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    Home » Robots Are Finally Starting to Work

    Robots Are Finally Starting to Work

    webmasterBy webmasterApril 16, 2026 All Videos 1 Min Read
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    Physical Intelligence is building a foundation model that can control any robot to do any task — what the team describes as the GPT-1 moment for robotics. The company’s cross-embodiment approach trains across many different robot platforms, and recent results show tasks being performed zero-shot that last year required hundreds of hours of data collection.

    In this episode of The Lightcone, co-founder Quan Vuong sat down with Garry, Jared, Diana, and Harj to talk about why robotics is finally ready for its scaling moment, how PI runs its models in the cloud rather than on-device, and the playbook for what Quan sees as a Cambrian explosion of vertical robotics companies.

    00:00 The new robotics startup equation
    00:41 Intro: GPT-1 moment for robotics
    03:05 How AI unlocked robotics (RT-2, PaLM-E)
    06:17 Breakthrough: multi-robot scaling (Open-X)
    09:12 The real bottleneck: data
    13:10 Emergence: zero-shot robot skills
    16:01 Real-world demos: laundry & warehouses
    22:21 Robotics becomes a data + ops problem
    23:16 Cloud-controlled robots (big unlock)
    29:03 How to start a robotics company today
    32:33 The coming explosion of robotics startups
    43:53 What’s still missing (and what comes next)

    Apply to Y Combinator: https://www.ycombinator.com/apply
    Work at a startup: https://www.ycombinator.com/jobs

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