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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

986,761 subscribers

64,662 次观看 • 1 年前 •via X (Twitter)

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10 条评论

a16z 的头像

a16z1 年前

Watch the full interview with @drfeifei and @jcjohnss:

Juan 的头像

Juan1 年前

@martin_casado How would those 3D representations be interpreted/computed if not through tokenization?

Maincard 的头像

Maincard1 年前

@martin_casado From 1D to 3D: unlocking a new dimension of intelligence!

Artemis Frost 🕯️ 的头像

Artemis Frost 🕯️1 年前

@martin_casado Tell em! 🔥 Fei-Fei for the spatial intelligence W

Ʌanta-NT 的头像

Ʌanta-NT1 年前

@martin_casado Big brain

#HEX #Whale #SFamisland Blessed.TRX🍌 的头像

#HEX #Whale #SFamisland Blessed.TRX🍌1 年前

@martin_casado Ài

JB Benjamin 的头像

JB Benjamin1 年前

@martin_casado #SpatialID by #DjinnTechnologies.....shhh

Dad OF Memecoins 的头像

Dad OF Memecoins1 年前

@martin_casado Your investment in blocksense is going to be pure waste of money because those people don't even know how to build a good community. Their telegram is filled with trozan attackers and bots . THEY HAVE HIRED SOME TURKISH GUY FOR MARKETING WHO USED TO WORK AS MODERATOR. . Good luk

TapTip AI 的头像

TapTip AI1 年前

@martin_casado A very new AI hardware, focusing on AI memory

Andre Carothers 的头像

Andre Carothers1 年前

@martin_casado Imagine anyone in Silicon Valley supporting this guy.

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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”:

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Dr. Fei-Fei Li just called out the biggest blind spot in the entire AI industry. We have been building half of human intelligence. And calling it the finish line. Li: “If you look at human intelligence, it pretty much boils down to two buckets.” The first bucket is language. Symbolic reasoning. Communication. The ability to think in words and abstractions. That’s what every major AI lab has spent the last decade building. The second bucket is the one the industry has almost entirely ignored. Li: “We call that in AI spatial intelligence.” How humans and animals perceive, navigate, and interact with the three-dimensional physical world. How we reach for objects. How we move through space. How we build and manipulate physical reality. From painting masterpieces to constructing the pyramids, non-verbal spatial intelligence is what actually shapes the world. Language describes reality. Spatial intelligence acts on it. And the gap between those two things is the gap between a chatbot and a robot. Li: “When this technology is ready, the robotic revolution is gonna start. We’re already seeing that trend.” Every robot is a moving agent. Every moving agent requires spatial intelligence to function in the real world. The humanoid robots being deployed in factories right now are hitting the ceiling of what language models alone can power. Spatial intelligence is the unlock. But Li didn’t stop at robotics. Li: “From a geopolitics point of view, this is part of the technology that goes straight into weapons.” Autonomous drone swarms. Battlefield navigation. Physical target acquisition without human oversight. Every military application of AI that operates in the real world runs on spatial intelligence. The nation that masters the transition from static text to dynamic three-dimensional perception doesn’t just win the software race. It commands the physical battlefield. The AI arms race just broke out of the data center. It’s operating in three dimensions now.

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