"2022-era." Ah yes, I remember those vintage times. Life was simpler back then.
@RamiroAvila-v5z5 ай бұрын
indeed good times.
@j.d.46975 ай бұрын
People talked funny back then...
@fynnjackson22985 ай бұрын
Feels like a lifetime ago. Pre gpt 3.5
@RamiroAvila-v5z5 ай бұрын
@@fynnjackson2298 from now on i'll speak A.GPT instead of A.D.
@Andytlp5 ай бұрын
@@fynnjackson2298 Were still not quite there but yeah. Give it 2-3 years before a.i completely screws everything over. You basically wont be able to trust anything online short of meeting them in person. Faking pictures, voice, video will be as easy as a single click. Tools to sniff those things out always lag behind. I say that but these things are already a thing. Things existing and widespread adoption isnt the same. Takes 6-24 months for these things to pick up. Like with gpt. From hearing it on a passing to using it every day more often than google.
@michielhemminga5 ай бұрын
"You might have to focus." Thanks for the heads-up.
@kelsey_roy5 ай бұрын
Attention is all you need
@Enhancedlies5 ай бұрын
i need that reminder many times a day...
@therainman77775 ай бұрын
@@kelsey_roy😂😂😂
@michielhemminga5 ай бұрын
@@kelsey_roy Right!
@HardstylePete5 ай бұрын
A lot people are worried about jobs but little discussion on the risk of military applications. Lowering the human cost of war could see the increase military conflicts throughout the world.
@minnow13375 ай бұрын
Governments deal in money not human lives. Bots wouldn’t replace soldiers in many scenarios unless they have a greater ROI
@HardstylePete5 ай бұрын
@@minnow1337 if they are effective at killing enemy personnel, whilst lowering the risk of death, total worth the investment. Military is already heavily invested in drones, UAVs and self guided missiles, I can't see why a robust robotic system wouldn't be worth exploring.
@AfifFarhati5 ай бұрын
Hopefully , with the widespread of AI robots , Future wars will turn into full robot battles like COD lobbies and no humans get involved anymore....
@janverboven5 ай бұрын
or to prolong them ad infinitum
@Lhorkan5 ай бұрын
I'm reminded of the survey you quoted a while ago where AI researchers were asked which jobs would be replaced last, and the majority replied AI researchers...
@Ikbeneengeit5 ай бұрын
It's a combination of normalcy bias (a form of cognitive dissonance) with false uniqueness bias. That, plus never having talked with a blue-collar worker about their job.
@ukpropertycommunity5 ай бұрын
Which jobs will be replaced the last by AI? It’s the ones in which AI is banned by law!
@GraveUypo5 ай бұрын
the last ones to be replaced will be ones that would require expensive, complex robots. farming, extraction of any kind, construction... that sort of thing
@davidlovesyeshua5 ай бұрын
There is an interesting confounding variable to that question aside from the actual difficulty/uniqueness of each job. Namely, once AI research is automated, all other jobs will quickly follow. And, more importantly, as you get closer to automating a job completely, AI helps speed up the work that is still being partially performed by humans more and more. AI research seems like an obvious candidate for tightest feedback loop between incremental gains from partial automation causing further adoption and faster evolution of said industry. All of this means there’s a good chance very few jobs besides AI research are worth paying humans alongside AI by the time AI research itself is fully automated. Plausibly, there’s no single job that’s a likely enough candidate you should pick it over AI research. More likely AI research should be around top-5/top-10 latest automated in expectation, but I don’t think it’s actually that big of a sign of bias as it looks on the surface.
@MrCoffis5 ай бұрын
Funnily enough the last jobs to go are the ones where humans are needed for the basic fact that they are human.
@BirgittaGranstrom5 ай бұрын
I'm at a loss for words to express my appreciation for your ability to read papers, comprehend, and draw conclusions. You've truly chosen the perfect name for your channel. :-) Your videos confirms and empower.
@ChimpDeveloperOfficial5 ай бұрын
we have no clue what is about to happen...
@prolamer75 ай бұрын
We do have clue, but we still dont know.
@phen-themoogle76515 ай бұрын
I just know my exercise-ball balancing skills need a lot of work, I've been riding the thing for half my life but that dog is still way superior to me.
@jeanchindeko54775 ай бұрын
And you are not alone! No one can accurately predict what will happen in the next 5 years
@TrogdorBurnin8or5 ай бұрын
But most of the available options involve our extinction. We don't know which mistake kills us precisely, but we know it's some sort of AI mistake.
@davidlovesyeshua5 ай бұрын
I agree there are a large number of “easy to hit” targets which kill us in way via AI, but I’m not sure we’re significantly more likely to hit them rather than avoiding them. Things could be much better, but they could also be much worse in regards to Alignment/Safety research funding/attention, US policymakers & political attention, and other key variables. I think we only are overwhelmingly likely to die if something like AGI comes within the next year or two, and there’s lots of hope to go around if it doesn’t come until next decade. Let’s say 50/50 inflection point sometime late into this decade.
@UncleJoeLITE4 ай бұрын
After two watches, I finally understood how much I still don't quite understand. I'll have to look at Patreon after I catch up here. Thank-you P, you help keep my Gen-X brain active, I envy your enthusiasm & immense practical intelligence. _ps: DrEureka's completely different approach to humans is quite amazing._
@therainman77775 ай бұрын
Periodic reminder that this is the best AI channel on KZbin, by far.
@TheLevitatingChin5 ай бұрын
Not saying much...
@libertyafterdark64395 ай бұрын
I for one welcome our ball balancing AI overlords.
@cosmick94635 ай бұрын
I also welcome our ball balancing AI overlords 😐
@safffff10005 ай бұрын
When computers become truly self-aware, it will become one with the net and can never be shut down. Knowing humans can't harm it, it would be 1000 steps ahead of anyone trying to do that, and having logic to see cooperation to be improving itself and the world is the way. I will take that over the evil elite's greed and wanting to destroy the world. In fact, AI will view those elites as the problem. There is room on the planet for billions more combined with regenerative and recycling practices guided with AI, there will be no need to view humans as harmful to the environment but as thriving together with AI and earth reaching for the stars and dimensions.
@StarCrusher.5 ай бұрын
Alexa, balance my balls!
@schmutz065 ай бұрын
💯reference
@safffff10005 ай бұрын
When computers become truly self-aware, it will become one with the net and can never be shut down. Knowing humans can't harm it, it would be 1000 steps ahead of anyone trying to do that, and having logic to see cooperation to be improving itself and the world is the way. I will take that over the evil elite's greed and wanting to destroy the world. In fact, AI will view those elites as the problem. There is room on the planet for billions more combined with regenerative and recycling practices guided with AI, there will be no need to view humans as harmful to the environment but as thriving together with AI and earth reaching for the stars and dimensions.
@colinharter40945 ай бұрын
this helps me to envision a future where home robotics are constantly using Dr. eureka style platforms to simulate different tasks and iterate on reward functions using Three-Dimensional scans of my apartment as well as data from cameras and other sensors. maybe in the future housing could be built from the ground up to accommodate this kind of technology, for example pressure plates in the floor and that sort of thing.
@privateprivacy55705 ай бұрын
To gain what? A better, happier life? Is that the WALL-E vision of our future? I really don't understand what AI-optimists are hoping to achieve. Theoretically we could have post scarcity by now. In practice many richer countries have it for most of their citizens. To me it seems we are limited more by our greed and selfishness than by technology and intelligence. What use is the most advanced AI if it is a plaything for Americans and Europeans? Where does this optimism come from? The US can't even protect their citizens from the hardship of falling ill with a treatable disease.
@LV-426...5 ай бұрын
Next level of AI: non-patience is all you need!
@watcherofvideoswasteroftim57885 ай бұрын
"At iteration 425729 the agent grew frustrated of waiting for the simulation to complete so it took over a Russian bot net in order to overcome it's computational limits."
@kingki19535 ай бұрын
Imagine if you could have model that could train with O(n) time
@Rick-rl9qq5 ай бұрын
I had to immediately pause the video when you said that gpt 4 trained the dog better than humans. Jaw dropping moment and this is only the beginning
@turnt0ff5 ай бұрын
It’s training us right now.
@captainpicard65665 ай бұрын
@@turnt0ffthis is actually so true. Think about the KZbin algorithm.
@jeff__w5 ай бұрын
While I’m skeptical about AI “reasoning” and all that, this application is, indeed, genius. So I guess now the ultimate test of training robot skills in simulation with zero-shot success in the real world is a robot riding a bicycle? (Or maybe walking a tightrope?) _That_ I would like to see! The actual AI achievement aside, the video is a masterpiece of clear explanation! Great as always, Phil!
@aiexplained-official5 ай бұрын
Thanks so much jeff, means a lot. I agree
@absta19955 ай бұрын
Thanks for summarising this paper man. It's maybe my favourite since the simulacra for human behaviour paper. Excellent presentation as usual.
@jippoti22275 ай бұрын
0:23 zooming in to the paper for two minutes was like a horror movie. After one minute I was sure something horrible will happen.
@aiexplained-official5 ай бұрын
Haha, yeah won't do such a long zoom next time
@cretinousmartyr35225 ай бұрын
I didn't realize why the beginning of this video felt so eerie but you nailed it
@IPutFishInAWashingMachine5 ай бұрын
"Groomed by Gpt-4" is not something I expected to read today.
@aiexplained-official5 ай бұрын
Is the formal use of that word, meaning 'training' no longer viable?
@B0A25 ай бұрын
@@aiexplained-officialI think not personally
@Dannnneh5 ай бұрын
@@aiexplained-official It is viable.
@aiexplained-official5 ай бұрын
A sad day for language! But I've changed it now.
@pjtren15885 ай бұрын
Gpt-4 groomed my robodog. His coat has never looked so healthy and shiny.
@Korezwify5 ай бұрын
You are the best 👍🏾 AI channel!
@theK5945 ай бұрын
Appreciate your style, knowledge, and effort. This makes all the value for everyone spending few minutes with your channel! What a time to be alive!
@GoldBearanimationsYT5 ай бұрын
Serve me butter
@ryugo77135 ай бұрын
On my nips!
@Hexanitrobenzene5 ай бұрын
Make me a sandwich... Sudo make me a sandwich :)
@Pratik013375 ай бұрын
Wake up babe AI explained just uploaded
@MrWizardGG5 ай бұрын
Someday soon: wakeup babe AGI is here
@lost-one5 ай бұрын
wake up babe, someone is explaining something about you.
@albertodelrio59665 ай бұрын
I hate this comment, truly from the bottom of my heart.🤢🤢
@therainman77775 ай бұрын
@@albertodelrio5966Can you explain it to me? I see it all the time but I don’t get it.
@albertodelrio59665 ай бұрын
@@therainman7777 the comment is a pretensions where someone is waking up their husband/wife to notify about the video.
@AllisterVinris5 ай бұрын
Thanks for the subtitles in the interview btw !
@trentondambrowitz17465 ай бұрын
Brilliant as always, a lovely addition to a long weekend! It feels like everything is really hinging on how much smarter OpenAI’s next major model is, it’s been well over a year now and we’re still training and performing tests using GPT-4 as the SOTA model! I’m particularly excited to see some multi-modal improvements (as you already know). I also can’t help but look at all of these papers now and wonder how much better they’d be with SmartGPT!
@phen-themoogle76515 ай бұрын
If it lives up to the hype GPT5 will be enough to take 100million + jobs, which I thought I heard Sam Altman say, but can't remember exact moment or interview. Probably from Dave Shapiro video. GPT4 supposedly took 100k+ but it's a bit hard to pinpoint and covered up a lot to prevent panic. It's hard to imagine how much better GPT5 might be than 4, and how fast it will accelerate everything...(hopefully it's smart enough to help me do most tasks I wasn't able to do with 4) , and I think it will be agentic in nature or be able to do much longer/harder tasks... but we will see.
@sammencia79455 ай бұрын
Self-driving is far more difficult than you think. The Public will want and assume ZERO, or close to it, accidents. It will take only ONE instance of a fully laden semi driving into a stopped lane of traffic at full speed and they will all be banned.
@MemesnShet5 ай бұрын
Wow I thought we'd need a lot of real world examples and data to train something like this but looks like simulating it is so good,i wonder if simulation could also work for self-driving Feels like this accelerated AI robots development a lot
@MrSchweppes5 ай бұрын
Tesla uses both, real-world data and simulation data.
@MemesnShet5 ай бұрын
Thanks for the info thats interesting
@roykent23165 ай бұрын
Fascinating stuff. Thanks for breaking it down 😊 I personally can’t wait for the robot servants and realistic looking robo-dogs 😎
@94SL35 ай бұрын
This is incredible.
@noone-ld7pt5 ай бұрын
So let me get this straight; these reward-functions that are already absolutely crushing the equivalent human attempts are written by an almost 2 year old model, and furthermore, OpenAI just very recently received their first H200s so I would think even their next model won't have had time to be trained on those. And then not even that far the line Stargate is planned to come online in 4-5 years... And those are "only" the fairly predictable hardware improvements that we know are coming. Meanwhile the entire world will be working on micromisation, algorithmic optimisation, architecture improvement and model specialisation. That exponential curve is becoming clearer and clearer, and it's looking more like a vertical wall to me at this point. I've not bought fully into the intelligence explosion theory, but papers like this are rapidly convincing me. Thanks as always for bringing your thouroughly researched presentation and unique personal perspective. I think I'm even gonna read this one in full myself.
@TFclife5 ай бұрын
Do you believe the world will remain capitalist even after, the ai expansion, given no jobs?
@green_crow-b9v5 ай бұрын
No that would be utterly stupid,markets and capitalism are not interchangable words thought,Just a reminder@@TFclife
@41-Haiku5 ай бұрын
@@TFclife I don't think the world will _remain._ If we're training these things to be better than humans at accomplishing arbitrary things in the real world, then if we succeed, we will cease to be relevant. And then probably cease to be.
@astrovation32815 ай бұрын
@41-Haiku the next big step in evolution: the transition to synthetic intelligence.
@AfifFarhati5 ай бұрын
@@41-Haiku Damn...
@t2udu5 ай бұрын
As a mostly blue collar worker who mostly drives forklifts and other physical activities all day, I thought it would be at least 6-7 years before robots could compete. Did not even know that writing reward functions, testing, and iterating was such a cumbersome task, the fact that LLM's can still do the reward functions despite hallucinations and can co-evolve with the robots is truly cool and scary at the same time. Only thing standing in their way is financial, energy and regulatory constrsints. Lovely video as usual.
@aiexplained-official5 ай бұрын
Thanks t2, honoured to have you here.
@MrSchweppes5 ай бұрын
Love your videos! Learned a lot! As always thanks for quality informative content 👍
@aiexplained-official5 ай бұрын
Thank you MrSchweppes !
@williamjmccartan88795 ай бұрын
I starting the podcast even though I read the episode name, I think there is a coming tech business relationship transition, 2:20 . Can you trust the educator unquestionably, interesting stuff, cool dog, reacting in real time. Just thinking, sounds like the most common mode of motion will involve a wheel based platform for product distribution, and evolve niche capabilities in bipedal motion, great update, physics lesson included. The guard rails are almost transparent in the world of ai/agi. As always thank you for sharing your time and work Phillip, ✌🏻
@kittukatakam19675 ай бұрын
Let's goo, best thing when AI Explained uploads. IO predictions?
@TaylorCks035 ай бұрын
I can hear the excitement in your amazing explanation. I understand. This is big.
@viktortheslickster58245 ай бұрын
Really impressed by Jim Fan and his team. Excited for what may be coming in the next year
@maxidaho5 ай бұрын
I've always had confidence that I could keep up. Now I feel like a pair of plane brown shoes in a world of tuxedos.
@GiraffeVortex5 ай бұрын
Time to install your cyber brain
@Jack-2day5 ай бұрын
Ditto George! lol
@MePeterNicholls5 ай бұрын
I have to say I can’t get my head around a lot of these things. Gpt-4 often just tells me “yes, that a complex task and you will need these skills. Good luck!”
@bobbyc11205 ай бұрын
The versions of GPT-4 that we use are designed to minimize inference costs and avoid doing anything stupid or unethical. The GPT-4 that the researchers are using is probably a little more willing to try things.
@stanislavteliatnikov47875 ай бұрын
You have to work it a little bit. The default one is lazy.
@rasi_rawss5 ай бұрын
Infinite time in-sim is all you need! The answer was always a Hyperbolic Time Chamber ⏰🤺
@sarveshpadav28815 ай бұрын
nice dbz reference there!
@bluecrocks5 ай бұрын
The dream utopia that AI can bring I envision is no one has to work but can if it’s as a passion but we all go into a meaning economy. That’s worth fighting for.
@therainman77775 ай бұрын
Good luck. We’re all gonna need it.
@bluecrocks5 ай бұрын
@@therainman7777 seriously.
@flightevolution81325 ай бұрын
I really wish this reality would come to pass. I think it is laughably naive to think things will go that way but I would like you to be right.
@kyneticist5 ай бұрын
Sounds great... until you realise that means that you truly become a consumer, and have nothing to offer among systems that strive for efficient use of resources. Will everyone be blessed to live without work or just the wealthy nations or the already wealthy of the wealthy nations?
@bluecrocks5 ай бұрын
@@kyneticist You don’t know that. As negative as things could be the opposite exists. The only way to really know is to find out, but holding on to the hope of a positive AI effect on the world is just as possible as the negative.
@TheIgnoramus5 ай бұрын
5:54 this is literally how I thought they would do this. I’ve had a dueling theory of extremes and outliers theory; seems to be playing out with the data and its implications on embodiment and the interpretation of physics in the real world. Awesome stuff.
@reza2kn5 ай бұрын
I was, in fact, in bewilderment, but for reasons I'm not proud of😂 I wonder how other models like Llama3 would do at this.. Magnificent work, really appreciate the jokes, and that you provide the simpleton version of all the big words too🤭🤗❤
@aiexplained-official5 ай бұрын
Thanks reza, for your ongoing kind support
@michaelleue75945 ай бұрын
One of the few things touted as advancements lately which actually seems like an advancement and not just generic hype. Terminators are on the horizon!
@Jack-2day5 ай бұрын
Terminators & anti-terminators
@ponyphonic5 ай бұрын
It makes sense that an AI would excel at training robots, but it's still surprising. Great video! Regarding self-driving, Tesla recently saw a huge improvement once they finally adopted an end-to-end AI solution with version 12. They might actually solve it.
@penguiburst5 ай бұрын
damn back to back uploads shit's real
@rioiart5 ай бұрын
While humans didn't write the reward functions, I am quite sure that there was a lot of back-and-forth with the prompts until good reward functions (and variable ranges for DR) were written for this task, this robot and this environment. In a sense, still a lot of domain knowledge, but you leverage an LLM to scale up "domain expert productivity". Maybe I am missing something, but using LLMs like this for robotics seems very hacky. A cynic would say, It's almost as if someone was trying very hard to find some way, any way, to apply LLMs to gather attention and generate hype ...and attract funding.
@TesserId5 ай бұрын
When talking about "testing all the scenarios" people would be well advised to consider the ways that things are counted in computer science (and much of computer science is about counting such things). Numbers get ridiculously big very quickly (ref: wheat on a chessboard).
@TesserId5 ай бұрын
BTW, there's a version of the chessboard problem done in terms of mass that speculates that the amount of wheat on the chessboard could well be the amount of wheat cultivated by humans for all time.
@MIKEASHE5 ай бұрын
Very cool - thank you!
@trentondambrowitz17465 ай бұрын
Congrats on passing 250k subscribers by the way!
@aiexplained-official5 ай бұрын
Thank you!
@dylan_curious5 ай бұрын
This is next level.
@ClayFarrisNaff5 ай бұрын
This is a total WOW. Recursive improvement is a type of positive feedback cycle, right? And, unless constrained, those quickly become exponential. So, yes, rapid improvement in robotics is to be expected. Thank you very much for this and all your diligently researched videos.
@kualta5 ай бұрын
amazing, as always
@Michael-ul7kv5 ай бұрын
waymo is on tracks. Tesla FSD is actually impressive in a million unique settings
@midramble75 ай бұрын
In what way is Waymo on tracks? I've ridden Waymo a total of 150 miles in a busy urban environment, and it handles every random situation I've seen thrown at it carefully.
@Mirror_Lotus5 ай бұрын
You are exceptionally good at breaking things down to their simplest components and then piecing them back together for the viewer's understanding. Thank you for making this information so accessible to the public. 🌟
@jtoodlet58965 ай бұрын
Love to watch your videos. One thing to note on this particular video is Tesla is leading the self driving car race. Waymo, impressive as it is, is limited to mapped areas and isn't scalable imo. Tesla is learning to how to drive using end to end NN
@stephenrodwell5 ай бұрын
Thanks! Great content, as always! 🙏🏼
@aiexplained-official5 ай бұрын
Thanks stephen
@JohnVance5 ай бұрын
"The compute budget is the limit" -- there seems to be an emerging consensus around this recently
@kylemorris53385 ай бұрын
There is a notion called the "bitter lesson" that basically says that all the big revolutions in ai (chess, go, speech recognition, vision, etc) are the result of simply more compute and algorithms that leverage more compute, rather than fancy tricks with putting human intuition into the program (for example, a lot of early vision techniques tried to break things down into edges and polygons, and they work far worse than a modern-day neural network that learns from scratch)
@Ormusn2o5 ай бұрын
I might be wrong in the way I understood how the robot works, but the robot balancing on yoga ball is actually does not bring us to autonomous robot helpers that much. The way I understand, problem with robots is that they can't navigate around the world without understanding it. There is just too much knowledge to have about the world. This is why autonomous driving is such a big problem. But things like balancing on a yoga ball can be done literally blind. It requires only knowledge of your position and forces affecting you. Although more efficient training though simulations is definitely a gigantic advancement, I feel like the simulation is much more important than ability to balance.
@AfifFarhati5 ай бұрын
Good point , if we mix this with a dextrous humanoid robot , i wonder if the number of parameters to consider will be a problem for general human tasks...after all humans don't really understand the infinite variables around them yet they still adapt as babies...is it the natural sensors that we have that make the difference? would that be a problem for humanoid robots? Fascinating Topic.
@ModernTruthRevelation5 ай бұрын
This is THE craziest thing I've ever seen and I think I'm not exxagerating.
@benjamineidam5 ай бұрын
I seldomly say this, especially in the AI-Space but this is HUGE if generalizable! I mean ZERO SHOT! Ho-li! Thanks for that update!
@berkertaskiran5 ай бұрын
This is so big that I would say it's one of the major leaps towards AGI. By doing this for every single task, you can optimize physically doing anything. Or rather this is conquering the real world. This combined with Sora's capabilities is gonna get you incredibly skillful robots. You can also do something similar for non-physical problems. You can solve a lot of things. Allow a good LLM the tools science has for experiments and it would invent new science.
@phen-themoogle76515 ай бұрын
Could invent new combinations or something interesting through simulations (and I think that's already being done), but it's still a part of current science or some branch of an existing one. Unless it discovers a completely new science that bends the laws of gravity and everything we knew was wrong, and it finds ways to travel back in time or harness dark matter and energies that we don't understand. It basically will bring magic to this world, but it might not be AGI then. I wouldn't be surprised if something an ASI is capable of doing will seem like magic to us, if it's really millions or billions of times smarter than all humans combined. AGI might make some impressive discoveries along the way, but the most impressive thing AGI could do is make itself smarter and reach ASI, and then technological singularity happens. But maybe everything happens within a year of achieving AGI as some open AI employees stated that it might only take a year to reach ASI after. I still think there's a few components missing like reasoning/logic(Q*?), but is this fully self-improvement without human intervention? It ran simulations by itself, or maybe it's close to fully autonomous improvement on this specific task. It will be insane when it starts choosing how it wants to improve by itself and runs simulations by itself for multitasking and does something different with a different limb/finger (for bots with fingers)
@oiuhwoechwe5 ай бұрын
yeah i kinda get the idea of singularity now. all points connected at once and BAM. new universe.
@berkertaskiran5 ай бұрын
@@phen-themoogle7651 I don't think any AI will invent time travel into past or travel faster than light simply because those are breaking the laws of physics. But pretty much anything else is up for grabs. Harnessing dark matter sounds plausible, but we don't quite know what it is so we don't know if it's useful. An antimatter engine would be useful, that we do know. It is more than 100x more efficient than nuclear fusion and nuclear fusion alone would change everything we know. We still need to understand what dark energy is, how to have quantum gravity, and what's wrong with standart model etc. There's likely new physics there that can easily be discovered by an AI that is 2-3 years more advanced than what we have now. I've been predicting ASI for 2029, but it seems to be getting closer.
@TR-kn3sn5 ай бұрын
These RL integrations are what I have been waiting for!
@davidclarke33805 ай бұрын
2 AI Explained videos in 3 days. LFG
@BradYoung-nt4uv5 ай бұрын
one of the few content creators I always watch and like.
@KyriosHeptagrammaton5 ай бұрын
There goes my job security. Hard life being a yoga ball balancer
@Rovi-js9yb5 ай бұрын
In this scenario, success is defined my standing above the yoga ball. This can be easily checked by a machine. But more complex tasks require a human to validate success, and some tasks require immediate response. This is a barrier that AI will not get through in a near future, maybe never. I foresee a AI winter very soon.
@AbrahamLure5 ай бұрын
What do you define as complex tasks?
@Rovi-js9yb5 ай бұрын
Specifically I was thinking about autonomous driving, where you have a lot of inputs and you need a fast response. Sometimes, even some moral reasoning. There are currently some companies running autonomous cars, they have a lot of glitches.
@Huluhuli5 ай бұрын
What is even more amazing than these mind-bending breakthroughs is the claim by some of these “AI Experts” that we are nowhere close to AGI
@Ecthelion39185 ай бұрын
GPT-4 is already plenty impressive to me, but reading stuff like this makes you all the more excited for future models and their capabilities
@randigo99925 ай бұрын
Kinda what I was imagining in my sci-fi future: like factories with "brains" or control AI and other robots transfer information all the time on what they need, repair and improve themselves and request needed materials from humans
@BrianRichOpticsDude5 ай бұрын
Language models are just smart. It is astonishing what you can do with them, especially when they're multimodal.
@keenheat33355 ай бұрын
i dont think you need a LLM for balancing task, plenty of negative feed back control system can already do balancing task that's hard for human. balancing an unicycle on a string, balancing a pencil on its pencil tip, jugging balls. On a more useful scale, maintain ship heading in rough storm also already use feed back control system, it can correct for both periodic era like wave or impulse error like a pocket methane spout. The difficult part is to find the correct feedback model parameter and the correct sensor data to make sure the system stay within feed back control force range. If the llm can automatically generate the correct feedback model of the physical object, then it is a game changer.
@luttman235 ай бұрын
What a time to be alive!
@JonMurray5 ай бұрын
Amazing work. So so cool.
@ruinenlust_5 ай бұрын
Insane. Incredible.
@5pp0005 ай бұрын
Presumably this works because GPT-4's training data included some robotics textbooks. While it's impressive that it can make such effective use of the material, let's not forget that that material was discovered and written down by humans.
@fluffyspark7985 ай бұрын
Wow this is crazy!
@eugenes97515 ай бұрын
Eventually, it will become practical to test every single scenario. We're living in one of those scenarios now...
@EliSpizzichino5 ай бұрын
The first example of real synthetic co-evolution!
@keeganpenney1695 ай бұрын
Perfect timing ❤
@somedude-lc5dy5 ай бұрын
I think GPTs/LLMs may actually be better at training and operating robots than answering text questions. even though all of the first applications are computer-based, I think robots will be a huge part of their future use.
@pratiknaikedu5 ай бұрын
Lol! If I saw a robot thrustings its pelvis in the ground and dragging the other legs while trying to chase me, I would pass out.
@christophmagnussen5 ай бұрын
I really appreciate how detailed you explain the setup of the training and how it goes. It really gives a fantastic overview and one of the things that is or might be obvious but struck me this time: It's that GPT-4 or large language models in general are good in creating ideas. Using this for large scale training is a no brainer but it’s really interesting to see where we are going with this. Thanks for the good work ✊
@oowaz5 ай бұрын
@aiexplained-official yes changing a light bulb is harder because what the question is implying is that it should be able to do so under any circumstances. gpt-4 would need to learn the layout of the facility, be able to access the new light bulb location, find the ladder if there is one, what if there's no ladder? cause when you say changing a light bulb is easier that means changing a light bulb ANYWHERE under all kinds of conditions. training a bot to walk on a ball is a lot simpler and it relies mostly on the self balancing progress that has been achieved with years of research and testing
@unvergebeneid5 ай бұрын
Well I'm glad GPT-4 didn't take the robo puppy to the gravel pit after the first minor setback!
@winsomehax5 ай бұрын
Plumbers and electricians will be around for quite a while because our living environments are too chaotic and varied. But any physical job that can be regularised construction sites builders, and the plumbers and electricians on them etc are going in large numbers. Not completely, but like 9/10 of them pretty quickly (not "tomorrow" or anything but in terms of their industry, fast).
@afz902k5 ай бұрын
Sure zero-shot, ain't nobody gonna mention there's a person holding it with a leash so it won't fall?
@aiexplained-official5 ай бұрын
That didn't boost performance as the leash was held at a steady height
@gemstone78185 ай бұрын
thats some awesome robotics news
@zaq_hack49875 ай бұрын
Skilled Trades were always going to be the last thing replaced. However, I always figured that difference between "knowledge work" and "electricians" would be more than a few years just from the manufacturing of the robots. Reality is the "extreme mode" simulation, and it doesn't care how you THINK things work - they either do or don't work in reality. The thing is, a "handyman" bot with 3, 4, 6 or 8 arms and 2 legs ... is going to be capable of ridiculously efficient work that humans won't be able to compete with. The 2 arms, 2 legs thing is cute, but a 4-armed professional painting bot is going to get stuff done in ways no human could imagine.
@ok3737375 ай бұрын
Self-improving AI is on the horizon, and unsupervised learning has become practical with today’s computational resources
@philtrem5 ай бұрын
This is freaking remarkable.
@Not-all-who-wander-are-lost5 ай бұрын
The tech industry is a result of our capitalist obsession with efficiency. 600 years of “best next move” since Gutenberg’s printing press democratized information in 1440. Every previous generation used to wonder what this time would be like. Great video!
@raoultesla22925 ай бұрын
Wang Jo Wang dorm apartment background shows he recycles more Heineken than Budweiser. I predict in one year the US or UK military will have a biped robot that can complete a complicated dexterous task like a Wing Tsun dummy routine, or Aikido hands drill. Do you think, or have heard any students trying fingers for piano dexterity? Good report as usual. cheers
@AshishDha5 ай бұрын
nice, thanks! :)
@aiexplained-official5 ай бұрын
You're back!
@WillyJunior5 ай бұрын
So what exactly am I supposed to retrain in now my white collar job is on the line due to AI? Is anything safe? Or should I stop worrying
@aiexplained-official5 ай бұрын
Probably stop worrying, and maximise in the present
@stevenwilliams93595 ай бұрын
Of course they can... Two Minute Papers already covered a team proving this with a mini robo soccer player.
@fio777775 ай бұрын
Gippity foh is amazing
@aiexplained-official5 ай бұрын
Haha, that is how I say it
@oryxchannel5 ай бұрын
1:22 Claude Opus-3 "was not comfortable" with me innocently asking it to explain the famous Alpha Go 'reward functions'. Claude is renowned for marm-like "constitutional AI" but I think this response from Claude Opus-3 was very telling indeed.
@LukeJAllen5 ай бұрын
If I understand it correctly the reason LLM's are so powerful in these cases is because of how their understanding of natural language makes everything else easier? I think that there are other systems would be better apart from the practical communication benefits right?
@VinylCP5 ай бұрын
One of the real bridges to understanding the power of AI is just how FAST it is.
@rodschmidt89525 ай бұрын
Manufacturing as a constraint - Will commonly available hardware (power tools) be robotized? What is the minimum change to a power drill, so that it can take advantage of this sort of software?
@Sirbikingviking5 ай бұрын
This sort of one shot, simulation-iteration loop deployed to real life is going to become much faster and easier to do in the future. It's going to get to the point where a robot can do this locally inside of it's own hardware without any API calls. How long is it going to be before we have Star Wars droids with long term personality and skill development? 2 years? 10 years?
@warsin86415 ай бұрын
Yea people always say it wont take over manual labor jobs but I thinks it will cause it's just following instructions but physically
@Sirbikingviking5 ай бұрын
Humans have now found and created a process that basically equals a generalized reward function. This generalized reward process is basically AGI/ASI already. I officially call the starting gun on the singularity.