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AUGMANITAI · Public registers

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Independent research should be checkable without trusting the author. Every core claim of this site resolves to a public register:

  1. Person: Wikidata Q138634675 · ORCID 0009-0006-3773-7796
  2. Framework: NEOMANITAI — Wikidata Q138773774, archived with DOI 10.5281/zenodo.20262544
  3. Research domain: AUGMANITAI — Wikidata Q138773780 · Compendium Q138522830
  4. Performance framework: PERMANITAI — Wikidata Q139387178 · programme Q139491295
  5. Trade mark: License of Clarity® — EUIPO registration No. 019206780
  6. Open data: all 101 published terms as JSON — augmanitai.com/lexicon/terms.json

What we do NOT claim: the work is not university-affiliated and not yet peer-reviewed in a classical journal. Our internal benchmark (30 frozen questions, blind judging, July 2026) met two of three pre-registered criteria — a small model reading the concept graph beat the same model without it in 73% of cases and a generic retrieval baseline in 87% — and missed the third. We report this as work in progress, not as finished proof.

Numbers, plainly stated (canonical, July 2026)

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Andreas Ehstand acts here solely as an independent researcher. This is a private, non-commercial research publication — nothing is offered or sold. No legal, financial or health advice. Some visuals are AI-assisted and labeled as such. Imprint · Privacy · Disclaimer