Research and benchmarks
Shared questions, measurement protocols, test sets, and method comparisons.
Collaborate
We seek criticism, not confirmation.
We invite researchers, universities, civil society organisations, and technical teams to discuss questions that can be measured and challenged together.
fundacja@osforyou.com ↗Validation and replication
Independent attempts to challenge results, analyse failures, and replicate findings.
Public-interest applications
Responsible AI applications for law, public institutions, civil society, energy, and climate.
Grant consortia
Future partnerships built around a disclosed objective, method, accountability, and a real division of work.
Criteria
Problem fit first, collaboration format second.
The question can be framed so that a negative result is possible.
Partners agree to disclose funding and material conflicts of interest.
Data scope, responsibilities, and rights to results can be agreed before work begins.
The collaboration supports the mission and does not require marketing to be presented as research.
First contact
Brief and specific.
We do not require a finished grant application. We need enough information to assess the shared problem.
- 01Problem
What exactly do we want to test?
- 02Evidence
What data or environment is available?
- 03Partners
Who is responsible for each part?
- 04Constraints
What are the risks, timing, and funding?