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Post Surface Data vs. Deep Data

12 August 2026
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Complex Systems Studies
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Surface Data vs. Deep Data Alyosha Efros (UC Berkeley) https://youtu.be/vk6lgHjjGp8 Jitendra Malik challenges the "bitter lesson" doctrine, arguing that simple scaling is insufficient for true artificial intelligence. By contrasting passive surface data with active, hard-earned deep data, this talk explores the necessity of curiosity-driven exploration and physical embodiment in creating systems that move beyond mere mimicry to genuine understanding of our world.
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