellmemoreplease9231 4 ай бұрын
@@miriamweller812 Well said, you saved me a lot of typing my own comment. Productivity gains all go to our over lords. Pay the the working class just enough to prevent a revolution or collapse of the system.
@Stafford674
@Stafford674 4 ай бұрын
Interesting point. New technology will make the people who bring it to the market v.v.v. rich. But the real driver of inequality seems to be the ability to sell whatever you are selling into a wider market. JK Rowling is wealthier than authors in the past, because her books sell around the world. Footballers make fortunes because Manchester United supporters are on all five continents. Mind you, who gives a shit about inequality.
@siyacer
@siyacer 4 ай бұрын
so many communists don't seem to understand that they'll actually have to work under communism, sometimes even more than under the capitalist dystopias of east asia and america
@Arashmickey
@Arashmickey 4 ай бұрын
All your viewers will be robots? Reminds me of that Sid Harris cartoon: -"This is a pre-recorded message." -"Doesn't bother me, I'm a hologram."
@GungaLaGunga
@GungaLaGunga 4 ай бұрын
lol good one
@friedelhamm7784
@friedelhamm7784 4 ай бұрын
Top hoax! Pretending to still be human by saying one day you might be replaced by AI. 🤣🤣🤣
@chriskelso723
@chriskelso723 4 ай бұрын
It was very funny.
@daviddickey9832
@daviddickey9832 4 ай бұрын
Teachers: don't rely on the calculator The calculator:
@scifino1
@scifino1 4 ай бұрын
Still shouldn't rely on it, which is why its ability to present a proof of its reasoning is also important.
@Dziaji
@Dziaji 4 ай бұрын
@@scifino1 the average person probably should rely on it
@allencheshire9316
@allencheshire9316 4 ай бұрын
That's gold
@kingsford5555
@kingsford5555 4 ай бұрын
That upvote to view ratio is crazy. Sabine, you are a legend. No AI could ever hit that number!
@kevinmcdonough9097
@kevinmcdonough9097 4 ай бұрын
This is another great step! I'm xcited to see what it enables. Still feels like we're far off on: 1. Inventiveness (e.g. solving an unfamiliar problem by combining unrelated knowledge and experience to create a unique solution) 2. Complex unprompted inference (e.g. driving, see meteor strike in the distance, seek cover despite having never experienced one) 3. Learning from minimal data (these IMO contestants didnt need to invent millions of new proofs just for study material)
@caspermadlener4191
@caspermadlener4191 4 ай бұрын
As an Olympiad gold medal winner, I am a bit sad that AI is now better than geometry than I am, although I predicted this advancement earlier, because of the nature of Olympiad geometry. A lot of it consists of understanding the configuration you have, and it was realistic for an AI to easily recognise all of these. I am curious how well the AI would perform that divert from any standard configurations, where you have to be *truly* creative. Also, I wonder how well it performs on the Iranian Geometry Olympiad, the only competition I know off that has harder questions than the IMO, if only on a single subject. Luckily for me, geometry was always my weak point, and I still demolish AI on number theory, algebra and combinatorics.
@khosrowanushirwan7591
@khosrowanushirwan7591 4 ай бұрын
How did you prepare for the IMO? What was your schedule? How much time did it take? Did you learn anything outside the syllabus which helped?
@enadegheeghaghe6369
@enadegheeghaghe6369 4 ай бұрын
You still demolish AI for now. LOL
@Volkbrecht
@Volkbrecht 4 ай бұрын
Isn't it fun to witness our own species becoming obsolete?
@u1zha
@u1zha 4 ай бұрын
@@Volkbrecht What do you mean? Every species has always been obsolete. Earth doesn't care, the universe doesn't care.
@LarsRyeJeppesen
@LarsRyeJeppesen 4 ай бұрын
Just like the GO players did... then they didn't@@enadegheeghaghe6369
@Tore_Lund
@Tore_Lund 4 ай бұрын
With all the training material you've provided, you are assured of having an A.I. made based on you. Teaching future robot generations about proper science.
@robertbeaman5761
@robertbeaman5761 4 ай бұрын
We should just let AI learn fron the internet. That way AI will think the Earth is flat. 2🤣
@she__khinah
@she__khinah 4 ай бұрын
No. You need several magnitudes more training data to be able to train an LLM.
@christophkogler6220
@christophkogler6220 4 ай бұрын
@@she__khinah You most certainly do not. A few hundred lines of text is enough. JUST the transcripts of her videos would be enough to finetune a (pre-trained) LLM to almost perfectly mimic her speech patterns.
@she__khinah
@she__khinah 4 ай бұрын
@@christophkogler6220 Yes, it would be enough to finetune an existent LLM on her speech patterns, it wouldn't be enough to train an LLM from scratch or to teach an existent LLM new concept out of it's previous training data unless you want to loose previously learned features.
@MegaSuperCritic
@MegaSuperCritic 4 ай бұрын
I think we can take that fact for granted
@samedwards6683
@samedwards6683 4 ай бұрын
Thanks so much for creating and sharing this informative video. Great job. Keep it up.
@SkysMomma
@SkysMomma 4 ай бұрын
Great info and points. I love your channel. Also, the shirts you wear are so cute. I wonder where you shop.
@sprechendemulltonne5051
@sprechendemulltonne5051 4 ай бұрын
Maybe in a few years they will be able to do an experiment where they feed an AI with physics data known before Einstein and see if it figures out relativity by itself with it, lol.
@justinwhite2725
@justinwhite2725 4 ай бұрын
Einstein's insight game from an out of the box realization while waiting for a train while looking at a clock. AI can't make intuitive leaps like that and I doubt it ever will.
@vilmospalik1480
@vilmospalik1480 4 ай бұрын
@@justinwhite2725 don’t jinx it almost every time they said ai couldn’t do something it did it
@aleksandrpetrosyan1140
@aleksandrpetrosyan1140 4 ай бұрын
It might, the bigger question is how many wrong theories it will spit out before it does. Even a random walk is bound to give you the right answer at some point.
@wanderer7480
@wanderer7480 4 ай бұрын
I remember seeing something like this a couple of years ago. They gave the AI the ability to control a lab with robotic parts to set up and perform experimentations. It even found novel experiments to demonstrate already known theories.
@PooperScooperTrooper
@PooperScooperTrooper 4 ай бұрын
@@aleksandrpetrosyan1140 Sabine said it can check if a proof is correct
@hdufort
@hdufort 4 ай бұрын
I remember exploring the interactive proof assistant "Isabelle"in the late 1990s, in a graduate class on Non-Standard Logic Systems. Back then it felt almost magical. You'd enter propositions using definitions, axioms, and a language that you could adapt to your needs. And the system would just expand the set of propositions applying the allowed logical reasoning rules. Very flexible. I wrote a memoir on extensions of Barcan/Kripke logic and used Isabelle to formalize some of the demonstrations. But now we're beyond that. The AI is driving the show.
@Darkon10199
@Darkon10199 4 ай бұрын
I didn't know Isabelle was *that* old
@hdufort
@hdufort 4 ай бұрын
@@Darkon10199 I used it in 1998-99.
@aleksandrpetrosyan1140
@aleksandrpetrosyan1140 4 ай бұрын
Larry Paulson (author of that system) would disagree.
@TomSFlint
@TomSFlint 4 ай бұрын
It still can't do induction, though.
@user-jr6bl9ih3e
@user-jr6bl9ih3e 4 ай бұрын
Perfect description of neuro symbolic method and how it's similar to how the human brain works using both neural pattern recognition and logical rules.
@12polizei24wegvonhier
@12polizei24wegvonhier 4 ай бұрын
I think I spotted two headlights in Sabine’s enthusiasm
@gbadishomeassistant748
@gbadishomeassistant748 4 ай бұрын
No i disagree. Noone can replace you.
@dukeofdenver
@dukeofdenver 4 ай бұрын
Bro glazing😂😂
@millalaure
@millalaure 4 ай бұрын
I agree :)
@macmcleod1188
@macmcleod1188 4 ай бұрын
They would need to train the a.i. on her dry sense of humor and the rate she uses it.
@Storin_of_Kel
@Storin_of_Kel 4 ай бұрын
Yeah, 100%! No one can replace you!
@Killer_Kovacs
@Killer_Kovacs 4 ай бұрын
BAE
@smoothcortex
@smoothcortex 4 ай бұрын
I stay subscribed to this channel so I never forget what humility is
@faustesq5854
@faustesq5854 4 ай бұрын
Thanks! I so happy with your videos. 😊
@Azariy0
@Azariy0 4 ай бұрын
That's FIRE 🔥🔥🔥 This is so cool. I've been waiting for this for months.
@jamesgrover2005
@jamesgrover2005 4 ай бұрын
I'm looking forward to sending my Ai out to watch everything for me, it can then report back.. I'll be in the floatation tank screaming
@MrWaterbugdesign
@MrWaterbugdesign 4 ай бұрын
KZfaq is already there. Search "reaction to movies".
@mikemondano3624
@mikemondano3624 4 ай бұрын
Don't forget that it seems any time AI can get away with it, it tells lies. The actual reason we can never prove that we are not just brains-in-a-vat is that, in fact, we are.
@patrickcunniff5936
@patrickcunniff5936 4 ай бұрын
I am a retired IT professional who worked on a lot of cutting edge stuff until I retired 3 years ago. I recently found out that almost all of the automation scripts that made up about half my teams work 3 years ago are all done via AI now; C,Perl,Python Javascript and all the selenium and all the builds. All of it. The whole lot. Wild.
@pb-fo9rt
@pb-fo9rt 4 ай бұрын
You lucky guy can sit back and watch it all unfold while the rest of us look into THIS as our future...
@donkeychan491
@donkeychan491 4 ай бұрын
There's a whole class of slightly autistic people (I count myself as one!) who used to make a good living doing this type of thing. Although I can see many new roles being created by these AI technologies, I suspect they will be more in the creative or managerial domains, so I suspect there will soon be a lot of disappointed young "autists" out there.
@leahthegeek9677
@leahthegeek9677 4 ай бұрын
As an aspiring autistic programmer, I felt this comment 💔
@fuseblower8128
@fuseblower8128 4 ай бұрын
C, Perl, Python and Javascript.... But not C++! That figures, even AI has its limits 😉
@patrickcunniff5936
@patrickcunniff5936 4 ай бұрын
@@pb-fo9rt I feel kind of lucky but really retired about 3 years before I wanted. But I really do feel bad for those coming after me as it will never be the same for those coming up now. My advice is to treasure your health and family. Don't trust any government nor employer and especially not recruiters. Good luck to all of you.
@wlyang9336
@wlyang9336 4 ай бұрын
5:27 i know that technically it's not that difficult but animating that vermeer painting was mind blowing.
@artgamechanger3841
@artgamechanger3841 4 ай бұрын
It was frightening to me...😵‍💫
@user-wl5wj3ho5x
@user-wl5wj3ho5x 4 ай бұрын
Sabine…nothing can ever replace you!!!
@zdzislawmeglicki2262
@zdzislawmeglicki2262 4 ай бұрын
All logical reasoning about abstract, precisely defined objects, such as you find in geometry and more broadly in mathematics, is reducible to precisely formulated algorithms that can be implemented as functions in a broader system tasked with reasoning and proving theorems about the said objects and relations between them. I remember decades ago people already played with it, often producing impressive results.
@Oler-yx7xj
@Oler-yx7xj 4 ай бұрын
It's important to remember that it still used a proof engine, what the AI part did is to make all the constructions needed for the engine to do it's thing
@donkeychan491
@donkeychan491 4 ай бұрын
It's more efficient that way, rather than forcing it to reinvent the wheel every time you run it (pass-through transformers having no "memory" as such). Ultimately they will be able to bootstrap to more generic AI much faster using this type of approach.
@Oler-yx7xj
@Oler-yx7xj 4 ай бұрын
@@donkeychan491 Of course, but it sounds less cool and generalizable this way. Even their training method relies on the proof engine, so we aren't as close to Skynet yet
@splitpierre
@splitpierre 4 ай бұрын
Love your work Sabine, pro tip, place your in-video ads in between your content, right before any major gotcha moment. Optimize your full watch time in algorithm 😅
@alex79suited
@alex79suited 2 ай бұрын
Another very informative video, thanks again Sabina. Peace ✌️ 😎.
@MCsCreations
@MCsCreations 4 ай бұрын
No one could ever replace you, Sabine. We need your intelligence and sarcasm. 😊 Stay safe there with your family! 🖖😊
@memootto
@memootto 4 ай бұрын
SHE IS THE BEST SINGER
@davidarvingumazon5024
@davidarvingumazon5024 4 ай бұрын
Google AI: I'll replace you, soon. 🤑🤑🤑🤑🤑
@JonBall44
@JonBall44 4 ай бұрын
I would never replace you Sabine
@collin4555
@collin4555 4 ай бұрын
Oh this is really interesting. I'm very curious how the two styles of models interface with each other
@martf1061
@martf1061 4 ай бұрын
5:23 text-to-video is already available to public. Maybe not the one from ggl, but this computer program is already public
@tomgooch1422
@tomgooch1422 4 ай бұрын
Amazing...but still a long way from being able to ride a bicycle across Manhattan during rush hour to deliver the result as part of a Turing Test.
@O_Lee69
@O_Lee69 4 ай бұрын
Any machine capable of passing the turing test will be capable of faking to fail the test.
@Volkbrecht
@Volkbrecht 4 ай бұрын
So what you're saying is that we humans are still superior at tasks we wouldn't be willing to take on if we were a rational species? ;)
@MrWaterbugdesign
@MrWaterbugdesign 4 ай бұрын
@@Volkbrecht Good to see robots speaking up.
@Verklunkenzwiebel
@Verklunkenzwiebel 4 ай бұрын
It should be possible today. A Segway is able to keep its rider upright. Couple that with sensors and logic from a google-taxi and send it on its merry way. Maybe it also should be fitted with an artificial hand with a servo that allows one finger to be used for signalling
@DaimonTrilogy
@DaimonTrilogy 4 ай бұрын
​@@VerklunkenzwiebelThe middle finger?
@squidwardfromua
@squidwardfromua 4 ай бұрын
As a guy in the Futurama said, "Welcome to the world of tomorrow!"
@fannyalbi9040
@fannyalbi9040 4 ай бұрын
professor Farnsworth?
@PeteQuad
@PeteQuad 4 ай бұрын
I think someone in Disney world said that once
@squidwardfromua
@squidwardfromua 4 ай бұрын
@@fannyalbi9040 No, the guy who welcomes unfrozen people. This phrase is also in Futurama main theme
@timhaldane7588
@timhaldane7588 4 ай бұрын
Good news, everyone!
@jimmyzhao2673
@jimmyzhao2673 4 ай бұрын
@@squidwardfromua I heard Walt Disney is frozen.
@johnrowson2253
@johnrowson2253 4 ай бұрын
You are very important to me, especially as a science teacher ! Thank you
@peterjeffery8495
@peterjeffery8495 4 ай бұрын
Recall the Seekers, an Australian band from way back in the 60's who had a song titled " I know I'll never find another you". There's a new world somewhere They call the promised land And I'll be there someday If you will hold my hand I still need you there beside me No matter what I do For I know I'll never find another you
@sidensvans67
@sidensvans67 4 ай бұрын
Wonderful song and Group .
@wuketuke6601
@wuketuke6601 4 ай бұрын
Ai taking all of our jobs should be good news. in what world are we living in??
@damianpos8832
@damianpos8832 4 ай бұрын
haha..You arent needed anymore. I am sure the psychotic banksters will just feed you for no reason..Am i right?
@lukasschmidt175
@lukasschmidt175 4 ай бұрын
As long as political systems are strong enough to take care of a fair distribution of wealth amongst all people, I would totally agree. But is it not likely, that we will see a massive accumulation of wealth and power for those who own ai and production capacities, within nations and even more globally? I'm afraid that this will strongly increase all kinds of inequalities.
@shatterthemirror8563
@shatterthemirror8563 4 ай бұрын
When they take the jobs, the cost of living for everyone will go down and it ends up being equivalent to a wealth redistribution when you lose your job to the AI. No government bureaucrat needed.
@larion2336
@larion2336 4 ай бұрын
@@lukasschmidt175 Yep... the key point is - AI is not the problem. The sociopaths at the top of society are.
@atoth62
@atoth62 4 ай бұрын
@@larion2336 Yep, they want AI because its free labor, in other words slaves. They wouldn't be too keen if they had to pay the AI.
@utkua
@utkua 4 ай бұрын
Math is surprisingly memory intensive, it is like chess, people get better by recognizing patterns not by reasoning.
@st3ppenwolf
@st3ppenwolf 4 ай бұрын
you need both, memory and reasoning
@carlosgaspar8447
@carlosgaspar8447 4 ай бұрын
and reasoning is not involved in pattern recognition.
@utkua
@utkua 4 ай бұрын
@@carlosgaspar8447 reasoning is linking by logical rules, pattern recognition is matching a set. They are different.
@henrytep8884
@henrytep8884 4 ай бұрын
Language is surprisingly memory intensive, you can’t have logic or reasoning without it.
@tpog1
@tpog1 4 ай бұрын
Complete nonsense. Mathematical reasoning is the polar opposite of playing chess. Most mathematicians suck at chess (including myself) because the mental skills you need to understand and come up with mathematical concepts and proofs don't help you at all with playing chess (and vice versa).
@ProjSHiNKiROU
@ProjSHiNKiROU 4 ай бұрын
Passing on an object to someone else is a hard robotics problem: Not gripping the object too hard, and figuring out when to let go, safe handling of small animals, and so on
@fandomguy8025
@fandomguy8025 4 ай бұрын
Solving it would require a robot with a brain made from a composite system with multiple neural networks in integrated sync from language models to image identifiers, symbolic deduction, a world + body model, a model that defines the objects in this world model including the self & others! In essence, we need to build a human to get a human. Only then will the AIs truly be able replace us, or will they be one of us? One thing I left out here was a model that provides emotions including moral/social ones. This is truly the hardest but also most essential problem to solve. If we don't our synthetic assistants will find themselves walking off cliffs because they don't feel fear, walking around with potentially critical damage because they don't feel pain, and worst of all killing humans on a whim if it deduces that's a logically good way to complete it's task. (This is the point when the "AI will kill us all" scenario becomes possible. Terminators.) When we figure out & add that, that's it, we are now parents to humans we have sculpted with our hands.(But stronger & faster humans) Taking on the role of god. (This might be a little easier than we think though, but it would be different from a single neural model in that it would have to be a property of the integrated brain network since you can't feel "good" or "bad" about something without a world that includes you & others to define it. Emotions are the way our brain net regulates its actions alongside the "attention schema" model that prioritizes certain internal & external inputs at a time like a targeting reticle, robot will need this too. Some scientists believe this is the seat of our consciousness at it's core. The brain's self-model to control itself. We are the internally generated control object. Basically equivalent to the soul concept but with no field or force that can transfer it elsewhere through a ghost body.) Are we ready for the responsibility? Note: This doesn't completely remove the possibility of robot uprising it'll just depend on how we treat the life we have created like any uprising. Again, like humans. If you want something that can efficiently handle animals like a human you must build a human.
@aroundandround
@aroundandround 4 ай бұрын
4:36 I’d say it actually does mean “simple” as both machine-checking proofs as well as manually checking proofs is indeed quantifiably simple (formally in P that no one thinks equals NP and all practical evidence suggests is simple enough to be efficiently automated).
@jguitar23
@jguitar23 4 ай бұрын
Sabine boosts us non-artificially♡
@floretionguru2977
@floretionguru2977 4 ай бұрын
AI that can explain how it arrives at certain conclusions is very valuable. I seem to remember hearing in Germany, e.g., there are hurdles to using AI to diagnose diseases like cancer because laws require there to be an explanation for why a certain procedure is necessary. "Black boxes" were thus very problematic.
@CCaribou
@CCaribou 4 ай бұрын
The procedure is necessary because it is cancer and cancer kills. Why would it matter that the diagnosis was from a 'black box'?
@silverchairsg
@silverchairsg 4 ай бұрын
@@CCaribou Dunno about cancer, but I can see why it's necessary when it comes to say legal judgements. Imagine being convicted by an AI without any explanation why.
@sasa-ft2vq
@sasa-ft2vq 4 ай бұрын
@@CCaribou Because the procedure might also kill and the judgement accuracy is not 100%.
@NomadicBrian
@NomadicBrian 4 ай бұрын
In learning AI/ML basics predictability model training was one area I had to slow down and revisit the math that was the foundation getting a more useful outcome. Since I don't depend on AI/ML for building my professional applications I got pulled away on projects to earn a living. I am pretty sure that the slow down in the learning process revealed the gap I would have to writing code for facial recognition. I very rarely need algebra or calculus to support typical verticals of my clients. I suppose I could play with this on my football numbers site. Level up a graph or chart I do in Python. At least follow through on acceptable model training to improved predictability.
@elementalpee7987
@elementalpee7987 4 ай бұрын
It will be nice if chat can revise its outputs when they aren't internally consistent or relevant to the context.
@theeddorian
@theeddorian 4 ай бұрын
I will be interested to hear how it details with incompleteness issues. Gödel's Incompleteness Theorems are always there. And, while we don't encounter them on a regular basis, it is something to be wary of in any logical argument where you can back yourself into a paradox.
@electrocye2822
@electrocye2822 4 ай бұрын
lol imagine it just starts tweakin out when it runs into paradoxes. Like if it tried to recreate set theory and started thinking about the “set of all sets that don’t contain themselves” and it goes into a never ending loop of constructing the set, then putting that set into itself (since it initially does not contain itself), but then realizes it has to be taken out, but then that means it doesn’t contain itself again and it should be put back in, and so on. Humans have the ability with our consciousness to recognize paradoxes and what they mean. But AI just computes logic. So it’d probably be incredibly confused when contradictions pop up while still following the axioms it learned. Maybe paradoxes would just get left there and the AI wouldn’t even recognize what it’d done
@mzg147
@mzg147 4 ай бұрын
incompleteness theorems just mean you cannot prove everything about arithmetic. Actually, it doesn't apply to geometry. You *can* prove everything in geometry.
@katehamilton7240
@katehamilton7240 4 ай бұрын
Yes! I am also interested in the fundamental computational limits and how AI can overcome those.
@katehamilton7240
@katehamilton7240 4 ай бұрын
@@mzg147 What about other AI tasks? There are fundamental limits in computation that cause contradictions
@theeddorian
@theeddorian 4 ай бұрын
@@mzg147 That is, well, just wrong. The Incompleteness theorems apply to any rule based logical system, including logic itself. All logical systems rely at root upon some assumptions that must be true for the system, but which cannot be proved within the system's rules. Look up Russel's Paradox. It is considered one of the most significant or famous paradoxes in modern history and philosophy. It identifies a paradoxical situation in set theory. Similar problems also appear in geometry where postulates change based upon the kind of geometry you are using.
@travelacorn
@travelacorn 4 ай бұрын
Hi! I work in Generative AI and wanted to just make a tiny contribution about "reasoning" in these models. It's actually not reasoning, it's rather computing the most likely word to occur in sequence over and over and over again, until there's a coherent answer. It's still super impressive, but this is very different from reasoning or what we would consider "understanding" or the implementation of logic. At the end of the day, it's using math to predict probable continuations of the proof based on the context (in this case, the geometry problems). And since those probabilities are derived from the training data, it would do very poorly on other types of tasks (like reasoning about company finances, for example). We're still a very long way from reasoning and critical thinking!
@Magicwillnz
@Magicwillnz 4 ай бұрын
Well, the point of the video was that this new AI doesn't operate like that.
@bilalbaig8586
@bilalbaig8586 4 ай бұрын
@@Magicwillnz The point of the original comment was that "this" is not a "new AI". Its the same thing as ChatGPT but with vision and trained on logical problems with RLAIF.
@ayoCC
@ayoCC 4 ай бұрын
Deepmind kinda showed how their AI works somewhat in the AlphaGo documentary
@tonycook1624
@tonycook1624 4 ай бұрын
@@Magicwillnz I think his point was the "new AI" is still working the same way. This one just has a math filter added to screen out the illogical continuations to give the impression that logical thinking is really happening
@abraruralam3534
@abraruralam3534 4 ай бұрын
Tbh most humans create proofs in the same manner. They train by looking at some examples of proofs (by contradiction, counter-example, deduction, induction, etc) then they try to guess (predict, in other words) what the best way to prove a new statement would be. I don't think there's any human out there who can systematically prove something from the start, some educated guesswork is inevitable. That's because we don't have any algorithm for finding proofs.
@robertliverant2322
@robertliverant2322 4 ай бұрын
Absolutely, you are irreplaceable! Priceless and damn entertaining!
@suvirmisra
@suvirmisra 4 ай бұрын
Yes. It will happen. Infact, it is time LLM s were trained in Propositional Logic, Modal Logic, Fuzzy Logic, Ontic Logic and all types of Advanced Logical text books. I would like to do that but cant find time and resource right now.
@TheGuyCalledX
@TheGuyCalledX 4 ай бұрын
I heard a report on NPR discussing Google's AI solving International Math Olympiad problems as well as human competitors. Apparently they trained two separate models-- one a language model like Chat-GPT to be able to interpret the problem and convert it to mathematical logic, and another model trained to write logical proofs to get from one mathematical statement to another. It's the fact that these two domains are separate initially that allows Google's AI to separate the signal from the noise in a way Chat GPT can't. Mindblowing stuff.
@JaredWyns
@JaredWyns 4 ай бұрын
Finally, a software that I'll be able to reason with that doesn't just assume it knows what I want.
@marksteers3424
@marksteers3424 4 ай бұрын
Please note that this is induction (or inductive reasoning) and not deduction. Sherlock Holmes used induction though the world tends to think it is deduction
@myg63
@myg63 4 ай бұрын
Thank you Sabine for your Work. May be you could ask an AI robot how to increase your recording quality. I think you need a better microphone or/and recording environment.
@alexandrelopes308
@alexandrelopes308 4 ай бұрын
Skynet vibes are stronger and stronger over time...
@squidwardfromua
@squidwardfromua 4 ай бұрын
@@christianadam2907 In explosive jelly we trust
@stickynorth
@stickynorth 4 ай бұрын
Dun dun dun, dun dun, dun dun dun!
@Sashko_Dee
@Sashko_Dee 4 ай бұрын
Are you suggesting we should track down Miles Dyson and end this thing once and for all?
@helloyes2288
@helloyes2288 4 ай бұрын
Dude, skynet was pretty braindead as far as AI goes. Soon you'll miss the days when you thought the worst AI could pull out was nuclear war and autonomous killing machines.
@chrisdraughn5941
@chrisdraughn5941 4 ай бұрын
Skynet is our friend.
@derrikarenal3308
@derrikarenal3308 4 ай бұрын
It'll be sobering day when someone greets the A.I., 'Good morning, mom!"
@GungaLaGunga
@GungaLaGunga 4 ай бұрын
"I'm afraid I can't do that Dave." - 2001 "MOTHER!!!!!" - Ripley, Alien "What did we learn Palmer?" "I don't know sir" - Burn After Reading What could go wrong? lol
@emergentform1188
@emergentform1188 4 ай бұрын
love it, hooray Sabine!
@user-jr6bl9ih3e
@user-jr6bl9ih3e 4 ай бұрын
Nobody could ever replace you, Sabine! Nobody! Never!
@randywa
@randywa 4 ай бұрын
I think no matter how much ai can do, people will want some level human entertainment and interaction. That being said I do think AI will still take over a lot, probably the majority, of jobs
@bournechupacabra
@bournechupacabra 4 ай бұрын
This system by itself is not really generalizable because it relies on the ability to generate training data. Doing that for well understood foundations of geometry is not super hard. But how would you train a model to solve the Riemann hypothesis? The reason that Riemann hypothesis and other outstanding mathematical questions are hard is because we don't fully understand them. It's not trivial to generate "similar" problems and then find a pattern.
@she__khinah
@she__khinah 4 ай бұрын
The way you would do that is to randomly generate theorems by randomly applying inference rules to a given set of premises and make sure that the generated theorems aren't completely trivial (they don't have to be useful in the real world) meaning they need a minimum amount of inference steps and the proof you've generated isn't unnecessarily long. The latter would probably be the most difficult part. Then you train your model on this artificial dataset. The model doesn't care if the theorems you trained it on have actual usage in the real world.
@uabel
@uabel 4 ай бұрын
Why do we call it a model and not a modeler?
@katehamilton7240
@katehamilton7240 4 ай бұрын
Yes! I am also interested in the fundamental computational limits and how AI can overcome those.
@she__khinah
@she__khinah 4 ай бұрын
@@katehamilton7240 What do you mean by fundamental computational limits?
@katehamilton7240
@katehamilton7240 4 ай бұрын
@@she__khinah Limits relate to algorithms (incompleteness and contradiction) and also physical limits. Look it up :)
@user-ze4ut5og7k
@user-ze4ut5og7k 4 ай бұрын
This is similar to the process that a chess playing program uses. Translating problems into symbols is harder than coding chess piece locations, but not infinitely so. Applying every theorem to every quantity in the problem to express new relationships/constraints is like trying every Chess move for N steps ahead against possible move that is accessible. Inserting new lines etc. to bridge gaps by creating new unknown quantities that can be intermediate steps to an unreachable destination by applying multiple theorems is like moving pieces to new locations that provide more options for future moves.
@OMDMIntl
@OMDMIntl 4 ай бұрын
Theres no way to replace you Sabine❤
@ajames8237
@ajames8237 4 ай бұрын
No one can do science based puns like you so there’s nothing to worry about💙
@greenstonegecko
@greenstonegecko 4 ай бұрын
This isn't just "another step in AI". It's a completely different type of AI. It does not spit out the most probable result... It spits out the **correct** result (at least hopefully). AI shifted to actual thinking instead of mimicry/brute-forcing a solution.
@CAThompson
@CAThompson 4 ай бұрын
The video described the addition of logic and finding proof to neural nets, which is how this differs from ChatGPT and similar models based on neural networks.
@Sven_Dongle
@Sven_Dongle 4 ай бұрын
Careful when you throw out terms like "actual thinking", cause it aint.
@TheSkystrider
@TheSkystrider 4 ай бұрын
It's still a long way from reasoning and being logical. Sounds like it starts off doing the same as LLM such as ChatGPT which is just making a good guess via calculating distances between concepts, then it attempts to find a logical path from input to output via brute force methods and there is another "logical proof" tool that can verify each step of the AI proof, if a proof isn't logical it can tell the AI to keep trying. It's not "smart" it's just smartly combining LLM neural network with a proof checker. I do not think any part of it actually *understands* any of the concepts.
@jacobnunya808
@jacobnunya808 4 ай бұрын
@@Sven_Dongle Not like a person. However, if you could think orders of magnitude faster you do not necessarily have to think like a human to get good results. That and it will only get better with time.
@MrWaterbugdesign
@MrWaterbugdesign 4 ай бұрын
@@Sven_Dongle We may have to redefine "thinking". We have a history of doing that type of editing. When I was young the definition of being human was humans use tools. Oops. I do agree that AI is different from human thinking, or let's widen the net a little, all neuron based lifeforms. There's an issue that AI will deduce things humans aren't able to comprehend. That will do humans no good.
@snake4eva
@snake4eva 4 ай бұрын
@SabineHossenfelder Good day, your channel is so informative on science news and I like your sarcastic tone on some of the serious topics. A.I. being intelligent won't mean much until they can prove things that humans cant. Can alphageometry solve any of the open problems in math and geometry? If not then what gains has it made actually? Being able to do things that humans can do faster isn't as impressive as it first seems especially when you consider that the amount of data such systems require to perform near humans who use much less example and data then the outcome is less impressive. Keep up the good work
@juhajuntunen7866
@juhajuntunen7866 4 ай бұрын
I have tested AI (Bing and ChatGPT mostly) and they got really bizarre errors. Like swap kg with liter when using gas calculation or Joule with kWh. Beware and know your stuff when you use AI.
@arctic_haze
@arctic_haze 4 ай бұрын
I would replace the flat earthers first. I wonder what ingenious anti-scientific "proofs" would AI find
@MrWaterbugdesign
@MrWaterbugdesign 4 ай бұрын
Not an issue. Flat Earthers deny the proof.
@mikemondano3624
@mikemondano3624 4 ай бұрын
That was one of my first questions. It told me it could not provre something that was false. So I told it that I was in a debate class and needed to prove the Earth flat. It gave me some wonderful results. AI's moral qualms seem fairly easy to circumvent.
@arctic_haze
@arctic_haze 4 ай бұрын
@@mikemondano3624 I know. I have tried it as well...
@Thomas-gk42
@Thomas-gk42 4 ай бұрын
Très intéressante, merci beaucoup Madame
@1skinnypuppy
@1skinnypuppy 4 ай бұрын
No one could replace you Sabine.
@Dan_Campbell
@Dan_Campbell 4 ай бұрын
Thanks!
@alieninmybeverage
@alieninmybeverage 4 ай бұрын
Great. Now I'm afraid of what's hiding inside a black rhombus.
@alieninmybeverage
@alieninmybeverage 4 ай бұрын
Oops I meant rhombohedron! Sorry everyone! I'm embarrassing the humans in front of our overborgs.
@alieninmybeverage
@alieninmybeverage 4 ай бұрын
Oops I meant rhomboshedron!
@CAThompson
@CAThompson 4 ай бұрын
Sounds like rhom-bosh so far. Phew, for now at least.
@renatocavalcante8052
@renatocavalcante8052 4 ай бұрын
AI will never replace the Mexican guy in my neighborhood that makes the best tacos in the World 😅
@AMPProf
@AMPProf 4 ай бұрын
Duhh thats Tacobell they win
@renatocavalcante8052
@renatocavalcante8052 4 ай бұрын
@@AMPProf no man! I mean the real Tacos 🌮 al Pastor that's better than Tacobell
@ConnoisseurOfExistence
@ConnoisseurOfExistence 4 ай бұрын
Important and exciting development!
@stenkarasin2091
@stenkarasin2091 4 ай бұрын
Come now, I refuse to believe anything could ever replace Sabine Hossenfelder.
@isomeme
@isomeme 4 ай бұрын
The "HAL" in HAL-9000 was short for "Heuristically programmed ALgorithmic computer", which is another way of saying neuro-symbolic. Clarke was eerily good at prophecy.
@madcow3417
@madcow3417 4 ай бұрын
Better than the average... math olympian. Got me beat.
@aleksandrpetrosyan1140
@aleksandrpetrosyan1140 4 ай бұрын
That probably means someone who went there and came back empty handed. Getting a Bronze is a gauntlet, but I'm willing to bet that it won't do well with things that require you getting creative. I've always loved functional equations because you have to get clever and there's no set way to solve them.
@grokeffer6226
@grokeffer6226 4 ай бұрын
Interesting stuff. 👍👍👍
@mrpicky1868
@mrpicky1868 4 ай бұрын
yeah that ability to create concepts and working set was obvious hard problem on the way to actual AGI... add self-improvement and it's over. but i actually welcome it.
@AaronSmith-kt2fs
@AaronSmith-kt2fs 4 ай бұрын
I’m genuinely terrified of AI.
@archibaldikowski3646
@archibaldikowski3646 4 ай бұрын
I'm only afraid of ignorant, but convinced people, as always. ;)
@Thedeepseanomad
@Thedeepseanomad 4 ай бұрын
How so?
@AORD72
@AORD72 4 ай бұрын
Why? Imagine having all your problems solved. E.G. health issues, lack of money.
@AORD72
@AORD72 4 ай бұрын
Why? Imagine having all your problems solved. E.G. health issues, lack of money.
@konstantin.v
@konstantin.v 4 ай бұрын
​@@AORD72, the latter problem will be solved only for the corporations owning the AI, not the general populace 🤭
@CallOfCutie69
@CallOfCutie69 4 ай бұрын
No AI could compete with your German Humor.
@CAThompson
@CAThompson 4 ай бұрын
I think it's beyond German humour, and a Sabine thing that AI won't be able to replicate.
@fuseblower8128
@fuseblower8128 4 ай бұрын
"German humor".... Errr. That does not compute. Syntax Error!
@CallOfCutie69
@CallOfCutie69 4 ай бұрын
@@fuseblower8128 that’s the point
@davidespinosa1910
@davidespinosa1910 Ай бұрын
For "logical reasoning", you can connect an LLM to a SAT solver, which can do flawless propositional logic on thousands of variables.
@dorzsboss
@dorzsboss 3 ай бұрын
Good to hear! Maybe the replacement will answer questions in the comment section. 😊
@aidanclarke6106
@aidanclarke6106 4 ай бұрын
[X] I am not a robot, I swear
@geraldeichstaedt
@geraldeichstaedt 4 ай бұрын
They are almost as far as I was 15 years ago, when I stopped my research on AI for security reasons.
@ChuckSwiger
@ChuckSwiger 4 ай бұрын
ChatGPT4 with the Mathematica plugin was a lot of fun.
@robinwallace7097
@robinwallace7097 4 ай бұрын
This all reminds me of a Kurt Vonnegut passage about a people who hated useless things and purposeless work, so they created machines to do all the work considered beneath them so they could concentrate on higher purposes. And they kept making machines to serve higher and higher purposes so the people could focus on their HIGHEST purpose, which they couldn't figure out, so they made a machine to answer that. The machine said they really had no purpose at all. So the people who hated purposeless things, and couldnt even get rid of purposeless people, made a machine to rid the world of them, which it did very efficiently. The end.
@winstongludovatz111
@winstongludovatz111 4 ай бұрын
These problems can be quite tricky but are designed to be solved with no theory in 30 minutes or less. Mathematics on the other hand is a cumulative effort spanning centuries. You need a lot of background to even get to advanced problems in the core fields. It is a totally different matter altogether.
@AMPProf
@AMPProf 4 ай бұрын
Nawww it's all made up from add 1 take 1
@rongenise7006
@rongenise7006 4 ай бұрын
Feed it alternative facts and the let’s see how unbiased and clear cut it’s “reasoning” is
@donkeychan491
@donkeychan491 4 ай бұрын
Chatbots are master BS-er's. They simulate what human BS-er's would output.
@PeteQuad
@PeteQuad 4 ай бұрын
Sounds like people
@justinthecode
@justinthecode 4 ай бұрын
This is basically knowledge-based agency through ML. Really interesting stuff. It indeed will have wide implications.
@jimslade7319
@jimslade7319 4 ай бұрын
Great! Now we don't have to think at all anymore!
@BillyViBritannia
@BillyViBritannia 4 ай бұрын
I'm so eager to see what other humans will have us do when AI takes all jobs since sitting around and having fun doing what you like is most probably out of the question
@RlsIII-uz1kl
@RlsIII-uz1kl 4 ай бұрын
The permanent political class and the unelected globalist oligarchies will no longer need us. Expect some very harsh times as were viewed as carbon and dangerous to the environment. These are the globalist socio-fascists (Third Worldism) and neo-Hegelian cultism/woke cultism is its result. Trump2024
@VHMLDL
@VHMLDL 4 ай бұрын
There won’t be anything for you TO do. Because we won’t need those feeble skills. The PAIN that comes with memorization of the fact that you wasted your time on this rock and never learned anything that somebody is willing to continue to pay to have.. Will be what’s the worst case scenario for you. Don’t be afraid of what other humans are going to do. Be afraid of how you will FEEL when nobody needs anything from anyone who doesn’t understand machine and deep learning. That’s what is coming for you. Not other humans.
@VHMLDL
@VHMLDL 4 ай бұрын
The feeling of uselessness.
@VHMLDL
@VHMLDL 4 ай бұрын
Don’t be afraid of other human beings and what we will do with AI. When AI finally comes and takes your job in the next 10 years.. You and BILLIONS of others are going to have a realization. And that realization will entail a reflection of your life choices and how you chose to spend your time in this life. And it will be accompanied with great regret and depression
@kenhickford6581
@kenhickford6581 4 ай бұрын
@@VHMLDL Re: "And it will be accompanied with great regret and depression". Followed by mass suicide'??...Or is that the plan??
@zajlord2930
@zajlord2930 4 ай бұрын
i wonder what will happen to schools after a while of these kinds of developments. calculators replaced just us doing the actual number crunching so we could focuse on the equations but whats left for us to do when ai can do all this stuff... i ofcorse dont rely on ai as im bit stubborn with these things, i rather have these things in my head then one search away but that wont last long same way counting by hand didnt last long
@keepalit4371
@keepalit4371 4 ай бұрын
I think schools will make the shift to "life" skills, like psychology, social sciences, ethics etc. Also more knowledge on how to interface with technology and how to exist in a society that doesn't value your output. There is little reason to teach old stuff, unless the students want to.
@zajlord2930
@zajlord2930 4 ай бұрын
@@keepalit4371 interesting. i could imagine these kinds of changes at university level but i cant imagine how middleschools and highschools will adapt as they have barely changed in hundreds of years (at least in my country) and they are extremly stubborn applying any minimal changes, let alone big ones like these
@alexsidney4796
@alexsidney4796 4 ай бұрын
When ai does it all, and if we tire of shovelling billions into the pockets of people with no more qualities than anyone else then we could: ‘do one thing today and another tomorrow, to hunt in the morning, fish in the afternoon, rear cattle in the evening, criticize after dinner, just as I have a mind, without ever becoming hunter, fisherman, shepherd or critic’. The example is 178 years old, so pilates wasn’t quite on the horizon. The question. ‘what to do’, as a member of a post (capitalist) world is a good one and will require a lot of communal imagining. Unfortunately, at the moment there is no requirement for imagination in schools. And in the absence of its ‘illumination' ai seals the deal that provides us with all that IT thinks we need.
@jonwatte4293
@jonwatte4293 4 ай бұрын
"unbiased" only if the training data is unbiased. Then again, progress can be useful even if it has some bias, we just need to keep working at reducing it.
@felixhirsemann2614
@felixhirsemann2614 4 ай бұрын
how can i use alpha geometry? i only find texts and videos about it. is there any downloadable app or something?
@y2536524
@y2536524 4 ай бұрын
I highly suspect this video is already a robot instead of Sabine
@KingCobbones
@KingCobbones 4 ай бұрын
And from what I've seen lately, her clothes haven't been changed for some time, further supporting your robot hypothesis.
@Thomas-gk42
@Thomas-gk42 4 ай бұрын
​@@KingCobbonesI saw her live in London last year on the iai festival, she's made of flesh and blood...and guess, which shirt she was wearing?
@chapter4travels
@chapter4travels 4 ай бұрын
And yet AI still can't run a call help center.
@jamesmoore4023
@jamesmoore4023 4 ай бұрын
Have you tried searching the web recently for "AI call center"?
@MrE073
@MrE073 4 ай бұрын
It can, easily
@kaboom4679
@kaboom4679 4 ай бұрын
So , have you tried unplugging it and plugging it back in ?
@chapter4travels
@chapter4travels 4 ай бұрын
@@MrE073 I have never been helped by such a system. Not even close. In the last year I have tried getting help from AT&t, amazon, USPS and Microsoft and none of them worked worth a crap. They are terrible.
@UGPepe
@UGPepe 4 ай бұрын
when I saw the title I immediately saw the scene from Life of Brian when they were trying to use logic to decide on the witch
@kst2154
@kst2154 4 ай бұрын
No one can replace the place you have in my heart
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