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Fei-Fei Li says Stanford's Natural Language computing lab has only 64 GPUs and academia is "falling off a cliff" relative to industry

Tsarathustra

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1,158,785 views • 2 years ago •via X (Twitter)

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Fei-Fei Li (Fei-Fei Li) on limitations of LLMs. "There's no language out there in nature. You don't go out in nature and there's words written in the sky for you.. There is a 3D world that follows laws of physics." Language is purely generated signal.

Fei-Fei Li (Fei-Fei Li) on limitations of LLMs. "There's no language out there in nature. You don't go out in nature and there's words written in the sky for you.. There is a 3D world that follows laws of physics." Language is purely generated signal.

Rohan Paul

1,853,244 views • 11 months ago

📁 Fei-Fei Li, former Google Chief Scientist, says the industry is dangerously fixated on language models. Most of the real economy is physical, perceptual and spatial. Once AI fully understands the visual world, it stops being a chatbot and starts becoming infrastructure.

📁 Fei-Fei Li, former Google Chief Scientist, says the industry is dangerously fixated on language models. Most of the real economy is physical, perceptual and spatial. Once AI fully understands the visual world, it stops being a chatbot and starts becoming infrastructure.

Jon Hernandez

216,150 views • 3 months ago

The moment is right to push forward into a new frontier for AI — one that is as fundamental as language, says Fei-Fei Li. That frontier is visual spatial intelligence. With Justin Johnson (Justin Johnson), her cofounder at World Labs, and a16z's martin_casado, Fei-Fei explains what unlocking this technology could mean, and why we’re in the midst of a “Cambrian explosion”:

The moment is right to push forward into a new frontier for AI — one that is as fundamental as language, says Fei-Fei Li. That frontier is visual spatial intelligence. With Justin Johnson (Justin Johnson), her cofounder at World Labs, and a16z's martin_casado, Fei-Fei explains what unlocking this technology could mean, and why we’re in the midst of a “Cambrian explosion”:

a16z

476,703 views • 1 year ago

Fei-Fei Li says AI is not over-hyped; it is a civilizational technology that represents the new computing Wherever chips exist today, from light bulbs to self-driving cars, AI will inevitably follow "wherever there is compute, there will be AI"

Fei-Fei Li says AI is not over-hyped; it is a civilizational technology that represents the new computing Wherever chips exist today, from light bulbs to self-driving cars, AI will inevitably follow "wherever there is compute, there will be AI"

Haider.

102,542 views • 8 months ago

Fei-Fei Li: Open Source AI Needs To Be Protected⁣ ⁣ "I think open source should be protected. If there is efforts of open source both in public sector as like academia as well as private sector is so important. It's so important for the entrepreneurial ecosystem." — Fei-Fei Li

Fei-Fei Li: Open Source AI Needs To Be Protected⁣ ⁣ "I think open source should be protected. If there is efforts of open source both in public sector as like academia as well as private sector is so important. It's so important for the entrepreneurial ecosystem." — Fei-Fei Li

AI Insights

33,380 views • 1 year ago

"Can AI ever be Newton? Can AI ever be Einstein? Can AI ever be Picasso?" Dr. Fei-Fei Li ( Fei-Fei Li ) gives a very simple explanations of how today's AI still has a long way to go. --- From 'FII Institute' YT channel (full link in comment).

"Can AI ever be Newton? Can AI ever be Einstein? Can AI ever be Picasso?" Dr. Fei-Fei Li ( Fei-Fei Li ) gives a very simple explanations of how today's AI still has a long way to go. --- From 'FII Institute' YT channel (full link in comment).

Rohan Paul

24,644 views • 9 months ago

.Fei-Fei Li, aka The Godmother of AI, discusses her latest startup, World Labs, and why "Spatial" intelligence is a new foundational technology

.Fei-Fei Li, aka The Godmother of AI, discusses her latest startup, World Labs, and why "Spatial" intelligence is a new foundational technology

Bloomberg TV

34,503 views • 1 year ago

Fei-Fei Li on what simulation can do for robotics that real-world data can't: "You play out events that haven't happened, or cannot happen... And while you play it out, you learn how to act in it." "That's really important in robotics, because we cannot possibly have enough real-world data for that." "Here is a real life example: the industry of self-driving cars. Waymo has officially said they use billions of hours of simulation." "Cars are the simplest kind of robots. So clearly simulation plays a huge role in robotic learning." Fei-Fei Li Yunzhu Li World Labs martin_casado

Fei-Fei Li on what simulation can do for robotics that real-world data can't: "You play out events that haven't happened, or cannot happen... And while you play it out, you learn how to act in it." "That's really important in robotics, because we cannot possibly have enough real-world data for that." "Here is a real life example: the industry of self-driving cars. Waymo has officially said they use billions of hours of simulation." "Cars are the simplest kind of robots. So clearly simulation plays a huge role in robotic learning." Fei-Fei Li Yunzhu Li World Labs martin_casado

a16z

34,650 views • 11 days ago

📁 Fei Fei Li says that a key breakthrough in generative AI is the next token prediction objective, perfectly aligned with the task of producing language. She adds that vision and world modeling are harder because the real world is multimodal and demands observation, interpretation and reasoning. She notes that understanding and creating worlds is far more complex than generating text.

📁 Fei Fei Li says that a key breakthrough in generative AI is the next token prediction objective, perfectly aligned with the task of producing language. She adds that vision and world modeling are harder because the real world is multimodal and demands observation, interpretation and reasoning. She notes that understanding and creating worlds is far more complex than generating text.

Jon Hernandez

75,087 views • 8 months ago

This is why the future is exciting. Stanford’s Fei-Fei Li shows off how a human controlling a robot with just his mind. The rest of the day’s talks are being live streamed. See my last post.

This is why the future is exciting. Stanford’s Fei-Fei Li shows off how a human controlling a robot with just his mind. The rest of the day’s talks are being live streamed. See my last post.

Robert Scoble

43,036 views • 1 year ago

Fei-Fei Li says that even if AI surpasses certain human capabilities, it is not necessarily universally super intelligent video models can predict an apple falling, but they cannot derive the equation F=ma from that observation "we have no idea how AI can get there yet"

Fei-Fei Li says that even if AI surpasses certain human capabilities, it is not necessarily universally super intelligent video models can predict an apple falling, but they cannot derive the equation F=ma from that observation "we have no idea how AI can get there yet"

Haider.

46,033 views • 7 months ago

Using AI to write a sonnet is entertaining. Using AI to help perform heart surgery is game-changing. On Possible, "godmother of AI" Fei-Fei Li talks about her team's quest to unlock spatial intelligence.

Using AI to write a sonnet is entertaining. Using AI to help perform heart surgery is game-changing. On Possible, "godmother of AI" Fei-Fei Li talks about her team's quest to unlock spatial intelligence.

Reid Hoffman

40,120 views • 1 year ago

Fei-Fei Li says, she disagrees with Geoffrey Hinton, warning that there's a 10 to 20% chance that AI leads to human extinction If the human race is in trouble, that's a result of humans doing wrong things, not machines doing wrong things

Fei-Fei Li says, she disagrees with Geoffrey Hinton, warning that there's a 10 to 20% chance that AI leads to human extinction If the human race is in trouble, that's a result of humans doing wrong things, not machines doing wrong things

Haider.

51,746 views • 8 months ago

Dr. Fei-Fei Li (Fei-Fei Li), the Godmother of AI, on the origin of computer vision and why spatial intelligence is the next frontier. At AI Startup School in San Francisco. 01:00 - Origins of ImageNet 02:15 - The Dream to Make Machines See 03:28 - A paradigm shift in AI 05:50 - AlexNet and Deep Learning 08:00 - Evolving Computer Vision 12:20 - Building World Labs 13:00 - The next frontier in AI 14:20 - Why Spatial Intelligence Is Harder Than Language 18:40 - Technical Barriers for Vision-Based AI 20:00 - AI is more than LLMs 25:50 - Fei Fei’s Journey 29:30 - Mentoring some of the legends of AI 33:00 - Audience Q&A

Dr. Fei-Fei Li (Fei-Fei Li), the Godmother of AI, on the origin of computer vision and why spatial intelligence is the next frontier. At AI Startup School in San Francisco. 01:00 - Origins of ImageNet 02:15 - The Dream to Make Machines See 03:28 - A paradigm shift in AI 05:50 - AlexNet and Deep Learning 08:00 - Evolving Computer Vision 12:20 - Building World Labs 13:00 - The next frontier in AI 14:20 - Why Spatial Intelligence Is Harder Than Language 18:40 - Technical Barriers for Vision-Based AI 20:00 - AI is more than LLMs 25:50 - Fei Fei’s Journey 29:30 - Mentoring some of the legends of AI 33:00 - Audience Q&A

Y Combinator

194,393 views • 1 year ago

📁 Fei-Fei Li founder of World Labs, says the next leap in AI is not language. Human intelligence does not just speak, it moves, perceives, and acts in the physical world. Spatial intelligence is the real core of intelligence. From text to space, from models to 3D and 4D worlds, from understanding words to interacting with reality. The next chapter is not read, it is inhabited.

📁 Fei-Fei Li founder of World Labs, says the next leap in AI is not language. Human intelligence does not just speak, it moves, perceives, and acts in the physical world. Spatial intelligence is the real core of intelligence. From text to space, from models to 3D and 4D worlds, from understanding words to interacting with reality. The next chapter is not read, it is inhabited.

Jon Hernandez

20,592 views • 6 months ago

🚀Two weeks ago, we hosted a welcome party for the newest member of our Stanford Vision and Learning Lab—a new robot! 🤖✨Watch as Fei-Fei Li interacts with it in this fun video. Exciting release coming soon. Stay tuned! 👀🎉

🚀Two weeks ago, we hosted a welcome party for the newest member of our Stanford Vision and Learning Lab—a new robot! 🤖✨Watch as Fei-Fei Li interacts with it in this fun video. Exciting release coming soon. Stay tuned! 👀🎉

Yunfan Jiang

128,591 views • 1 year ago

For all of history, humanity shared one 3D world. World Labs co-founder Fei-Fei Li says spatial intelligence now lets us generate and reconstruct infinite universes for creativity, travel, storytelling, even socialization. “It suddenly will enable us to live in a multiverse way.”

For all of history, humanity shared one 3D world. World Labs co-founder Fei-Fei Li says spatial intelligence now lets us generate and reconstruct infinite universes for creativity, travel, storytelling, even socialization. “It suddenly will enable us to live in a multiverse way.”

a16z

203,451 views • 10 months ago

"Visual-spatial intelligence is as fundamental as language." Fei-Fei Li says world models are the key to letting AI see the world, reason about it, interact with it, navigate it, and even 'build civilization upon it.' "It's very natural for me that World Labs' north star is to unlock spatial intelligence. The moment to me is right to do it." "We've got these ingredients—we've got compute, we've got a much deeper understanding of data, way deeper than [the ImageNet days]... and we've got some advancement of algorithms."

"Visual-spatial intelligence is as fundamental as language." Fei-Fei Li says world models are the key to letting AI see the world, reason about it, interact with it, navigate it, and even 'build civilization upon it.' "It's very natural for me that World Labs' north star is to unlock spatial intelligence. The moment to me is right to do it." "We've got these ingredients—we've got compute, we've got a much deeper understanding of data, way deeper than [the ImageNet days]... and we've got some advancement of algorithms."

a16z

32,387 views • 5 months ago

Language models process data as one-dimensional sequences of tokens — ideal for text, but limited for understanding the physical world. In contrast, spatial intelligence embraces a 3D representation, unlocking a deeper understanding of space and time. More from martin_casado's interview with Fei-Fei Li and Justin Johnson:

Language models process data as one-dimensional sequences of tokens — ideal for text, but limited for understanding the physical world. In contrast, spatial intelligence embraces a 3D representation, unlocking a deeper understanding of space and time. More from martin_casado's interview with Fei-Fei Li and Justin Johnson:

a16z

64,662 views • 1 year ago

Thought experiment: If you were blindfolded in a room and someone only described what’s around you… could you complete a task? Now imagine seeing the room. Instantly, your brain reconstructs the space in 3D. That’s why language isn’t enough. martin_casado and Fei-Fei Li explain why spatial intelligence is the next frontier for AI — and why mastering the physical world matters more than language alone. Listen to the full conversation from the a16z LP Summit:

Thought experiment: If you were blindfolded in a room and someone only described what’s around you… could you complete a task? Now imagine seeing the room. Instantly, your brain reconstructs the space in 3D. That’s why language isn’t enough. martin_casado and Fei-Fei Li explain why spatial intelligence is the next frontier for AI — and why mastering the physical world matters more than language alone. Listen to the full conversation from the a16z LP Summit:

a16z

134,610 views • 1 year ago