diff --git a/.gitea/workflows/adversarial-review.yml b/.gitea/workflows/adversarial-review.yml
index 221b6b2..496816d 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@f542d4e1cdc1ffe0ed0020f6398999ef9fabd682
+    uses: steve/gadfly/.gitea/workflows/review-reusable.yml@3664ce858da1e7ba949baf675f7f3b249b8e7998
     # Least privilege: forward only the review secrets (not `secrets: inherit`,
     # which would expose every repo secret). GITEA_TOKEN is the automatic token.
     secrets: