diff --git a/.gitea/workflows/adversarial-review.yml b/.gitea/workflows/adversarial-review.yml
index 3a6c1ea..4e6dd4b 100644
--- a/.gitea/workflows/adversarial-review.yml
+++ b/.gitea/workflows/adversarial-review.yml
@@ -1,7 +1,8 @@
-# Gadfly adversarial review — subscribes to steve/gadfly's reusable workflow.
-# Mirrors gadfly's own dogfood config: 6 cloud models + the Claude Code engine
-# (sonnet, opus, and opus with max extended thinking). No local Macs. Advisory
-# only — never blocks a merge.
+# Gadfly adversarial review — subscribes to steve/gadfly's reusable workflow and
+# INHERITS its default swarm (3 cloud models + Claude Code sonnet/opus/opus:max,
+# 5-lens suite). This stub holds only the triggers, the actor gate, secret
+# forwarding, and the allow-list; the swarm config lives centrally in gadfly's
+# review-reusable.yml. Advisory only — never blocks a merge.
 
 name: Adversarial Review (Gadfly)
 
@@ -38,19 +39,14 @@ jobs:
               || github.actor == 'dazed'))
     # Pinned to an immutable gadfly commit (not @main): a push to gadfly can't
     # silently change the code that runs with our forwarded secrets.
-    uses: steve/gadfly/.gitea/workflows/review-reusable.yml@20a5c431f22d43bab0f711c14ce74de3a735c110
-    # Least privilege: forward ONLY the secrets this swarm uses (GITEA_TOKEN is auto).
+    uses: steve/gadfly/.gitea/workflows/review-reusable.yml@b02b11d69139843665da4cdbf776bc0b3583490d
+    # Least privilege: forward ONLY the secrets the swarm uses (GITEA_TOKEN is auto).
     secrets:
       OLLAMA_CLOUD_API_KEY:    ${{ secrets.OLLAMA_CLOUD_API_KEY }}
       CLAUDE_CODE_OAUTH_TOKEN: ${{ secrets.CLAUDE_CODE_OAUTH_TOKEN }}
       GADFLY_FINDINGS_URL:     ${{ secrets.GADFLY_FINDINGS_URL }}
       GADFLY_FINDINGS_TOKEN:   ${{ secrets.GADFLY_FINDINGS_TOKEN }}
     with:
-      models: "minimax-m3:cloud,glm-5.2:cloud,glm-5.1:cloud,deepseek-v4-pro:cloud,nemotron-3-super:cloud,qwen3-coder:480b-cloud,claude-code/sonnet,claude-code/opus,claude-code/opus:max"
-      specialists: "security,correctness,error-handling"
-      provider_concurrency: "ollama-cloud=3,claude-code=2"
-      provider_lens_concurrency: "ollama-cloud=3"
-      timeout_secs: "600"
-      max_steps: "14"
+      # Inherit the default swarm from gadfly's review-reusable.yml; only the
+      # consumer-specific allow-list is set here.
       allowed_users: "steve,fizi,dazed"
-      timeout_minutes: 90