diff --git a/.gitea/workflows/review-reusable.yml b/.gitea/workflows/review-reusable.yml
index c4a4697..c4c4e25 100644
--- a/.gitea/workflows/review-reusable.yml
+++ b/.gitea/workflows/review-reusable.yml
@@ -123,10 +123,11 @@ jobs:
           GADFLY_ENDPOINT_M1: ${{ secrets.GADFLY_ENDPOINT_M1 }}
           GADFLY_ENDPOINT_M5: ${{ secrets.GADFLY_ENDPOINT_M5 }}
           # ragnaros = the 4090 Ti, reached over the LAN through its llama-swap
-          # proxy (lazy-loads models on demand). Plain URL, no credential — set
-          # here so the default `ragnaros/qwen3.6-27b` model resolves for all
-          # consumers. Registers provider "ragnaros".
-          GADFLY_ENDPOINT_RAGNAROS: "llama-swaps|https://llama-swap.ragnaros.dudenhoeffer.casa"
+          # proxy (lazy-loads models on demand). Plain https URL, no credential —
+          # set here so the default `ragnaros/qwen3.6-27b` model resolves for all
+          # consumers. Registers provider "ragnaros". NB: use the un-hyphenated
+          # `llamaswap` provider spelling — the pinned image accepts that form.
+          GADFLY_ENDPOINT_RAGNAROS: "llamaswap|https://llama-swap.ragnaros.dudenhoeffer.casa"
           # --- findings telemetry (optional) --------------------------------
           GADFLY_FINDINGS_URL: ${{ secrets.GADFLY_FINDINGS_URL }}
           GADFLY_FINDINGS_TOKEN: ${{ secrets.GADFLY_FINDINGS_TOKEN }}