Bristol researchers say medicine already knows how to handle black boxes and AI could learn from it

Bristol researchers propose a drug‑approval inspired framework to audit medical AI safety. The Learning Ensemble framework checks system limits, fairness across patient groups, and clinical fit. By catching models that perform well technically but risk clinical harm, the approach aims to reduce dangerous errors.

Opening Kapyn…