MemoriesUpload launches to teach robots from first-person video of subconscious human corrections

kimmonismus · x · 2026-11-10

MemoriesUpload is launching: the startup aims to supply internet-scale first-person video of how people actually do tasks, capturing the small, unthinking corrections—adjusting a grip, shifting a part, retrying—that robots rarely see in staged demos.
Actions are labeled in first-person video; the team says collecting this at quality requires hardware, models and infra working together, which they've spent over a year building.
Claim: 3 of the top 5 frontier robotics labs are already training models on this data. More varied examples could help robots handle real-world work beyond neat demo setups.

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