--- title: "Robotics' End Game: Nvidia's Jim Fan" source_name: "Sequoia Capital" original_url: "https://www.youtube.com/watch?v=3Y8aq_ofEVs" canonical_url: "https://www.traeai.com/articles/4e32c313-fb07-44cf-a1ba-b4a5f01003ea" content_type: "video" language: "中文" score: 2 tags: ["Robotics","Nvidia","Jim Fan"] published_at: "2026-04-30T15:26:49+00:00" created_at: "2026-05-01T00:34:18.379327+00:00" --- # Robotics' End Game: Nvidia's Jim Fan Canonical URL: https://www.traeai.com/articles/4e32c313-fb07-44cf-a1ba-b4a5f01003ea Original source: https://www.youtube.com/watch?v=3Y8aq_ofEVs ## Summary 视频讨论了Nvidia的Jim Fan对于机器人技术终局的看法，但正文内容缺失，无法提供深度分析、新颖性或实用性信息。 ## Key Takeaways - 视频讨论了Nvidia的Jim Fan对于机器人技术终局的看法，但正文内容缺失，无法提供深度分析、新颖性或实用性信息 ## Content Title: Robotics' End Game: Nvidia's Jim Fan URL Source: http://www.youtube.com/watch?v=3Y8aq_ofEVs Markdown Content: # Robotics' End Game: Nvidia's Jim Fan - YouTube Back [![Image 1](http://www.youtube.com/watch?v=3Y8aq_ofEVs)](http://www.youtube.com/ "YouTube Home") Skip navigation Search Search with your voice [](http://www.youtube.com/watch?v=3Y8aq_ofEVs) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3Dhttps%253A%252F%252Fwww.youtube.com%252Fwatch%253Fv%253D3Y8aq_ofEVs&hl=en&ec=65620) [![Image 2](http://www.youtube.com/watch?v=3Y8aq_ofEVs)](http://www.youtube.com/ "YouTube Home") [](http://www.youtube.com/watch?v=3Y8aq_ofEVs) [](http://www.youtube.com/watch?v=3Y8aq_ofEVs) [](http://www.youtube.com/watch?v=3Y8aq_ofEVs) [](http://www.youtube.com/watch?v=3Y8aq_ofEVs) [Robotics' End Game: Nvidia's Jim Fan](http://www.youtube.com/watch?v=3Y8aq_ofEVs) [](http://www.youtube.com/watch?v=3Y8aq_ofEVs) Tap to unmute 2x [![Image 3](http://www.youtube.com/watch?v=3Y8aq_ofEVs)](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ## Robotics' End Game: Nvidia's Jim Fan Sequoia Capital 4,602 views 9 hours ago [](http://www.youtube.com/watch?v=3Y8aq_ofEVs) Search Copy link Info Shopping ![Image 4](http://www.youtube.com/watch?v=3Y8aq_ofEVs) [![Image 5](http://www.youtube.com/watch?v=3Y8aq_ofEVs)](http://www.youtube.com/watch?v=3Y8aq_ofEVs) If playback doesn't begin shortly, try restarting your device. • You're signed out Videos you watch may be added to the TV's watch history and influence TV recommendations. 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Please try again later. ![Image 6](http://www.youtube.com/watch?v=3Y8aq_ofEVs) 0:00 [](http://www.youtube.com/watch?v=3Y8aq_ofEVs)[](https://www.youtube.com/watch?v=bBS93A0BeNI "Next (SHIFT+n)") 0:00 / 0:00 Live •Watch full video • Introduction • [28:27 Greg Brockman: Inside the Race for Compute, Codex, and AGI Sequoia Capital 6.1K views • 7 hours ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=bBS93A0BeNI)[32:27 This is AGI: Sequoia AI Ascent 2026 Keynote Sequoia Capital 4.5K views • 7 hours ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=LRo33rnv6rQ)[13:36 Music Boy, Arduino MicroController Mp3 player Will's Computer Science 1 view • 6 days ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=F3LFk7ngKcU)[29:49 Andrej Karpathy: From Vibe Coding to Agentic Engineering Sequoia Capital 278K views • 1 day ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=96jN2OCOfLs)[33:25 The disaster I never imagined having to worry about Veritasium 2.2M views • 1 day ago Live Playlist ()Mix (50+)](https://www.youtube.com/watch?v=ksn5yrsC3Wg)[6:25 “What Is the Goal of This War?” – Sen. 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[Learn more](https://support.google.com/youtube/answer/3037019#zippy=%2Ccheck-that-youre-signed-into-youtube) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3D%252Fwatch%253Fv%253D3Y8aq_ofEVs&hl=en) # Robotics' End Game: Nvidia's Jim Fan [![Image 7](https://yt3.ggpht.com/uCN-D7KzMQY-Ti-xTsNAwilXVFFMYjEBRju_mXrR22HUYxJZjVZgP_SnamO9KbPo2XN-nE3O-A=s48-c-k-c0x00ffffff-no-rj)](http://www.youtube.com/@sequoiacapital) [Sequoia Capital](http://www.youtube.com/@sequoiacapital) Sequoia Capital 160K subscribers Subscribe Subscribed 261 Share Save Download Download 4,602 views 9 hours ago 4,602 views • Apr 30, 2026 Jim Fan, who leads the embodied autonomous research group at Nvidia, returns to AI Ascent to argue that robotics is entering its end game — and that the playbook is already written. He walks through what he calls "the great parallel": robotics following the LLM path from pre-training to reasoning to auto research, but with world models replacing language models, egocentric vi…...more ...more How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) ## Chapters View all [![Image 8](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Introduction #### Introduction 0:00](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### [Introduction](http://www.youtube.com/watch?v=3Y8aq_ofEVs) 0:00 [![Image 9](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### DGX One Origin Story #### DGX One Origin Story 0:30](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=30s) #### [DGX One Origin Story](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=30s) 0:30 [![Image 10](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### The Great Parallel #### The Great Parallel 1:42](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=102s) #### [The Great Parallel](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=102s) 1:42 [![Image 11](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Robotics Endgame Setup #### Robotics Endgame Setup 3:31](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=211s) #### [Robotics Endgame Setup](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=211s) 3:31 [![Image 12](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Why VLA Falls Short #### Why VLA Falls Short 3:39](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=219s) #### [Why VLA Falls Short](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=219s) 3:39 [![Image 13](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Video World Models #### Video World Models 4:32](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=272s) #### [Video World Models](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=272s) 4:32 [![Image 14](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### DreamZero World Action #### DreamZero World Action 6:09](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=369s) #### [DreamZero World Action](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=369s) 6:09 [![Image 15](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Scaling Data Collection #### Scaling Data Collection 7:46](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=466s) #### [Scaling Data Collection](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=466s) 7:46 Transcript Follow along using the transcript. Show transcript [![Image 16](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### Sequoia Capital 160K subscribers](http://www.youtube.com/@sequoiacapital) [Videos](http://www.youtube.com/channel/UCWrF0oN6unbXrWsTN7RctTw/videos)[About](http://www.youtube.com/channel/UCWrF0oN6unbXrWsTN7RctTw/about) Show less [](http://www.youtube.com/watch?v=3Y8aq_ofEVs) # Robotics' End Game: Nvidia's Jim Fan 4,602 views Apr 30, 2026 261 Share Save Download Download ## 25 Comments Sort comments Sort by [Top Show featured comments](http://www.youtube.com/watch?v=3Y8aq_ofEVs)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ![Image 17: Default profile photo](https://yt3.ggpht.com/a/default-user=s48-c-k-c0x00ffffff-no-rj) Add a comment... ![Image 18](https://yt3.ggpht.com/ytc/AIdro_mz_feit7d2lOy_BMARQhJmODjiLs-5bN6lPMsDbwg=s88-c-k-c0x00ffffff-no-rj) ### [@bangalibabus](http://www.youtube.com/@bangalibabus) [3 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgxOcIjk_j1dk_U6qQ54AaABAg) Wow what a great closing line - "I believe our generation was born too late to explore the Earth, and too early to explore the stars, but born just in time to solve robotics." Show less Read more Like 7 Dislike Reply 1 reply Hide replies 1 reply ![Image 19](https://yt3.ggpht.com/ytc/AIdro_nZIrsk1a3RlNAuNn_6m1Wt7af733TR35fOpdUACnorTsU=s88-c-k-c0x00ffffff-no-rj) ### [@antonkutuzov5789](http://www.youtube.com/@antonkutuzov5789) [56 minutes ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgxehG9zTcbgESgynFR4AaABAg) This was an elite presentation Show less Read more Like 1 Dislike Reply ![Image 20](https://yt3.ggpht.com/e9cvVJX2mpXHJMJqkyi7F-9FGx1eEiEMCuzYRHQCnLBzqrpsMBt0mis-c_OhmCOYSFyINKCW=s88-c-k-c0x00ffffff-no-rj) ### [@learnbydoingwithsteven](http://www.youtube.com/@learnbydoingwithsteven) [9 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgxgKOI_6hw7x8vYcJh4AaABAg) Dude changes the style from last year. Still remember the quote, parameter count is not all you need(smaller can do well in robotics). Show less Read more Like 4 Dislike Reply ![Image 21](https://yt3.ggpht.com/ytc/AIdro_l-sTb0TDAUjJSzXF0YMIxm-GPOSJ-JBJhTfq0RFjZ6wBnYWdvZDSMmBi5u9Ay9p1Dp1Q=s88-c-k-c0x00ffffff-no-rj) ### [@BarryTully-e5n](http://www.youtube.com/@BarryTully-e5n) [55 minutes ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgytT0pzjvk1o79KmEd4AaABAg) Great video! Really enjoyed it. Show less Read more Like Dislike Reply ![Image 22](https://yt3.ggpht.com/ytc/AIdro_kK07Ml9vtMhUDmL2eWHI4BOxbxTq0RlbBs28dRVwpfsA3IgJAJj3zvCLBlnO6T9Ui8Dg=s88-c-k-c0x00ffffff-no-rj) ### [@DarylScannell-j8d](http://www.youtube.com/@DarylScannell-j8d) [36 minutes ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgxwQ2UOJFaQ5J-LuVF4AaABAg&pp=0gcJCSIANpG00pGi) Really appreciate the insights in this video. Show less Read more Like Dislike Reply ![Image 23](https://yt3.ggpht.com/ytc/AIdro_nLYco7LnbjWGzwVvrVJRGeKZfL7oyHWluBWGKNaJDKD461PFr6xf37bATlNQRMY9C7ug=s88-c-k-c0x00ffffff-no-rj) ### [@forestoakln](http://www.youtube.com/@forestoakln) [1 hour ago (edited)](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgzaEMTzmnO629BpHZR4AaABAg) well done sir! Show less Read more Like 1 Dislike Reply ![Image 24](https://yt3.ggpht.com/YnocCXSUTreDtit8Ry5HlMEfF_YbJTl0kt1lRtk0YdiW6ahmSYtlfpPsQdMJpPuJa9JJZun3=s88-c-k-c0x00ffffff-no-rj) ### [@matt.stevick](http://www.youtube.com/@matt.stevick) [2 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgwFc5iGpCkPY3UJSfZ4AaABAg) jim fan is a brilliant mind Show less Read more Like Dislike Reply ![Image 25](https://yt3.ggpht.com/PNEgMLoHP7COy7kpAUr-lCe4u8y5f4H3PW5tH-h4uG6cNXdsMDz3bKvv5SYCvHejyYnNjJ6e=s88-c-k-c0x00ffffff-no-rj) ### [@kurosawa1120](http://www.youtube.com/@kurosawa1120) [7 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgwZq1X848ljzGk32Dt4AaABAg) ![Image 26: 🎉](http://www.youtube.com/watch?v=3Y8aq_ofEVs)![Image 27: 🎉](http://www.youtube.com/watch?v=3Y8aq_ofEVs)great presentation Show less Read more Like 1 Dislike Reply ![Image 28](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@farazshah5651](http://www.youtube.com/@farazshah5651) [7 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgyDBhOQ2kc0NAF7cTl4AaABAg&pp=0gcJCSIANpG00pGi) Awesome Show less Read more Like 2 Dislike Reply ![Image 29](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@DrSulikSquirrel](http://www.youtube.com/@DrSulikSquirrel) [3 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=Ugys-n6ItEcMILhbGOF4AaABAg) This is awesome Show less Read more Like Dislike Reply ![Image 30](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@FLORIDIANMILLIONAIRE](http://www.youtube.com/@FLORIDIANMILLIONAIRE) [56 minutes ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=Ugw9_U6FZwaJFtUJm0Z4AaABAg) Just like these guys are showing a robot controlled by a human is possible but that's not really the robotics that we really want it just shows that human mind is in replaceable not just from the complexity perspective but also from the energy efficiency perspective The human brain only consumes 20 watts to do all these complicated things while the computers take so much more power that it is never going to catch up Show less Read more Like 1 Dislike Reply ![Image 31](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@matt.stevick](http://www.youtube.com/@matt.stevick) [2 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgyziAmYdmYtC0DWX9h4AaABAg) [16:38](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=998s) u know it ![Image 32: 💚](http://www.youtube.com/watch?v=3Y8aq_ofEVs)![Image 33: 🖤](http://www.youtube.com/watch?v=3Y8aq_ofEVs) Show less Read more Like Dislike Reply ![Image 34](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@kish2934](http://www.youtube.com/@kish2934) [8 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgyfoE1xUvXRtLhpNwJ4AaABAg) Hell yeah Show less Read more Like 1 Dislike Reply ![Image 35](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@ALFTHADRADDAD](http://www.youtube.com/@ALFTHADRADDAD) [6 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=Ugy67uesNXH7jKFaMkB4AaABAg) type shit type shit (we are unironically in the singularity) Show less Read more Like 1 Dislike Reply ![Image 36](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@HomingPigeon](http://www.youtube.com/@HomingPigeon) [8 hours ago (edited)](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=Ugwc1cdTqn3beFnEG_R4AaABAg) Pointing agents at this and asking it how to implement on a small scale. Please someone use this research and modeling to build an open source 3D printable stack from end to end? Unfortunately, the latent mapping from language to 3d printable model is not there yet. Show less Read more Like Dislike Reply ![Image 37](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@Quotica-mg2dh](http://www.youtube.com/@Quotica-mg2dh) [1 hour ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgweuWv2oHe0F7yuuOl4AaABAg) we're cooked Show less Read more Like Dislike Reply ![Image 38](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@SonicVrooom](http://www.youtube.com/@SonicVrooom) [2 hours ago (edited)](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgxkyFR-u1LqQBQ7W6t4AaABAg) not even close to the human end game, some wall street people ask about the "end game for robotics" ... honest answer: we don't know ... every sports competition has been fraudulent for decades; cheap, laissez-faire sabotage, ... we are miles away from top human kinetic AND strength & skill performance ... but not on a vertical scale, ... on a horizontal scale ... we won't even get there, ever, ... ever ... so "end game" should really be removed from the global vocabulary ... instead, call it "circus game", ... that shit is insane enough for people preferring sabotage over the fringe of the bottom of the next frontiers ... but no worries, artificial imagination has a near infinity long bottom of next frontiers, ... it's like that proverbial missing bottom of a barrel ... LET"S GO FANBOYS Show less Read more Like Dislike Reply ![Image 39](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@Sicaine](http://www.youtube.com/@Sicaine) [6 hours ago (edited)](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=UgyYzL3vBiTTzIAruC54AaABAg) Man i hate how ignorant he tells his Elon Musk Story. Smart people earning a lot of money not caring at all about social implications ... You do know that Elon Musk probably is responsible for killing people through his involvement with USAID? How he installed a Starlink to the Whitehouse to break Security? How he installed stupid kids which downloaded the social security numbers? How he thinks the planet is already no longer rescuable? and all of the other shit? Take responsiblity dude... And just to be clear, your area of research will fundamentally uproot A LOT of humans around the whole planet. People like you should have a higher standard... Show less Read more Like 1 Dislike Reply 3 replies Hide replies 3 replies ![Image 40](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ### [@Kektamusprime](http://www.youtube.com/@Kektamusprime) [4 hours ago](http://www.youtube.com/watch?v=3Y8aq_ofEVs&lc=Ugz-0TU5qg8LKSOGXN14AaABAg) wow robotics is flying along, we are gonna have insane humanoids soon, just gotta scale then theyll be able to build themselves Show less Read more Like Dislike Reply Top is selected, so you'll see featured comments ## Comments 25 [Top Show featured comments](http://www.youtube.com/watch?v=3Y8aq_ofEVs)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ## In this video Chapters Transcript ## Chapters [![Image 41](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Introduction #### Introduction 0:00](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### [Introduction](http://www.youtube.com/watch?v=3Y8aq_ofEVs) 0:00 [![Image 42](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### DGX One Origin Story #### DGX One Origin Story 0:30](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=30s) #### [DGX One Origin Story](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=30s) 0:30 [![Image 43](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### The Great Parallel #### The Great Parallel 1:42](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=102s) #### [The Great Parallel](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=102s) 1:42 [![Image 44](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Robotics Endgame Setup #### Robotics Endgame Setup 3:31](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=211s) #### [Robotics Endgame Setup](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=211s) 3:31 [![Image 45](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Why VLA Falls Short #### Why VLA Falls Short 3:39](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=219s) #### [Why VLA Falls Short](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=219s) 3:39 [![Image 46](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Video World Models #### Video World Models 4:32](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=272s) #### [Video World Models](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=272s) 4:32 [![Image 47](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### DreamZero World Action #### DreamZero World Action 6:09](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=369s) #### [DreamZero World Action](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=369s) 6:09 [![Image 48](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Scaling Data Collection #### Scaling Data Collection 7:46](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=466s) #### [Scaling Data Collection](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=466s) 7:46 [![Image 49](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### EgoScale And Scaling Laws #### EgoScale And Scaling Laws 11:06](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=666s&pp=0gcJCREDDuyUWbzu) #### [EgoScale And Scaling Laws](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=666s&pp=0gcJCREDDuyUWbzu) 11:06 [![Image 50](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### DreamDojo And The Roadmap #### DreamDojo And The Roadmap 15:39](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=939s) #### [DreamDojo And The Roadmap](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=939s) 15:39 Sync to video time ## Description Robotics' End Game: Nvidia's Jim Fan 261 Likes 4,602 Views 9h Ago Jim Fan, who leads the embodied autonomous research group at Nvidia, returns to AI Ascent to argue that robotics is entering its end game — and that the playbook is already written. He walks through what he calls "the great parallel": robotics following the LLM path from pre-training to reasoning to auto research, but with world models replacing language models, egocentric video replacing teleoperation, and world action models replacing the VLA paradigm. Along the way: why he thinks we'll pass the physical Turing test within 2–3 years, why "compute now equals environment equals data," and why this generation was born just in time to solve robotics. [00:00](http://www.youtube.com/watch?v=3Y8aq_ofEVs) Introduction [00:30](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=30s) DGX One Origin Story [01:42](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=102s) The Great Parallel [03:31](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=211s) Robotics Endgame Setup [03:39](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=219s) Why VLA Falls Short [04:32](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=272s) Video World Models [06:09](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=369s) DreamZero World Action [07:46](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=466s) Scaling Data Collection [11:06](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=666s) EgoScale And Scaling Laws [15:39](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=939s) DreamDojo And The Roadmap…...more ...more Show less How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) ## Chapters View all [![Image 51](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Introduction #### Introduction 0:00](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### [Introduction](http://www.youtube.com/watch?v=3Y8aq_ofEVs) 0:00 [![Image 52](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### DGX One Origin Story #### DGX One Origin Story 0:30](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=30s) #### [DGX One Origin Story](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=30s) 0:30 [![Image 53](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### The Great Parallel #### The Great Parallel 1:42](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=102s) #### [The Great Parallel](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=102s) 1:42 [![Image 54](http://www.youtube.com/watch?v=3Y8aq_ofEVs) #### Robotics Endgame Setup #### Robotics Endgame Setup 3:31](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=211s) #### [Robotics Endgame Setup](http://www.youtube.com/watch?v=3Y8aq_ofEVs&t=211s) 3:31 Transcript Follow along using the transcript. 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