# SE3 Labs

[se3labs.ai](https://se3labs.ai/)

We provide real-world data, policy evaluation, and physical environments for reinforcement learning, helping teams train, test, and improve robot models.

Researched 2026-11-10

## Products

### Real-World RL Environments for Physical AI

We provide real-world data, policy evaluation, and physical environments for reinforcement learning, helping teams train, test, and improve robot models.

[SE3 Labs — Real-World RL Environments for Physical AI](https://se3labs.ai/) · [Product page](https://se3labs.ai/)

## Customer feedback

## Marketing & Ads

Ads have not been collected for this company.

## New pages

Archive dates show when an archived copy was found, not when the page was published.

### [Dream in the Real World: Strong Zero-Shot Skills, Despite Limited Data Diversity](https://se3labs.ai/blog/dream-eval-1)

- Published 2026-10-30 — [Publisher visible publication date](https://se3labs.ai/blog)
- Published 2026-10-30 — [Publisher page metadata](https://se3labs.ai/blog/dream-eval-1)

### [Where Should a Robot’s Intelligence Live? Code-as-Policy versus Agentic Control](https://se3labs.ai/blog/agentic-vs-code-as-policy)

- Published 2026-09-20 — [Publisher visible publication date](https://se3labs.ai/blog)
- Published 2026-09-20 — [Publisher page metadata](https://se3labs.ai/blog/agentic-vs-code-as-policy)
- First archived 2026-10-24 — [Internet Archive · earliest successful HTML capture](https://web.archive.org/web/20261024035713/https://se3labs.ai/blog/agentic-vs-code-as-policy/)

### [Research](https://se3labs.ai/blog)

- First archived 2026-09-24 — [Internet Archive · earliest successful HTML capture](https://web.archive.org/web/20260924143519/https://se3labs.ai/blog/)

## Contact

### Email

- [conan@se3labs.ai](mailto:conan@se3labs.ai) — [Source](https://se3labs.ai/)

## Sources

1. [SE3 Labs — Real-World RL Environments for Physical AI](https://se3labs.ai/) — se3labs.ai · Retrieved 2026-11-10

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Company Profiles — Just tell me what you do.

## Brand colors & fonts

Observed website styles · partial · 2026-11-11T15:41:31.202Z

- text: \#C62E17 (inferred) — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)
- background: \#F8F8F3 (inferred) — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)
- text: \#000000 (inferred) — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)
- background: \#000000 (inferred) — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)
- text: \#F8F8F3 (inferred) — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)
- background: \#F1F0EA (inferred) — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)

- body: sans (declared in stylesheet). Fallback: system-ui, sans-serif. Reuse rights unverified. — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)
- mono: Fragment Mono (declared in stylesheet). Fallback: ui-monospace, monospace. Reuse rights unverified. — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)
- other: sans (declared in stylesheet). Fallback: system-ui, sans-serif. Reuse rights unverified. — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)
- other: -apple-system (declared in stylesheet). Fallback: system-ui, sans-serif. Reuse rights unverified. — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)
- other: Fragment Mono (declared in stylesheet). Fallback: system-ui, sans-serif. Reuse rights unverified. — [Source](https://se3labs.ai/_next/static/chunks/21ox-57wxgnqr.css)

These are not verified official brand guidelines. Font source URLs are evidence, not a reuse license.
CSS declarations only; browser rendering, cascade, active theme, loaded fonts and official brand guidelines have not been verified.
Generated font aliases are normalized for display; exact declarations remain in cssFamily. Colors are semantic declaration samples, not an exhaustive palette. Font asset URLs are evidence only; license and redistribution rights are unknown.