What an endorsement is, and what it is not
An endorsement is a public, signed quote from a reviewer who has seen the artefacts — not a generic statement of association. Every quote on this page resolves to a review thread, a venue, or an institutional affiliation that the reviewer has agreed to publish.
Every endorsement on this page is signed.
No anonymous quotes. No "industry insider says." If a name is on this page, the lab has the reviewer's permission to attach the quote to their identity.
Featured
Their reproducibility pipeline is the closest thing to a gold-standard I have seen outside of national labs — and they ship the artefacts publicly.
Dr. M. Aldoroty · Reviewer, Nature Methods
The replication tracker is the part I keep pointing other groups at. The fact that you can see, at a glance, which claims have been independently rebuilt — that is the hard part, and they have done it.
Prof. R. Saavedra · Area Chair, NeurIPS 2025
When we ran their
replicate.shagainst our own infrastructure, every figure rebuilt within bounds. Twenty minutes, no privileged access. That is what a reproducible pipeline looks like.Open Science Office, NSF
Recognised by
Nature Methods
Featured in the November 2025 issue's editorial on reproducible ML pipelines, with the chain-of-custody figure reprinted with permission.
NeurIPS Reproducibility Track
Three accepted submissions in the reproducibility track over the last two cycles, all carrying a passing replication run at submission.
NSF Open Science
Cited as a reference implementation in the NSF Open Science Office's 2026 guidance on artefact submission for federally funded ML research.
arXiv Replication Index
One of the eleven labs whose pre-prints automatically include a passing replication record at upload.
And the dissents
Endorsements without dissents are marketing, not science. Two notable critiques the lab has received and acted on:
- 2024 — Cohort selection bias
- A reviewer flagged that one cohort's enrolment process was correlated with the outcome variable. We adjusted the published bound and added a synthetic-cohort generator to the audit suite.
- 2025 — Adversarial coverage
- A red-team rotation reviewer found a perturbation our public catalogue did not cover. We added the perturbation to the catalogue, retroactively re-ran two relevant claims, and amended one paper.
We publish dissents because the lab’s claim is not “we are always right” — it is “we are auditable.”