RESEARCH
Questions we are investigating, with partners, in the open.
The work moves from discovering objects to constructing auditable evidence.
SIX QUESTIONS
What must we learn before this can scale?
SIX GENERATIONS
From records online to auditable AI scholarship.
Generation six connects each claim to evidence, counter-evidence, confidence, and human judgment.
THE FIELD WE BUILD ON
We are not the first to try any single piece of this.
These projects solve important parts of the problem. We build on them; our contribution is the integration. Acknowledgments, not partnerships.
Generative discovery and metadata research for digital collections.
Open-source tools for turning provenance records into structured data.
A shared model and API for interoperable cultural heritage data.
Computational methods for digitizing and enriching photo archives.
Cross-collection discovery across museums, libraries, and archives.
Open collection data and published semantic-search research.
Acknowledgments of public research and open infrastructure—not partnerships, sponsorships, or endorsements.
START HERE
What is your institution carrying?
We start with the one workflow costing you the most.