diff --git a/.gitea/workflows/adversarial-review.yml b/.gitea/workflows/adversarial-review.yml
index 5b74aa4..221b6b2 100644
--- a/.gitea/workflows/adversarial-review.yml
+++ b/.gitea/workflows/adversarial-review.yml
@@ -41,7 +41,7 @@ jobs:
     # Tracks gadfly's v1 release tag — a curated pointer re-moved on each release
     # (unlike @main, which moves on every push). Central swarm tuning propagates
     # here automatically; the tradeoff vs a full sha pin is that v1 is mutable.
-    uses: steve/gadfly/.gitea/workflows/review-reusable.yml@b6a33dc218b493f9a1b9be29fda1f1487e2a896f
+    uses: steve/gadfly/.gitea/workflows/review-reusable.yml@f542d4e1cdc1ffe0ed0020f6398999ef9fabd682
     # Least privilege: forward only the review secrets (not `secrets: inherit`,
     # which would expose every repo secret). GITEA_TOKEN is the automatic token.
     secrets: