# How Physical Intelligence uses Anyscale

**16+**: “16+ researchers and engineers using Anyscale across the organization”

As published on [anyscale.com](https://www.anyscale.com/resources/case-study/physical-intelligence). Captured by usedby on 2026-10-07.

- Company: [Physical Intelligence](https://www.usedby.ai/companies/physical-intelligence.md)
- Tool: [Anyscale](https://www.usedby.ai/tools/anyscale.md)
- Industry: [Artificial Intelligence](https://www.usedby.ai/companies/industry/artificial-intelligence.md)
- Teams: Research, Engineering

## What the story says

Physical Intelligence uses Ray on Anyscale's managed platform to process the terabytes of heterogeneous robot sensor data, including video and logs, that it collects daily, and to convert it into formats ready for model training. Researchers also use it to run production pipelines and ad-hoc experiments without managing infrastructure.

Summary written by usedby from the source page, in English. The figures are those of Anyscale and Physical Intelligence, not ours.

> Physical Intelligence uses Ray, with its clear and intuitive API for distributed Python computing, on Anyscale, which offers the full power of Ray.

> With Anyscale, our researchers can just write code without worrying about the underlying infrastructure. The development-to-deployment workflow is smooth and intuitive, which means we can iterate faster on our models.
>
> Adrian Li-Bell, Member of Technical Staff @ Physical Intelligence

## What usedby checked

We compared the story with its live page on 2026-10-07.

- Checked: the figure 16+ is printed word for word on the page, near the name of Physical Intelligence.
- Checked: the passage quoted above is copied word for word from the page, near the name of Physical Intelligence.
- Checked: Physical Intelligence uses Anyscale. Confirmed line. Latest check across sources: 2026-10-07.
- Not checked: the result itself. We quote it; we did not measure it.

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Source: https://www.usedby.ai/case-studies/physical-intelligence-anyscale · How we check: https://www.usedby.ai/methodology