Contribute · Generative AI Stack

Run the open question.
Submit what you find.

We publish research, then we publish the replications that test it. If your numbers hold up under review, you become a co-author on the meta-analysis under your own name — with the SIP attestation block.

The open question

Does a verifier-with-tool-access pattern lift irreversible-publish quality from 4.94 to 4.97 at acceptable cost? Replication invited.

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How replication works here

No gatekeeping. Honest review. Public credit.

Step 01

Submit

Verdict, summary, link to your method + numbers. Two paragraphs is enough — we follow up for the kit.

Step 02

Review

We read every submission inside 72 hours. We do not gatekeep on outcome — falsifications are as valuable as confirmations.

Step 03

Publish + credit

If the method is solid, your replication enters the meta-analysis under your name. SIP-attested, vault-published.

Run the open question.Submit what you find.

No gatekeeping. Honest review. Public credit.

Submit

Review

Publish + credit

Run the open question.Submit what you find.

No gatekeeping. Honest review. Public credit.

Submit

Review

Publish + credit

Run the open question.
Submit what you find.

Run the open question.
Submit what you find.