Ripena is a historical Caneni term. The public term is now Human Oversight Evidence.
This page remains as a bridge for older references. The current public professional frame is a reviewable record of what humans assessed, limited, accepted, and left uncertain before a consequential AI-assisted decision.
What The Current Frame Makes Reviewable
Human Oversight Evidence is designed to make human review and decision context examinable. It does not replace counsel, audit, or institutional judgment. It creates a structured record surface that those actors may inspect.
Who held authority, what consequence mattered, where AI stopped, what uncertainty remained, and what signal required return.
Not a score, rating, legal conclusion, compliance certification, or guarantee of correct decisions.
Category Map
How the human oversight record is produced for AI-assisted decisions.
The verifiable trace of a human step.
The accountable human presence that is recorded, not automated away.
The signature-chain protocol now patent pending in the United States.
Validation Pilots
Institutional reviewability remains a proposed research direction, not an independently validated metric. It names a possible way to examine institutional decision records without turning people into scores.
Caneni is inviting institutions, researchers, and practitioners working with AI-assisted decisions in high-impact or regulated environments to participate in first validation pilots.