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@@ -187,10 +187,14 @@ against the original's proven config; a second attempt matching it
 under fully valid, matched train/test dropout conditions — **all four
 architectures** now have a valid H1 confirmation, unanimous: MC-Dropout
 provides no measurable calibration benefit under any tested
-configuration. Both dropout-fix checkpoints are reasonable candidates
-for promotion to `best_xception.pth`/`best_vit.pth` (not done
-automatically — flagged for an explicit decision since it touches the
-live backend).
+configuration.
+
+**Promoted 2026-07-25**: `best_xception.pth` and `best_vit.pth` now
+*are* these dropout-fix checkpoints (per the user's explicit go-ahead),
+re-verified working correctly on the live backend afterward (both fake
+and real test images, in-browser). The pre-promotion originals are
+preserved, non-destructively, as `best_xception_predropoutfix_backup.pth`
+/ `best_vit_predropoutfix_backup.pth` in this same repo.
 
 **RQ2 — Spearman correlation, predictive entropy vs. explanation stability:**