李飞飞与 World Labs 谈 Atlas 世界模型与空间智能竞赛

World Labs co-founders Fei-Fei Li, Justin Johnson, and Ben Mildenhall join a16z General Partner Martin Casado to discuss Atlas, their latest world model, and what it reveals about the pursuit of spatial intelligence.

At the center of Atlas is what the team calls “new view prediction”: given images or views of a scene, the model predicts what that environment should look like from a different position in space and time. This brings generation and 3D reconstruction into the same model, and raises a broader question about whether predicting views could become a useful primitive for understanding the physical world.

They discuss the technical bets behind the model, what it can and can’t yet capture, and the importance of dynamics, editability, and simulation as world models develop. The conversation also explores applications in creative work, architecture, and robotics, where Fei-Fei argues that one of today’s biggest constraints is access to real-world training data.

Fei-Fei Li

Fei-Fei Li on Spatial Intelligence and Robotics Fei-Fei Li, Yunzhu Li, and Martin Casado; What Comes After ChatGPT? The Mother of ImageNet Predicts The Future Fei-Fei Li, Justin Johnson, Alessio Fanelli, and Shawn Wang (Swyx); The Frontier of Spatial Intelligence with Fei-Fei Li Fei-Fei Li, Justin Johnson, and Martin Casado; Fei-Fei Li: World Models and the Multiverse Fei-Fei Li, Martin Casado, and Erik Torenberg; The Frontier of Spatial Intelligence with Fei-Fei Li Fei-Fei Li, Justin Johnson, and Martin Casado

Justin Johnson

X

is the cofounder of World Labs.

X

World Models, Robotics, and the Future of 3D AI Justin Johnson, Theo Jaffee, and Sofia Puccini; What Comes After ChatGPT? The Mother of ImageNet Predicts The Future Fei-Fei Li, Justin Johnson, Alessio Fanelli, and Shawn Wang (Swyx); The Frontier of Spatial Intelligence with Fei-Fei Li Fei-Fei Li, Justin Johnson, and Martin Casado; The Frontier of Spatial Intelligence with Fei-Fei Li Fei-Fei Li, Justin Johnson, and Martin Casado

Ben Mildenhall

X

is the cofounder of World Labs.

is a general partner at Andreessen Horowitz, where he leads the firm’s infrastructure practice.

X; Linkedin

Investing in TypeSafe AI Jennifer Li, Sarah Wang, Martin Casado, Marc Andreessen, and Ben Horowitz; Investing in doxxnet Joel de la Garza and Martin Casado; AI Can Write Code. Why Isn’t Software Better? Diogo Almeida, Ben Horowitz, and Martin Casado; Aaron Levie, Steven Sinofsky & Martin Casado: How Do You Secure a World of AI Agents? Aaron Levie, Martin Casado, Steven Sinofsky, and Erik Torenberg; Databricks CEO on AI Pacing, Cyber Risk, and the Enterprise Ali Ghodsi, Martin Casado, and Sarah Wang

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