Quality drop

One card for one drop in live quality: what fell and by how much against its usual level, the change shipped right before it, and a few failing chats with the judge's reason. One button rolls the change back, and the card follows the score until it recovers. qualityDrop finds the drop in judged buckets; qualityDropSample reads a failing chat from AI SDK messages.