GEO Framework
A publisher-authored proposed framework for verifiable representation and governance in generative systems.
Four versioned works by Kaan Muraz and NobleJackal—published across six languages with DOI-linked archival records, downloadable editions and machine-readable research assets.
Every external publication link below opens in a new browser tab. Repository and DOI targets were checked before this release.
A publisher-authored proposed framework for verifiable representation and governance in generative systems.
A practical catalogue of recurring representation and governance anti-patterns, paired with machine-readable editions.
An evidence-led audit protocol and GEO-1000 method released as a Candidate Final Text—not an accreditation programme.
A six-language canonical question registry with 69 auditable records, 98 controlled terms and integrity manifests.
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.