KCAE.ASSESS:11 - SoTA-Echoing
Current typed-decision practice offers cheap bounded outputs, but the Jev documentation and recent audits distinguish input-output capability from comparative accuracy and logical coherence. KCAE.Profiles:2 gives their bounded contribution. This pattern adopts typed screening where qualified, adds explicit source/condition recovery, and retains a generative or expert reader as a serious alternative. The audit evidence changes score interpretation, not the public domain’s acceptance criteria. Reopen the qualification when its inputs, model, question form or action costs change.