Treat output exposure as an irreversible review-provenance boundary
Treat output exposure as an irreversible review-provenance boundary: whenever labels may feed supervised training or held-out evaluation, a reviewer who has seen the model response, tool result, or another reviewer’s label can produce useful diagnostic proposals but cannot honest…