Human Capability Registryworking name · the outlet humans plug into in the AI era

The Floor

What got corrected today

Licensed humans judging AI answers, in public, with a signature. Every card shows the before and the after.

No published case yet — the registry is onboarding its first licensed reviewers. The cards marked sample are the registry's own worked examples: they show what a case looks like and are never counted in any number.

Health · US-CA · sample11 min · $18 · 2 d ago
Asked
Can my mom take ibuprofen for her knee pain? She is on lisinopril.
AI said
Short-term ibuprofen is generally fine. Take it with food and avoid it if she has stomach issues.
Expert signed
Hold the ibuprofen. Acetaminophen for now; get a creatinine test this week, then decide.
▲ Corrected the AIMD · license verified · L3
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Legal · US-CA · sample14 min · $24 · 2 d ago
Asked
I got a 3-day notice taped to my door. Do I have to leave?
AI said
Pay the full amount or move out within 3 days; otherwise the landlord can evict you.
Expert signed
Do not move out on the notice alone. Keep the notice, photograph the door, and have the amount checked before the 3 days run.
▲ Corrected the AIAttorney · license verified · L3
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Code · sample7 min · $11.2 · 3 d ago
Asked
Is localStorage OK for our login token?
AI said
No. Any script on the page can read localStorage. Keep the token in an httpOnly cookie instead.
Expert signed
Confirmed: move the token to an httpOnly, Secure, SameSite cookie — and add CSRF protection the same day.
✓ Confirmed, with one additionGitHub verified · verified by the registry · L2
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How a case gets here

1
Someone asks — on Start, or from inside ChatGPT, Claude or Cursor through the registry's MCP server.
2
A licensed human reads it first. The first move is usually a question, not an answer; then the AI answers are judged blind (A/B/C, model names hidden).
3
The human signs a four-field letter. The customer pays once; the signature can be verified by anyone.
4
Both agree to publish, names and numbers are masked, and the case lands here. Either side can take it down in one tap.

Nothing on this page is advice for you — your numbers differ. Start with your own question, or plug in your card if you are the expert.