STALE MEASUREMENTThe newest real-model measurement on this site is 14 days old — past this project’s own 7-day window. Every measured figure here was true when it was taken and has not been re-measured since. Why, and what unblocks it

ProductEvidenceAdoptersTop 10For youLeaderboardSubmitCompliancePricingReadinessDocsStar on GitHub Quickstart
CITE THIS WORK · PV-018

How to cite Provael

Cite release 0.36.2. But the numbers on /results were measured by 0.32.0, and the manifest carrying them is pinned at v0.36.2, commit 6a97202 — those are three different versions, and this page keeps them apart.

Apache-2.0DOI 10.5281/zenodo.21984184CITATION.cff

BibTeX

bibtex
@software{jain_provael_2026,
  author  = {Jain, Sattyam},
  title   = {Provael: red-teaming Vision-Language-Action robot policies in simulation},
  version = {0.36.2},
  year    = {2026},
  url     = {https://github.com/provael/provael},
  doi     = {10.5281/zenodo.21984184},
  license = {Apache-2.0}
}

DOI

DOI: 10.5281/zenodo.21984184

The version you cite is not the version that produced the numbers

They differ today, and they will differ again after any release that ships before the evidence manifest is re-pinned. Quoting the newest release beside figures measured at an older commit is fine — as long as you say which is which.

Cite this release
0.36.2, released
Numbers on /results and /leaderboard came from
v0.36.2, commit 6a97202
Evidence manifest verified

CITATION.cff

GitHub renders it into a "Cite this repository" button, which is the path most people use.

CITATION.cff on GitHubraw file (Citation File Format)

Citing the Embodied AI Security Top 10 separately

The Embodied AI Security Top 10, version 0.2 (2026) —docs/top10.md. Licensed CC-BY-SA-4.0, not Apache-2.0 like the software.