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Rohan Paul (@rohanpaul_ai)T2·Agents

Memories Upload Launches First-Person Video Data Pipeline for Robot Training

Original title: Searching video by what the hands are doing is one of the most useful ideas in robotics data right n...
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Memories Upload has launched a pipeline that supplies internet-scale first-person video of human manipulation for robot training, with search by hand activity as a core capability. The team says it spent over a year aligning hardware, models and infrastructure, and that three of the top five frontier robotics labs already train on its data.

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Rohan Paul (@rohanpaul_ai) · 2026-11-10 16

Searching video by what the hands are doing is one of the most useful ideas in robotics data right now.

from a camera on a worker’s head to a JSON file in a training run.

Memories Upload, from

↳ 引用 @shawnshenjx (Shawn Shen): Today we launch #MemoriesUpload.

Robots need internet-scale first-person video of how people get things done. Collecting this at high quality takes hardware, model and infra working together.

That's what we've spent over a year building. And already, 3 of the top 5 frontier robotics labs are training models with the data.

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