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Add the machine-oracle working paper (site first) - #55

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0xSteph wants to merge 2 commits into
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0xSteph wants to merge 2 commits into
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cursor/oracle-paper-2946

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@0xSteph

@0xSteph 0xSteph commented Sep 5, 2026

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Working paper on machine oracles. Site first, arXiv later.

Canonical public URL after the marketing PR merges: https://pentestai.xyz/research/oracles/

This PR is the manuscript (docs/papers/machine-oracles.md) plus the site HTML source (docs/papers/oracles.html). Same mirroring pattern as docs/legal/.

Do not treat GitHub as the first publication. Merge the marketing PR on pentestai-marketing first (cursor/research-oracles-2946), then this one.

Not an arXiv preprint. Badge and cs.CR/cs.SE submission after revisions (held-out LLM-vs-oracle ablation, n>1 on the Juice Shop table).

What this is

The LLM may plan. It may not grade. VERIFIED requires a named machine oracle and a control that must fail. Measurements we can stand behind are small and stated as such.

Files

  • docs/papers/machine-oracles.md — manuscript
  • docs/papers/oracles.html — site page (copy into marketing as research/oracles/index.html)
  • README Paper link to the site URL

Marketing

https://github.com/0xSteph/pentestai-marketing/compare/main...cursor/research-oracles-2946

Open in Web Open in Cursor 

Site-first source of truth under docs/papers, same mirroring pattern
as the legal docs. Canonical URL is pentestai.xyz/research/oracles.

Co-authored-by: Steve <0xSteph@users.noreply.github.com>
@0xSteph
0xSteph marked this pull request as ready for review September 5, 2026 09:37
@cursor

cursor Bot commented Sep 5, 2026

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Bugbot couldn't run - usage limit reached

Bugbot is counted against Cursor usage for this user or team, and this run hit a usage or spend limit.

A user or team admin can review and increase usage limits in the Cursor dashboard.

(requestId: serverGenReqId_5b818463-315c-4cd0-896a-77beb56188d5)

Add the site HTML, a cite block, and the playbook --execute correction.
Canonical URL is pentestai.xyz/research/oracles/. Not an arXiv preprint.

Co-authored-by: Steve <0xSteph@users.noreply.github.com>
@cursor

cursor Bot commented Sep 5, 2026

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Bugbot couldn't run - usage limit reached

Bugbot is counted against Cursor usage for this user or team, and this run hit a usage or spend limit.

A user or team admin can review and increase usage limits in the Cursor dashboard.

(requestId: serverGenReqId_a2564137-fd79-491f-9d5f-3857f12b8bc6)

@cursor cursor Bot changed the title Add the machine-oracle technical report Add the machine-oracle working paper (site first) Sep 5, 2026
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