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Andrew Ng has helped shape some of the most influential movements in modern AI—from online education to deep learning to AI entrepreneurs      … ...more   ...more    How this content was made  Auto-dubbed  Audio tracks for some languages were automatically generated. (//support.google.com/youtube/answer/15569972?hl=en) Learn more       Chapters           () View all                      (/watch?v=RNJCfif1dPY) ()    (Introduction) Introduction (Introduction) Introduction 0:00   (/watch?v=RNJCfif1dPY) (Introduction) Introduction  0:00     (/watch?v=RNJCfif1dPY&t=31s&pp=0gcJCdkCDuyUWbzu) ()    (The Importance of Speed in Startups) The Importance of Speed in Startups (The Importance of Speed in Startups) The Importance of Speed in Startups 0:31   (/watch?v=RNJCfif1dPY&t=31s&pp=0gcJCdkCDuyUWbzu) (The Importance of Speed in Startups) The Importance of Speed in Startups  0:31     (/watch?v=RNJCfif1dPY&t=73s) ()    (Opportunities in the AI Stack) Opportunities in the AI Stack (Opportunities in the AI Stack) Opportunities in the AI Stack 1:13   (/watch?v=RNJCfif1dPY&t=73s) (Opportunities in the AI Stack) Opportunities in the AI Stack  1:13     (/watch?v=RNJCfif1dPY&t=126s) ()    (The Rise of Agent AI) The Rise of Agent AI (The Rise of Agent AI) The Rise of Agent AI 2:06   (/watch?v=RNJCfif1dPY&t=126s) (The Rise of Agent AI) The Rise of Agent AI  2:06     (/watch?v=RNJCfif1dPY&t=292s) ()    (Concrete Ideas for Faster Execution) Concrete Ideas for Faster Execution (Concrete Ideas for Faster Execution) Concrete Ideas for Faster Execution 4:52   (/watch?v=RNJCfif1dPY&t=292s) (Concrete Ideas for Faster Execution) Concrete Ideas for Faster Execution  4:52     (/watch?v=RNJCfif1dPY&t=536s) ()    (Rapid Prototyping and Engineering) Rapid Prototyping and Engineering (Rapid Prototyping and Engineering) Rapid Prototyping and Engineering 8:56   (/watch?v=RNJCfif1dPY&t=536s) (Rapid Prototyping and Engineering) Rapid Prototyping and Engineering  8:56     (/watch?v=RNJCfif1dPY&t=1026s) ()    (The Role of Product Management) The Role of Product Management (The Role of Product Management) The Role of Product Management 17:06   (/watch?v=RNJCfif1dPY&t=1026s) (The Role of Product Management) The Role of Product Management  17:06     (/watch?v=RNJCfif1dPY&t=1283s&pp=0gcJCdkCDuyUWbzu) ()    (The Value of Understanding AI) The Value of Understanding AI (The Value of Understanding AI) The Value of Understanding AI 21:23   (/watch?v=RNJCfif1dPY&t=1283s&pp=0gcJCdkCDuyUWbzu) (The Value of Understanding AI) The Value of Understanding AI  21:23                 Transcript  Follow along using the transcript.  () Show transcript             (/@ycombinator) (Y Combinator) ()  Y Combinator 1.9M subscribers    () (/channel/UCcefcZRL2oaA_uBNeo5UOWg/videos)    Videos           () (/channel/UCcefcZRL2oaA_uBNeo5UOWg/about)    About                () (/channel/UCcefcZRL2oaA_uBNeo5UOWg/videos)    Videos          () (/channel/UCcefcZRL2oaA_uBNeo5UOWg/about)    About                         Show less                                    Andrew Ng: Building Faster with AI    86,823 views 86K views    Jul 10, 2025     (I like this)    2.4K         (I dislike this)                (Share)    Share         ()    Download        Download     (Save)    Save                ()                                             ()  (Comments) Comments 77                   Top comments           Newest first                     ()                                                                                                  ()                          ()  (In this video) In this video             ()                 Timeline     Chapters     Transcript                 ()                    ()  (Chapters) Chapters            ()                    (/watch?v=RNJCfif1dPY) ()    (Introduction) Introduction (Introduction) Introduction 0:00   (/watch?v=RNJCfif1dPY) (Introduction) Introduction  0:00  ()             ()              (/watch?v=RNJCfif1dPY&t=31s) ()    (The Importance of Speed in Startups) The Importance of Speed in Startups (The Importance of Speed in Startups) The Importance of Speed in Startups 0:31   (/watch?v=RNJCfif1dPY&t=31s) (The Importance of Speed in Startups) The Importance of Speed in Startups  0:31  ()             ()              (/watch?v=RNJCfif1dPY&t=73s) ()    (Opportunities in the AI Stack) Opportunities in the AI Stack (Opportunities in the AI Stack) Opportunities in the AI Stack 1:13   (/watch?v=RNJCfif1dPY&t=73s) (Opportunities in the AI Stack) Opportunities in the AI Stack  1:13  ()             ()              (/watch?v=RNJCfif1dPY&t=126s) ()    (The Rise of Agent AI) The Rise of Agent AI (The Rise of Agent AI) The Rise of Agent AI 2:06   (/watch?v=RNJCfif1dPY&t=126s) (The Rise of Agent AI) The Rise of Agent AI  2:06  ()             ()              (/watch?v=RNJCfif1dPY&t=292s) ()    (Concrete Ideas for Faster Execution) Concrete Ideas for Faster Execution (Concrete Ideas for Faster Execution) Concrete Ideas for Faster Execution 4:52   (/watch?v=RNJCfif1dPY&t=292s) (Concrete Ideas for Faster Execution) Concrete Ideas for Faster Execution  4:52  ()             ()              (/watch?v=RNJCfif1dPY&t=536s) ()    (Rapid Prototyping and Engineering) Rapid Prototyping and Engineering (Rapid Prototyping and Engineering) Rapid Prototyping and Engineering 8:56   (/watch?v=RNJCfif1dPY&t=536s) (Rapid Prototyping and Engineering) Rapid Prototyping and Engineering  8:56  ()             ()              (/watch?v=RNJCfif1dPY&t=1026s) ()    (The Role of Product Management) The Role of Product Management (The Role of Product Management) The Role of Product Management 17:06   (/watch?v=RNJCfif1dPY&t=1026s) (The Role of Product Management) The Role of Product Management  17:06  ()             ()              (/watch?v=RNJCfif1dPY&t=1283s) ()    (The Value of Understanding AI) The Value of Understanding AI (The Value of Understanding AI) The Value of Understanding AI 21:23   (/watch?v=RNJCfif1dPY&t=1283s) (The Value of Understanding AI) The Value of Understanding AI  21:23  ()             ()              (/watch?v=RNJCfif1dPY&t=1353s) ()    (Technical Decisions in AI Development) Technical Decisions in AI Development (Technical Decisions in AI Development) Technical Decisions in AI Development 22:33   (/watch?v=RNJCfif1dPY&t=1353s) (Technical Decisions in AI Development) Technical Decisions in AI Development  22:33  ()             ()              (/watch?v=RNJCfif1dPY&t=1406s) ()    (Leveraging Gen AI Tools for Startups) Leveraging Gen AI Tools for Startups (Leveraging Gen AI Tools for Startups) Leveraging Gen AI Tools for Startups 23:26   (/watch?v=RNJCfif1dPY&t=1406s) (Leveraging Gen AI Tools for Startups) Leveraging Gen AI Tools for Startups  23:26  ()             ()              (/watch?v=RNJCfif1dPY&t=1445s) ()    (Building with AI Building Blocks) Building with AI Building Blocks (Building with AI Building Blocks) Building with AI Building Blocks 24:05   (/watch?v=RNJCfif1dPY&t=1445s) (Building with AI Building Blocks) Building with AI Building Blocks  24:05  ()             ()              (/watch?v=RNJCfif1dPY&t=1526s) ()    (The Importance of Speed in Startups) The Importance of Speed in Startups (The Importance of Speed in Startups) The Importance of Speed in Startups 25:26   (/watch?v=RNJCfif1dPY&t=1526s) (The Importance of Speed in Startups) The Importance of Speed in Startups  25:26  ()             ()              (/watch?v=RNJCfif1dPY&t=1601s) ()    (Addressing AI Hype and Misconceptions) Addressing AI Hype and Misconceptions (Addressing AI Hype and Misconceptions) Addressing AI Hype and Misconceptions 26:41   (/watch?v=RNJCfif1dPY&t=1601s) (Addressing AI Hype and Misconceptions) Addressing AI Hype and Misconceptions  26:41  ()             ()              (/watch?v=RNJCfif1dPY&t=2255s) ()    (AI in Education: Current Trends and Future Directions) AI in Education: Current Trends and Future Directions (AI in Education: Current Trends and Future Directions) AI in Education: Current Trends and Future Directions 37:35   (/watch?v=RNJCfif1dPY&t=2255s) (AI in Education: Current Trends and Future Directions) AI in Education: Current Trends and Future Directions  37:35  ()             ()              (/watch?v=RNJCfif1dPY&t=2373s&pp=0gcJCdkCDuyUWbzu) ()    (Balancing AI Innovation with Ethical Considerations) Balancing AI Innovation with Ethical Considerations (Balancing AI Innovation with Ethical Considerations) Balancing AI Innovation with Ethical Considerations 39:33   (/watch?v=RNJCfif1dPY&t=2373s&pp=0gcJCdkCDuyUWbzu) (Balancing AI Innovation with Ethical Considerations) Balancing AI Innovation with Ethical Considerations  39:33  ()             ()              (/watch?v=RNJCfif1dPY&t=2487s) ()    (Protecting Open Source and the Future of AI) Protecting Open Source and the Future of AI (Protecting Open Source and the Future of AI) Protecting Open Source and the Future of AI 41:27   (/watch?v=RNJCfif1dPY&t=2487s) (Protecting Open Source and the Future of AI) Protecting Open Source and the Future of AI  41:27  ()             ()               Sync to video time  () Sync to video time               ()  (Description) Description             ()                      Andrew Ng: Building Faster with AI   2.4K  Likes    86,823  Views     Jul 10  2025          Andrew Ng on June 17, 2025 at AI Startup School in San Francisco.

Andrew Ng has helped shape some of the most influential movements in modern AI—from online education to deep learning to AI entrepreneurship. 

In this talk, he shares what he’s learning now: why execution speed matters more than ever, how agentic workflows are changing what startups can build, and why concreteness beats vagueness when turning ideas into products. He reflects on the rise of AI coding assistants, the shifting bottlenecks in product development, and why, despite faster software, it’s still human judgment and responsibility that will shape what comes next.

Apply to Y Combinator:  (https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbm5sUFNrd2pFSV9Hano1ZTFaWU03Ymd3T2ppd3xBQ3Jtc0tuNFlkT2JsYllfY1N1M3RxVTk5YW9UdUtRX1BUWE5rMGg2Y1JoNllYTTQwZzF0QkhCLUNiRHdvVGlmankxcEVGQWZpU1NyV0ZLdGpaNlhjNUJGcGZWSDdGTE1iU2FGNXNRWmVjZlVzY1BLSHJLdDJ6SQ&q=https%3A%2F%2Fycombinator.com%2Fapply&v=RNJCfif1dPY) https://ycombinator.com/apply  Work at a startup:  (https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbmZqZmZYTkdROEFHdU16bHBTTExXcXRiaFYtd3xBQ3Jtc0tsWFpYbFFBVFp6R1JYOWJNVkJQcFVjcHYxZ2pmYzlCTDNUN005QmdXa0RnVFJSdF9wYU4zSzdSMHhiS2xRUW52Z0FEc2NxMVlvNnYtYkItWGVvTVBIM2ZPT3FTd3pPZ2psc19BRHhESTFDY0JIMm5jUQ&q=https%3A%2F%2Fworkatastartup.com%2F&v=RNJCfif1dPY) https://workatastartup.com  Chapters:  (/watch?v=RNJCfif1dPY) 00:00  - Introduction  (/watch?v=RNJCfif1dPY&t=31s) 00:31  - The Importance of Speed in Startups  (/watch?v=RNJCfif1dPY&t=73s) 01:13  - Opportunities in the AI Stack  (/watch?v=RNJCfif1dPY&t=126s) 02:06  - The Rise of Agent AI  (/watch?v=RNJCfif1dPY&t=292s) 04:52  - Concrete Ideas for Faster Execution  (/watch?v=RNJCfif1dPY&t=536s) 08:56  - Rapid Prototyping and Engineering  (/watch?v=RNJCfif1dPY&t=1026s) 17:06  - The Role of Product Management  (/watch?v=RNJCfif1dPY&t=1283s) 21:23  - The Value of Understanding AI  (/watch?v=RNJCfif1dPY&t=1353s) 22:33  - Technical Decisions in AI Development  (/watch?v=RNJCfif1dPY&t=1406s) 23:26  - Leveraging Gen AI Tools for Startups  (/watch?v=RNJCfif1dPY&t=1445s) 24:05  - Building with AI Building Blocks  (/watch?v=RNJCfif1dPY&t=1526s) 25:26  - The Importance of Speed in Startups  (/watch?v=RNJCfif1dPY&t=1601s) 26:41  - Addressing AI Hype and Misconceptions  (/watch?v=RNJCfif1dPY&t=2255s) 37:35  - AI in Education: Current Trends and Future Directions  (/watch?v=RNJCfif1dPY&t=2373s) 39:33  - Balancing AI Innovation with Ethical Considerations  (/watch?v=RNJCfif1dPY&t=2487s) 41:27  - Protecting Open Source and the Future of AI      … ...more   ...more  Show less      How this content was made  Auto-dubbed  Audio tracks for some languages were automatically generated. (//support.google.com/youtube/answer/15569972?hl=en) Learn more       Chapters           () View all                      (/watch?v=RNJCfif1dPY) ()    (Introduction) Introduction (Introduction) Introduction 0:00   (/watch?v=RNJCfif1dPY) (Introduction) Introduction  0:00     (/watch?v=RNJCfif1dPY&t=31s&pp=0gcJCdkCDuyUWbzu) ()    (The Importance of Speed in Startups) The Importance of Speed in Startups (The Importance of Speed in Startups) The Importance of Speed in Startups 0:31   (/watch?v=RNJCfif1dPY&t=31s&pp=0gcJCdkCDuyUWbzu) (The Importance of Speed in Startups) The Importance of Speed in Startups  0:31     (/watch?v=RNJCfif1dPY&t=73s) ()    (Opportunities in the AI Stack) Opportunities in the AI Stack (Opportunities in the AI Stack) Opportunities in the AI Stack 1:13   (/watch?v=RNJCfif1dPY&t=73s) (Opportunities in the AI Stack) Opportunities in the AI Stack  1:13     (/watch?v=RNJCfif1dPY&t=126s) ()    (The Rise of Agent AI) The Rise of Agent AI (The Rise of Agent AI) The Rise of Agent AI 2:06   (/watch?v=RNJCfif1dPY&t=126s) (The Rise of Agent AI) The Rise of Agent AI  2:06                 Transcript  Follow along using the transcript.  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