Stephen Garner

No Provenance Without Return: Generative Custody, Reciprocal Collaborator Formation, and a Provenance Standard for Human–AI Research

No Provenance Without Return develops a provenance framework for research produced through consequential human–AI collaboration. The paper begins from a simple limitation in ordinary AI disclosure. A statement such as “AI was used in preparing this manuscript” may identify a tool...

QCG Research Notes: Collaborator Series, Vol. 1

This restricted technical note series collects working research notes, draft formulations, bridge arguments, and internal structural analyses related to the Quantum Collapse Geometry research program. The series is intended for private scholarly discussion, collaborator review, a...

QCG Research Notes: Collaborator Series, Vol. 1

This restricted technical note series collects working research notes, draft formulations, bridge arguments, and internal structural analyses related to the Quantum Collapse Geometry research program. The series is intended for private scholarly discussion, collaborator review, a...

QCG Research Notes: Collaborator Series, Vol. 1

This restricted technical note series collects working research notes, draft formulations, bridge arguments, and internal structural analyses related to the Quantum Collapse Geometry research program. The series is intended for private scholarly discussion, collaborator review, a...

The Commons Translation Series

This paper introduces The Commons Translation Series, a public-facing extension of the QCG “Projection Is Not Generation” sequence (https://doi.org/10.5281/zenodo.20044372). It develops a civic vocabulary for understanding AI-mediated dashboards, classifiers, metrics, recommender...