Are ML metrics enough to assess AI safety?

Overview

Explains how uncertainty limits the safety evidence supplied by single ML metrics. A Subjective Logic framework connects model, data and environment evidence, using a traffic-sign worked example to show how finite test data and calibration-related uncertainty affect confidence in recall.