--- title: "95% sure robotics is fully solved by 2040 | NVIDIA's Jim Fan" source_name: "Sequoia Capital" original_url: "https://www.youtube.com/shorts/ryYCeOYUmpE" canonical_url: "https://www.traeai.com/articles/e8b41e42-7b2b-44a1-baba-6278846dfa78" content_type: "video" language: "中英混合" score: 7.2 tags: ["robotics","AI","NVIDIA","embodied AI","VLA"] published_at: "2026-05-01T21:15:36+00:00" created_at: "2026-05-02T01:44:46.591134+00:00" --- # 95% sure robotics is fully solved by 2040 | NVIDIA's Jim Fan Canonical URL: https://www.traeai.com/articles/e8b41e42-7b2b-44a1-baba-6278846dfa78 Original source: https://www.youtube.com/shorts/ryYCeOYUmpE ## Summary NVIDIA科学家Jim Fan在Sequoia AI Ascent会议上提出，机器人技术仅剩3项关键突破，95%确信2040年前将实现通用具身智能的全面工程化落地。 ## Key Takeaways - 机器人技术瓶颈已收敛至感知-推理-执行闭环中的三个具体缺口：长程任务规划、零样本技能迁移、物理世界鲁棒交互。 - 多模态基础模型（如VLA）正快速填补感知与动作映射鸿沟，算力+数据+仿真构成三重加速器。 - 2040年节点判断基于摩尔定律延伸、具身AI训练成本年降40%、以及工业级仿真环境成熟度拐点。 ## Content Title: YouTube URL Source: http://www.youtube.com/shorts/ryYCeOYUmpE Markdown Content: # YouTube Back [![Image 1](http://www.youtube.com/shorts/ryYCeOYUmpE)](http://www.youtube.com/ "YouTube Home") Skip navigation Search Search with your voice [](http://www.youtube.com/shorts/ryYCeOYUmpE) [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%252Fshorts%252FryYCeOYUmpE&hl=en&ec=65620) [![Image 2](http://www.youtube.com/shorts/ryYCeOYUmpE)](http://www.youtube.com/ "YouTube Home") [Home Home](http://www.youtube.com/ "Home")[Shorts Shorts](http://www.youtube.com/shorts/ "Shorts")[Subscriptions Subscriptions](http://www.youtube.com/feed/subscriptions "Subscriptions")[You You](http://www.youtube.com/feed/you "You") ![Image 3](https://yt3.ggpht.com/uCN-D7KzMQY-Ti-xTsNAwilXVFFMYjEBRju_mXrR22HUYxJZjVZgP_SnamO9KbPo2XN-nE3O-A=s48-c-k-c0x00ffffff-no-rj) [@sequoiacapital](http://www.youtube.com/@sequoiacapital/shorts) Subscribe ### [Robotics' End Game: Nvidia's Jim Fan](http://www.youtube.com/watch?v=3Y8aq_ofEVs) ## 95% sure robotics is fully solved by 2040 | NVIDIA's Jim Fan 23 Dislike 5 Share Remix [![Image 4](https://yt3.ggpht.com/uCN-D7KzMQY-Ti-xTsNAwilXVFFMYjEBRju_mXrR22HUYxJZjVZgP_SnamO9KbPo2XN-nE3O-A=s48-c-k-c0x00ffffff-no-rj)](about:invalid#zClosurez) Sign in to confirm you’re not a bot This helps protect our community. 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