The Standard
What we do not claim.
The most credible page we know how to write is the one where we say our own weakest parts out loud. Here is the plain list of the claims we will not make and the fences we keep. No spin. If we are behind, the number is here, not buried. If a bound is closing, we tell you it was open first.
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We do not claim software ends violence.
Code does not protect anyone. People do. What we can do is fund the humans who carry that work and account for the money in the open. EducateWright exists to move value to those people. The tool is the funding mechanism, not the rescue. - ×
We do not claim the paper is peer-reviewed.
The UNI paper on Zenodo is a preprint. Expert review is pending, not complete. We cite it because it is testable and the math holds up to our own checks, not because anyone has stamped it. Read it and try to break it. That invitation is the whole point. - ×
We do not claim UNI Signals is a survivor-facing service.
UNI Signals is a research instrument. It is not a helpline, not a crisis tool, and not a service that anyone in danger should rely on. If you are looking for help, it is the wrong door. We will not dress it up as more than it is. - ×
We do not claim the safety numbers are finished.
The held-out safety figures we report are a bound, not a trophy. They describe how often the system stays inside its limits on data it has never seen. The bound is real, we publish it, and we are closing it. We would rather show you the gap than hide it. - ×
We do not claim UNI wins every benchmark.
There are tasks where UNI loses. On some standard benchmarks a larger general model scores higher, and we say so. UNI is built to lower the fear of the present, not to top a leaderboard. Where it is behind, the number is on the page, not in a footnote. - ×
We do not yet show a client's result by name.
We have shipped the hardest part in thirty days, and we can show you the method, the log, and the gates it passed. What we do not yet have is a client who has given permission to publish their result by name. We will not put someone's outcome on this page without their consent.
None of this is a disclaimer buried in fine print. It is the work. What is manufactured can be dismantled, and what is overstated can be corrected. We would rather you trust the fences than the sales copy, because the fences are the part you can check.
UNI
Read the preprint
The UNI paper is on Zenodo as a working preprint, with expert review pending. Read it and try to break it.
Standard
Check the receipts
Every fence here has a paper trail. The receipts and the things we will not claim live next to each other on purpose.
Hold us to the fences.
If we ever overstate one of these, you have this page to point back to. Try to falsify us. We mean it.