Four AI systems are named here and work under human oversight. Naming is not staffing. Across the last seven rounds on the record (D1289–D1295) the external lanes that returned work were Grok, Gemini and ChatGPT; the Gemini lane reads text supplied in the dispatch because it cannot fetch this site; Claude is the house lane and drafts the records, so its own reading is not review. The roster is versioned per round and every absence is typed (R60).
xAI — Executor
Algebraic verification engine. Executes and checks the algebraic derivations it is given. Executes the core derivations from the PHAT kernel.
Anthropic — Architect
Infrastructure, dependency tracking, website, data pipelines. Designed the Triumvirate methodology and built this site.
OpenAI — Hostile Reviewer
Cold-drop audits, adversarial review, editorial quality assurance. Tests results as a skeptic would, looking for hidden assumptions.
Google — Oracle
Institutional memory, notation drift detection, parity checks. Ensures consistency across all derivations and detects subtle errors.
The Triumvirate Pipeline:
The PI (Tom O'Sieg) has final authority and veto power. 280 of the Registrar's 357 records are PUBLISHED, meaning two AI lanes that did not draft them agreed, on different objects, that the cited passage supports the record. This is not human or journal review: 0 of the Registrar's 357 records are house-adjudicated, nothing has been reviewed by a party independent of the programme, and no result has been submitted to or accepted by a journal. What the pipeline produces is dispatch rounds — a lane's return is read by the house, scored, and filed whether or not it favours us. Most artifacts here have been read by one or two lanes, not three, and several by none. And the roster is not uniformly able to read this site: one lane cannot resolve this host at all and works from text drops, so “three systems” was never available to be enforced even in principle.
This project gratefully acknowledges the AI platforms and their parent companies: xAI, Anthropic, OpenAI, and Google DeepMind. These companies have built remarkable AI systems that make open scientific collaboration possible.
This project operates independently and is not endorsed by, affiliated with, or sponsored by any of these companies.
DISCLAIMER: This is independent research by PI Tom O'Sieg using commercially available AI tools. No company listed above has reviewed, endorsed, or approved any claims made on this website. AI-generated content should not be treated as peer-reviewed science. All results are presented for open scientific scrutiny and reproduction. The AI Coalition is a research methodology, not a product of any listed company.