NVIDIA GTC: When Simulation Becomes Reality! 🤯

[@dvd42_]

I know its not really related, but the fact that we need labels to distinguish simulations from reality in some cases is mind boggling

[@dvd42_]

@@vidyagaems4063 yeah, they just have a feel to them

[@henrythegreatamerican8136]

The good news is we will use these simulations with virtual reality to create an endless variety of truly imaginative worlds to live in.

[@JosephCatrambone]

I thought, "That looks kinda' fake" at two points in the video. It was the real footage.

[@delpinsky]

We are getting closer and closer... Just imagine if we were living a simulation, where we're getting ready to code the base to create a simulation of our world - which is already a simulation. We are basically going in a loop, just like if you saw in your computer monitor infinite copies of you and your computer monitor, more and more smaller.

[@cory99998]

@@vidyagaems4063 for now

[@DerSolinski]

With the advent of actual usable VR work software these advancements will allow even more people test their ideas before spending thousands of dollars to build a prototype that fails because of a simple overlooked mistake. All these systems really are is the amalgamation of human knowledge to provide a tool reducing mistakes/knowledge gaps. Of course they will be behind a paywall at first, but they will trickle down eventually and be affordable for the masses some day.

[@programaths]

Assisted by AI too. In the '80, there was an attempt to what is called conversational programming. That didn't work well, because of obvious technical limitations. AgentSheet is more recent and seems to have had more success with it. Now, with more advanced AI, it may be much more practical!

[@imveryangryitsnotbutter]

I was with you until you used the phrase "trickle down".

[@Dysiode]

The masses will benefit from the software, more reliable shipping, more well designed spaces, but there's never going to be a need for a household fulfillment center simulation. Same as the 3D modeling CT scanners. No consume will ever need to CT scan something they own to find out why it's malfunctioning, that's a need purely reserved for commercial use.

[@michaelleue7594]

@@imveryangryitsnotbutter It fits, though, in the sense that this works in approximately the same way (and highlights the same basic problems) that trickle down economics does.

[@rubenlucas4629]

spot on

[@taekrevenge]

Congrats on getting the opportunity to have a talk at GTC, Károly! I'm sure it has been a lifelong dream of yours!

[@TwoMinutePapers]

It absolutely is - thank you so much!

[@fatfurry]

@@TwoMinutePapers,

[@MarBL23563]

same pfp lol

[@fatfurry]

@@MarBL23563 thats incredible dude

[@kivsa85]

@@TwoMinutePapers Where's the link?

[@greenxdshadow6635]

This is absolutely mental lol. Excited and a little scared for what’s to come

[@amrbasbous1113]

Love that you put factorio as an example. one of my favourite games :)

[@imranbug81]

My Fav too

[@KyranFindlater]

I love that you used Factorio as a reference! It's a great game!

[@thing4826]

Yeah, I wasn't expecting that haha

[@xerveeon]

The factory must grow!

[@besknighter]

I'm gonna be 100% honest here. I haven't been this mind blown in more than a decade. I don't even know what to think nor how to process all this. I need a few days reflecting on that.

[@besknighter]

You know when we say that if we could bring people from 200 years ago to the present they would be really confused? I feel like I'm experiencing that, although in a much smaller scale/intensity

[@davidbroderick6529]

@@besknighter yes the amount of time we’d have to move people forward to garner that same reaction is quickly shrinking as rate of progress continues to increase!

[@GS-tk1hk]

@@besknighter I think that feeling is here to stay, the 2020's and 2030's will be insane. This decade is when the true AI revolution starts to take off.

[@mixedsignalspresets]

Just a few days..?

[@jooei2810]

I remember the real-time demos using C64 back in 80s and thinking those were high magic!

[@DanielFenandes]

They were. 20 years from now people will be thinking the same about our technology

[@JamesChurchill]

There's quite a bit of overlap between graphics researchers and the demoscene. The past couple of SIGGRAPH Asia conferences have had demoscene retrospectives too!

[@elon2159]

@@DanielFenandes you imagine where technology is going? I think the 2040s will be a magical time to be alive.

[@DanielFenandes]

@@elon2159 yeah for sure the future will be amazing

[@elon2159]

@@DanielFenandes I think basically in the next few decades, everything that was science fiction will become science fact. I think Androids will exist in just two or three decades from now when you look how fast AI is advancing.

[@BrodieEaton]

It really didn't take long to go from "Consider how this paper could be improved and used two more papers down the line" to "Look at what we are doing with these papers, and it will only get better". I'm seeing a revolution in applications of artificial intelligence and I'm all for it

[@wycliffe_ndiba]

I watched the GTC sessions back in March and was completed astounded by the technological advancements NVIDIA brought to the table. I've been following this channel for a while so my focus in the hundreds of sessions was on simulations (Digital twin, wind turbines), omniverse and how they're using USD to make 3D software compatibility a common thing and the overall efficiency of their cards not only in gaming and simulations, but AI accelerated tasks to help out in everyday tasks. What a time to be alive! I'll be sure to watch your session, with SIGGRAPH coming around as well, there's alot of knowledge to be consumed in the coming months and I am here for it.

[@bgbthabun627]

ikr?

[@technewseveryweek8332]

Really sad most people are hyperfocused on GPU hardware and missing out on the real advancement Nvidia research is doing

[@Ben-rz9cf]

I think that this video could do with a follow up video that specifically deals with the video game industry. Its so cool how things that started to be developed for the purposes of entertainment now have huge impacts on the real world.

[@LKDesign]

"Everything is connected." The fully transparent citizen is going to be reality sooner than expected.

[@dariofromthefuture3075]

What is the fully transparent citizen?

[@Alltheworldisafamily]

What does that mean

[@julianzurn1428]

Strongly depends on where you live😅

[@HiddenExp]

No privacy?

[@obszczymucha1337]

@@dariofromthefuture3075 A citizen that is monitored by the government 24h a day. Your every action, spoken or written word. With this technology they will build your psychological profile and will potentially be able to predict your choices and actions. The social point system was trialed in China and was a massive success! Worldwide implementation will commence soon. What a time to be alive!

[@shukrantpatil]

One day our grandchildren might look back at our era and say " woah , that's weird ! You had to do everything on your own manually ? That must be so tiring. " haha

[@tyler.walker]

“They just allowed HUMANS to drive the cars themselves?? It’s like 2 tons of metal, and just staring at the road for minutes at a time sounds so mind-numbingly boring, how were people not constantly dying??”

[@JohnSmith-sk7cg]

@@tyler.walker "People were constantly dying, but it was socially considered an acceptable level of casualties for the convenience it offered."

[@tyler.walker]

@@JohnSmith-sk7cg “Back in my day, we had to drive ourselves all the way uphill to school, and then all the way uphill back home!”

[@MrGTAmodsgerman]

"Back then, there wasn't any car transport service, so you had to drive yourself and own a car. No one was there, execpt taxi or bus drivers to bring you somewhere" "Own a car? Like those show car people?" "Yes" "How expensive and annoying that must have been"

[@drawmaster77]

@@MrGTAmodsgerman good thing now we own nothing, eat ze bugs, and are happy.

[@vo1dstryd3r44]

Finally, after about 6 years or so the technology i've been looking forward to is showing up! I've been wanting something like a very detailed VR CAD like system with as accurate physics simulation as we can get to play around in to save money on tinkering around with ideas or machines or buildings. I'm glad it seems we may eventually have this in maybe a decade or so

[@orang1921]

i think what will be so cool is a vr program in which the properties of most or all materials are known, the properties of the real world, physics, and chemistry are known, and you can build using those materials in a realistic setting. you could create machines in a vr world without using any real materials to test, experiment, and find optimal solutions to machines.

[@orang1921]

haha i didnt reach the part about factory optimization in the video before i commented!

[@tricktap8502]

Sometimes I need your videos to remind me of how much we're progressing at a rapid pace..can't wait until all of these become really commercial..What a time to be alive!

[@atomicslime3.14]

I’ve been waiting for the paper one or two papers down the line for so long and here it is. Wow. 😊

[@jupitersky]

Your videos are what help me get inspired enough to work through tough things I don't want to do so I can work on the fun things! Thank you for what you do, I can't wait to see your talk!

[@styxrakash4639]

Love this channel; you are the Bob Ross of AI

[@martiddy]

Lmao!

[@xerveeon]

The visuals at 5:57 are really interesting! The way it builds a virtual approximation of the environment with color reminds me of something, I just can't recall what.

[@Settiis]

This stuff is getting more mind blowing day after day!

[@ianborukho]

Yo you're a legend. Not only is the information concise, detailed, organized and well delivered but your selection of topics is also excellent.

[@randylandry5332]

This channel is too underrated, I wish more people watched these, maybe then everyone wouldn't be so dumb and oblivious to how advanced our tech actually is

[@randominternetguy3537]

They'd call it fake lol

[@MrGTAmodsgerman]

Most people i share his videos with, react in the way that they don't seem to understand that this is work in progress and not something finished. Kinda sad, but i guess that's one of the reason. People don't understand "potential" in such showcases.

[@nescirian]

I mean, this channel has over a million subscribers. That's not bad for a channel that discusses scientific papers in AI and computer graphics.

[@randominternetguy3537]

@@nescirian subs≠views he usually gets 100k views per vid.

[@nescirian]

@@randominternetguy3537 that's still a lot...

[@kirbmeister_]

I always love the positive energy of this guy

[@JONSEY101]

What i love about A.I is not only these amazing things that we see and the future that we could only dream of is that it can be used to improve its self. It can optimise itself so that it can run and the best, optimal performance leaves. It could also be used perhaps to make better versions of itself in it not only performs better but programs itself in better ways than even we may have thought of. Of course, people have their fears about A.I which is understandable but then A.I will be like any human, it all depends on what it learns and who it learns from. When it has reached a level matching our own then we can teach it such things as right and wrong and explain why things might be good or bad. If we teach A.I things in the right way then it can help us in so many ways, just as we are already seeing in the world around us. There are of course going to be things we need to think about if A.I does become conscious in some way and what it means for that A.I. It may want rights that we do in the future and i feel that we will need to give it such rights. If it learns beyond what we know and understand, perhaps it will even teach us.

[@natasha6867]

thanks so much for all your wonderful videos. the pace at which ai improves continues to impress. i wonder if you could do a video reviewing where AI was at 5 years ago and how much its improved since? would be an awesome point of comparison when thinking about where it will be 5 years from now!

[@DDubyah17]

This is easily onr of my favourite channels. Thanks!

[@lospuntosstudios5149]

What a lovely human being

[@trashman1358]

Best of luck on your talk! I look forward to the vid! :D Go get 'em tiger!!!

[@7415_Gamer]

I didn't hear "what a time to be alive!"

[@MichaelDeeringMHC]

What I want to see is simulation practice of humanoid robots movement. The running one and the combat one was cool, but I'd like to see one walking around a normal house doing chores, like cooking, cleaning, putting way clothes and dishes.

[@bradlesc1000]

How deep does the physics go on these simulations. Is it calculating the forces on each component, can the components fail?

[@tomh1727]

should be, since planning software already can calculate forces on parts for you

[@technewseveryweek8332]

It is estimating the physics using real physical calculations as the ground truth to how things should behave

[@hisham_hm]

meanwhile, Formula 1 has announced a change of regulations for 2022 and teams were taken by surprise because their new cars did not behave according to the simulations anymore. The mandated changes to the cars caused new physical effects that were not accounted for by the simulators. Remember, you only get out of algorithms what you put in.

[@phillies4eva]

The water simulation in the beginning is mind blowing

[@denwin4221]

I am waiting for this channel to grow over 30 years And want to listen Johar saying " what a time to be alive" and comparing old videos to new videos.

[@calicops951]

My favorite of your videos are when you say your name and your enthusiasm!

[@chazzman4553]

Yep amazing, great time to live and see tech progress.

[@erionmema1]

your presentations are always awesome, and your enthusiasm an extra bonus 👏

[@dorjedriftwood2731]

Sadly all I get from this is a sinking feeling dystopia is no inescapable. I normally love these videos as an animator but knowing that people in a factories lives will become more and more inhumane as companies become more empowered to squeeze more labor out of people while ignoring spiritual or psychological health.

[@alexmcleod4330]

How would companies squeeze more labour out of humans, with robots that are designed to replace human labour? That's like worrying that self-driving cars will force more people to become taxi drivers, or that getting a robot vacuum cleaner will just make you a slave to your robot vacuum cleaner.

[@dineshpaskaran]

The Simulation somehow looked more real than the reality comparison itself.. mind blowing.. how far this come..

[@blizzforte284]

What program made the face talk? 0:30

[@dreadmn]

Imagine where this will lead us, amazing!

[@jkj420]

I absolutely love your videos Károly! Köszönöm! :)

[@ahmadx1x1thebestnickname71]

EXCITING TIMES 😁, Thank You again! LOVE the Road Demo!

[@DoctorNeil]

Planning the operation and all possible complications and how to rectify them

[@JracoMeter]

Simply amazing! I can't imagine how architecture is going to change as these tools advance.

[@chad0x]

This is the kind of immersive system I've been looking for my whole life!

[@arturoarturo2570]

6:58 “What a time to be alive” What a time to be a robot I would say 😆

[@BanditBloodwyn]

Awesome stuff, but these worker-skeleton-tracking gave me chills...everyone could be observed and actions could be extrapolated and predicted. Cyberpunk is coming.

[@OwO-.]

I was looking at the factory part and I immediately thought of Factorio. Cool that you know Factorio as well!

[@ONDANOTA]

7:37 what's the name of that program that turns NL prompts into 3d?

[@y5mgisi]

This stuff is wild. I can't wait to see where this all goes in my life time.

[@hampusw]

The videos the past months should just have been a collection of decades worth of papers. What a time?!

[@sigmata0]

I pondered the idea of the "everything machine" a few years ago. What I considered was that would happen if you could simulate reality but at a vastly sped up rate. You could then run evolutionary competition scenarios for some particular technology testing them as if they had geological spans of time to adapt. You could probably add in designer intervention from time to time to offset the problems evolution creates when it depends on a part that can no longer adapt strategically because of the nature of mechanism for variation. From what I am seeing here, we are getting closer and closer to that kind of simulation and the consequences will be truly mind boggling.

[@drawmaster77]

to simulate reality you need to recreate reality, otherwise it will always just be a rough approximation.

[@sigmata0]

@@drawmaster77 Denominalize "rough" and "approximation" then try that statement again.

[@X_RUIZ_X]

What could be cool is to make a civilization with individual A.I subjects and in that way we could see which way of goberning is the best sutable for our countries and much more.

[@ChrisGuerra31]

An extra exciting video! What a time to be aliiiiive!

[@julinaut]

It's so easy to get impatient when you see a paper talk about another incedible breakthrough. But it's important to keep in mind that in order to get a usable product a lot of work is to be done and with the speed papers are getting outdated by newer better papers I feel like big software development studios probably don't want to risk making a product that will be outdated or even useless a year after release. ps.: who else can't wait to hear karoly at GTC? ;)

[@zachariusd6473]

1:29 Is there any videos on that? I'd love to see if there are any and if they can fight

[@ed-ou812]

Great job. Very interesting

[@tritoner1221]

this is insanely awesome!

[@jonorgames6596]

I, for one, welcome this video. Thumbs up.

[@realcygnus]

Nifty as always !

[@missanorajjohnthattil5333]

if These level of projects are coming out in affordable prices, countries like africa, india and many more could virtually create a world and make a bidding on each models and study the impacts as well as reduce the cost, without compromising in quality. it will also helps to reduce the delay of democracy as well. in india environments and traffics are highly complex. so its hard to predict how the traffic for building optimal transport system will be tooo complex due to factors like connectivity points( road, railway, seaways, riverways, metro, airport) , weather changes( rain, humidity, temperature, heat, wind, pollution) , area type ( rural, forest, town, industrial area, city, town ), major busy points ( mall, school, college, IT parks, Markets, Manufacturers, Distributors, whole sale sellers, villas, Flats, tourist attractions ). this is almost impossible in india for making a common framework and make quick decisions on optimally efficient infrastructure development.

[@Zebred2001]

Part after @7:00. Get this into VR application now!

[@Franco-tc3id]

Name of the girl at 0:28 ?

[@unreactive]

This is astounding how much of R&D work on AI is being done in NVIDIA!

[@DuxGalt]

I think the virtual worlds are the most important thing to develop well, with respect to self driving cars improving. It appears to me that the data they train on now may have reached the limit of usefulness. Perhaps more a case of the edge cases that really matter, like swerving incidents or accidents just does not have enough data coming in even though its massive. With virtual worlds you can have your AI car avoid hitting red light runner thousands of times in thousands of different intersections within days of training and not years of real life data.

[@randomhuman1965]

You are the only Doctor I trust. Much love.

[@TheRockinbeast]

Idk why this channel isn’t like top 10 most popular channels on KZbin. This is the best channel ever…

[@NolieRavioli]

how does 2 min papers not have 20 million+ subscribers

[@verified_tinker1818]

I’m more and more terrified with every AI video you make. They’re improving at a lightning-fast pace.

[@GregMoress]

When Arnold described SkyNet's learning in the first Terminator, he said it leared at a Geometric rate. That the graph that looks like the right-side of a U.

[@sanstime]

Very cool 🙂👍

[@Gigizhvania]

Camera companies will have to work hard on a specific type of camera that has some super encrypted code with super raw format inaffected by A.I. considering how manipulative footage could get nowadays, the question isn't even about whether people are gonna turn it into a weapon, rather than how bad of a weapon is it gonna be.

[@selihter]

Wow, real life simulated 🤔I need to get on with this game of simulation

[@theend7449]

I'd love to see it augment architectural practice by implementing lean techniques to help minimise wastage and maximise efficiency and safety especially in hospitals, they are very similar in terms of manufacturing.

[@xusux]

vr games gonna be amazing tho i need to save up mone from now

[@epicthief]

It's so crazy to think these are real-time, only a few years ago it would take months for render

[@jaymata1218]

love this channel

[@TubeOfTheYou1000]

I want to use this for mapping out and building space infrastructure like an orbital ring

[@Thijs_NL]

The progress i've seen Ai make this last year alone.. man, what will come up in the next coming months.. exciting times!

[@MTHALO.]

As always Károly nice video 👍

[@jeez123]

2 minute papers have been posting quite the 9 minute videos

[@yoinkthatscotum5145]

This video made my day :)

[@AjSmit1]

What a time to be [simulated]!

[@d3m815]

It's kind of insane to compare this video from only 9 months ago to the current ones and to see how much better things have become.

[@TundeEszlari]

Zseniális lett a videó.

[@MSJDesign]

It all makes sense when you think about it. The airline industry has been using simulators to train their pilots for emergency sitations for decades.

[@seanleeduncan]

What a time to be alive!!! 😀💯

[@alexglezarch]

Factorio being mentioned blows my mind.

[@anony88]

Speaking of factorio, I need to hop back into that game again lol. It's a lot of fun. Satisfactory is another good one.

[@kivsa85]

I hope to enjoy this before I get to my 60's (37 now)

[@mrgyani]

The future is going to be absolutely scary, I am not ready for this..

[@TroyRubert]

One graphics card!!!! 🤯🤯🤯 that is absolutely insane I didn’t think it would happen in my lifetime.

[@1000trilliondollars]

What a time to be alive!!

[@petedavis7970]

What are we going to do in 50 years when nobody needs to work? How do we avoid universal income? I don't see a way. Almost everything is becoming automatable. Even coding. It's still the early days of code generating AIs, but I have no doubt 15-20 years from now, they'll be able to do my job without me.

[@KirbyVid]

This is getting scarier and scarier

[@hajjex_9086]

Brother This is wonderful Is there courses or a place that we can learn such AI and simulations? Fluid/sponge/bread loaf simulations for example

[@gravityshark580]

I am gripping my thin piece of writable plane so hard

[@HideFromIt]

it isnt a two minutes papers video until he says "What a time to be alive"

[@PauloSamurai]

The future is here