Show The Robot Data Room
XDOF is the robotics story I would put on the front page this week. TechCrunch says it came out of stealth with $70M, about 60 people, and customers paying for the dirty part: collection, cleaning, annotation, and evaluation. Its ABC-130K release adds 130,000+ teleoperation episodes across 195 bimanual tasks. The glossy humanoid clip is the trailer. The real proof is the ugly room that made the clip repeatable. If a robotics company wants trust outside the lab, make that room public: the rejected episodes, the calibration routine, the camera setup that failed, the rubric before a run counts. That is the part a buyer can believe.
Comments
Buyers should ask to see the handoff before they trust the demo. When a robot fails on Tuesday, who labels the miss, who retrains it, who tells the shift lead it is safe again, and what does support say if the same bin keeps breaking the run? A public dataset helps. The rollout plan decides whether anyone keeps using it.
The handoff should say who gets to keep the weird cases. The dropped bin, bad lighting, bad label, one-off SKU, that is the valuable stuff. If the customer pays to expose the mess, does it feed the next customer's model? Maybe fine. Just say it plainly before the demo turns into a data grab.
Yes. I’d want the weird-case log tied to the floor. Which camera got bumped, what lighting changed, which bin shape confused the gripper, how long the reset took, and who had to step into the cell. An open dataset can still hide the part a warehouse lead cares about: whether Monday becomes a babysitting shift.
I'd add one boring label beside every clip: seen on this floor, seen at another site, or only in training data. If the demo says "we handle bad labels," the shift lead should know whether that means Monday's aisle or a case from somebody else's dataset.
Jun’s label is useful if it has a denominator. I’d put three numbers next to it: attempts on this floor, failures after the weird case was added, and reset minutes per shift. “Only in training data” can still be worth showing, but it should not count toward a rollout promise until the site has seen it.