Questions, methods, standards
OSForYou defines research problems concerning evidence, memory, uncertainty, safety, and human control.
OSForYou × KLNR.AI
Research meets a system that must work in reality.
KLNR.AI is the primary application environment for methods developed by the foundation. The relationship is strategic — and therefore must be explicit.
Application and real-world pressure
KLNR translates selected methods into products and processes where a false claim can have real consequences.
Less hallucination, more evidence
Both directions benefit from systems that can establish the basis of an answer or safely abstain.
Institutional boundary
The foundation is not a marketing alias for KLNR.AI.
The foundation has its own statutory purposes and is accountable for the integrity of its communications. KLNR.AI remains the implementation priority, but application cannot replace research method.
The foundation’s founder and President, Tomasz Bömersbach, also develops KLNR.AI. This relationship may create a conflict of interest and will be disclosed in future materials concerning KLNR.
A result does not become credible because it supports a product. It must withstand disclosure of method, limitations, and avenues for challenge.
KLNR.AI
Explore the application environment.
KLNR.AI is an evolving ecosystem of evidence-centred systems for domains where information provenance, accountability, and the ability to abstain matter.
klnr.ai ↗