# Memories AI launches Memories Upload for robot training data

> Original title: Physical AI is the next frontier. But data is a huge bottleneck.

- Source: Elvis Saravia
- Published: 2026-11-10T15:52:27.000Z
- Bad Influence: https://badinfluence.news/items/y9lyk3dz85ehjqtu38qicmtfy
- Original: https://x.com/omarsar0/status/2120182810195443818

## Summary

Memories AI launches Memories Upload, a service that turns everyday first-person video into training data for robots. Its founder, Shawn Shen, says robots need internet-scale first-person video of how people get things done, and that the company has spent over a year building the hardware, model and infrastructure to collect it at high quality. He says three of the top five frontier robotics labs are already training models with the data.

## Post

Physical AI is the next frontier. But data is a huge bottleneck.

The big challenge is that robots need to see how people work with their hands. That data is hard to collect and label.

Memories Upload from @memories_ai turns everyday first-person video into robot training data.

[Video](https://badinfluence.news/api/img-proxy?u=https%3A%2F%2Fpbs.twimg.com%2Famplify_video_thumb%2F2120182664711811072%2Fimg%2FObbVb9xcKQLpgPpV.jpg&mode=thumb&exp=1794528000&sig=8301196e466d6c4a)

## Quoted post @shawnshenjx

> 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.

https://x.com/shawnshenjx/status/2120177161860706806