Evidence-led GEO research

Make representation
inspectable.

Four versioned works by Kaan Muraz and NobleJackal—published across six languages with DOI-linked archival records, downloadable editions and machine-readable research assets.

The GEO Library

Four connected works.

Every external publication link below opens in a new browser tab. Repository and DOI targets were checked before this release.

01v1.0.0 · CC BY 4.0

GEO Framework

A publisher-authored proposed framework for verifiable representation and governance in generative systems.

12 records / language6 languagesPDF + JSONL
02v1.0.0 · CC BY 4.0

99 Errors in GEO

A practical catalogue of recurring representation and governance anti-patterns, paired with machine-readable editions.

99 anti-patterns6 languagesPDF + JSONL
03Candidate final · v0.9.0

NOMOS GEO Audit Protocol

An evidence-led audit protocol and GEO-1000 method released as a Candidate Final Text—not an accreditation programme.

22 records / language6 languagesPDF + JSONL
04v0.3.1 · Public access

NOMOS GEO-QA

A six-language canonical question registry with 69 auditable records, 98 controlled terms and integrity manifests.

69 questions6 languagesAll rights reserved

One verifiable identity chain.

Authored by Kaan Muraz, published by NobleJackal, archived through DOI records and distributed through versioned repositories. Language-specific DOI information remains on each publication card.