Matrix CR Studio

Standing Offer · 9 Claims Open to Challenge · 3 Already Corrected

Overturn a claim.

We publish the result either way.

Every row on the public claims registry is an invitation. If you can show, from the receipt itself, that a row claims more than the evidence supports, we will correct it in public, dated, with your name on the correction if you want it there. This page fixes the procedure in advance so that it cannot be renegotiated after an inconvenient result arrives.

What you get

A public, dated correction on the registry and on the research page, with credit as you specify, and the original wording left in place so the correction is legible. A published correction with your name on it is the offer. There is no cash bounty and there will not be one, because this studio does not post money on its website. The correction and the credit are the entire offer.

What counts

Anything that shows a row overstating its floor: a job ID whose recorded backend, shots, or counts do not match the row; a figure that does not survive a null you can name; a corrected row whose correction is itself still too strong. Confirming a row is welcome but is not a challenge.

What does not

Disagreement with framing, typos, and opinions about what the work is worth. Those are fine to send but they go through the normal contact page, not this procedure. The procedure exists for evidence against evidence.

What to send

Four things. Nothing else.

Row id

The id of the registry row you are challenging, exactly as printed on /claims.

What you checked

The job ID, recording, or published figure you looked at, and what it shows that the row does not.

Your method

Enough for us to repeat it: the backend, the query, the calculation. A paragraph is usually enough.

How to credit you

Name, handle, or anonymous. Your choice, stated up front.

Do not send

  • Source code, repositories, or proprietary material of any kind. We will not open them and they do not strengthen a challenge.
  • Credentials, tokens, or account access. A job ID is public evidence; your login is not needed to cite it.
  • Claims about pages other than the registry. The registry is the surface we commit to correcting on this procedure.

The procedure, fixed in advance

Receive. Repeat. Rule. Publish.
In that order, every time.

01 RECEIVE

You write to [email protected] with the subject line "Overturn" and the four items above. We reply in writing to confirm receipt. That reply is the start of the record.

02 REPEAT

We repeat your check against the same receipt. If it needs a hardware re-run, we say so and say when it can run; queue time on real hardware is not under our control and we do not pretend it is.

03 RULE

One of three outcomes, in writing: the row stands, the row is corrected to a lower floor, or the row is retracted. Any ruling of "stands" includes the specific reason your check did not overturn it, so you can contest the reason itself.

04 PUBLISH

The outcome goes on the registry row and on the research page, dated, with the original wording left visible and your credit attached as you asked. Rulings of "stands" are published too. A challenge that failed is still a public record that the row was tested.

The corrections already on the research page were produced by this discipline applied to our own work before anyone outside asked. The procedure above is the same one, opened to you. Registry last updated 2026-09-10.

Start with the registry.
Pick a row.

THE REGISTRYSEND A CHALLENGE