01
Open Cultural Evidence Framework
The umbrella connecting assertions, evidence, uncertainty, provenance events, contradictions, and human review.
OPEN INFRASTRUCTURE
Some infrastructure should belong to the field.
We make selected research, methods, standards, and baseline tools public, while maintaining a professional implementation layer for scale, security, and support.
/openCultureOS Labs · 2026
WHAT WE PUBLISH
A common evidence language.
Learn more
02
Evidence & Assertion Model
Claims, sources, contradictions, confidence, provenance, and review.
03
Human Review Protocol
Where automated research stops and scholarly authority begins.
04
AI Research Audit Standard
How model-generated research is documented.
05
Cultural AI Evaluation Toolkit
Measures for accuracy, uncertainty, labor, and failure cases.
06
Reference implementation & guides
A small deployable example and implementation guidance for institutions.
THE BOUNDARY
Open the protocol. Commercialize the execution.
Evidence schemas, review methods, and evaluation are open. Multi-agent orchestration, model routing, large-scale entity resolution, managed hosting, security, and production interfaces are built for institutions. We say so plainly.
VENDOR NEUTRALITY
No partner should become irreplaceable.
Models and hosts can change. The archive, authority, and scholarly decisions remain with the institution.
START HERE
What is your institution carrying?
We start with the one workflow costing you the most.