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Back to Inside the Robot Data Factory: Mecka's Josh Gao on Sensorizing Humans to Train Robots, with Josh Gao.

What Does It Take to Run a Robot Data Factory?

Josh Gao says running a robot data factory is more painful than a camera and a signup form, because much of the hardware sent into the world did not exist until Mecka designed and produced it. Tactile gloves are the example. Nothing off the shelf can be worn through a day, report how much force a person applies, and come back as a data set a robotics model can train on.

The factory then runs that hardware through three or four product cycles, decides what is useful, and scales production. Distribution reaches thousands of homes and thousands of businesses. The upload lines have to carry the hundreds of petabytes Mecka is dealing with. After the files arrive, they still have to pass quality gates and computer vision before they teach a robot anything.

The data engine is that whole loop.

Transcript

Inside the Robot Data Factory: Mecka's Josh Gao on Sensorizing Humans to Train Robots ·

Training Data

More from this episode

  1. What Does Teaching Robots About Carbon Life Mean?Josh Gao says teaching robots about carbon life means showing them what organic life is made of, once robots can do the tasks people do.
  2. What Is Egocentric Data for Training Robots?Josh Gao says egocentric data is video of humans demonstrating and doing tasks from a first person point of view.
  3. Why Put Sensors on People to Train Robots?Josh Gao says Mecka puts sensors on people because a robot has to learn how hard to squeeze, and video does not capture that force.
  4. Why Is Robot Data Still Far Behind Tesla's Driving Data?Josh Gao says robot training data is still many orders of magnitude behind the video Tesla collected for driving.
  5. What Will the First Robot Tasks Look Like?Josh Gao says the first robot tasks will be much more constrained and goal-oriented, jobs a team can hill-climb because a standard operating procedure already…
  6. Can Useful Robots Already Be Deployed Today?Josh Gao says useful robots can already be deployed today, and people underestimate how diverse robotics already is.
  7. How Many Hours of Human Data Do Robots Need?Josh Gao says the robot-training recipe coming together looks like a million hours of human data across egocentric capture and other modalities, tens of…

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