Human Data / expert evaluation
Model release decision
A frontier AI lab has three candidates and no single record of why one should ship.
Approach
Lock the rubric. Run every candidate through the same evaluation and regression replay. Route each blocker to a named owner.
Intended outcome
The release receives a documented ship, hold, or return decision with the supporting evidence attached.