

rubric.expert — by Windowshop AI

rubric.expert is a research lab focused on rubric evaluation for AI training. We believe the most critical — and irreplaceable — role in AI development is the human who validates whether a rubric is right. We are building the community, the credentials, and the tools to make that role scalable.

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Headings & Display
rubric.expert is a research lab for rubric evaluation.
Rubik Bold — 700
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Every rubric you validate in the forum moves you closer to certification.
Rubik Regular — 400
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rubric_item.score = 10 status: "verified"
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We say what we mean. No fluff. No jargon for the sake of it.
Earned authority
We speak from expertise, not hype. Credentials come from the work, not the marketing.
Quietly confident
We don't shout. The work speaks. We leave room for the reader to reach their own conclusion.
Accessible
Clear language. Rubric review is specialist work — our writing shouldn't make it feel harder.
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For brand questions, partnership requests, or licensing enquiries, email hi@rubric.expert.
rubric.expert