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Josh Gao

Founder & CEO, Mecka AI

Real Alpha has cut 7 moments of Josh Gao (Founder & CEO, Mecka AI) talking, from an interview on Training Data published Oct 20, 2026.

What Josh Gao said

  1. Training Data · · 4 min

    Robot training is converging on a mixed data recipe

    “some version of a million hours of human data across egocentric and different types of modalities, some tens of thousands of hours of UMI data”
    Josh Gao32:54

  2. Training Data · · 3 min

    Running a robot data factory requires custom hardware and logistics

    “We've had to set up these 100 gigabyte upload lines in a lot of the places that we operate in”
    Josh Gao14:20

  3. Training Data · · 3 min

    Robotics can unlock commercial tasks before reaching generality

    “So relatively, we're still many orders of magnitudes away from where we have to be, ultimately.”
    Josh Gao20:00

  4. Training Data · · 3 min

    Egocentric data gave Mecka a scalable starting point

    “And I think some of our early intuitions were that humans and robots share a lot of similarities.”
    Josh Gao9:33

  5. Training Data · · 2 min

    Robot data factories need adaptive quality gates

    “at one point we have folks recording YouTube videos like POV working at McDonald's and trying to submit that as contribution pretty much.”
    Josh Gao17:07

  6. Training Data · · 3 min

    Constrained jobs will come before household robots

    “Laundry folding, we spent about a year and a half plus trying to solve. And I think it will absolutely get solved in your term.”
    Josh Gao22:59

  7. Training Data · · 4 min

    Robot integrators can improve installed bots with data

    “There is now a world where you can actually install and help make that product become more data-driven and productive over time.”
    Josh Gao27:52

The episode