diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 48eec8f..fcca9a3 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -164,38 +164,38 @@ jobs:
           verbose: true
           skip-existing: true
 
-    # ─────────────────────────────────────────────────────────────
-    # Job 4: upload wheel to PyPI
-    #   run when push to tag(v*.*.*)
-    #   requires publish-pypi-test to succeed first
-    # ─────────────────────────────────────────────────────────────
-    publish-pypi:
-      name: Publish to PyPI
-      runs-on: ubuntu-22.04
-      needs: publish-pypi-test
-      if: startsWith(github.ref, 'refs/tags/v')
-
-      environment:
-        name: pypi
-        url: https://pypi.org/project/simm/
-
-      permissions:
-        id-token: write
-
-      steps:
-        - name: Download wheel artifact
-          uses: actions/download-artifact@v4
-          with:
-            name: simm-wheel-py${{ env.PYTHON_VERSION }}
-            path: python/dist/
-
-        - name: List wheel files
-          run: ls -lh python/dist/
-
-        - name: Upload to PyPI
-          uses: pypa/gh-action-pypi-publish@release/v1
-          with:
-            password: ${{ secrets.PYPI_TOKEN }}
-            packages-dir: python/dist/
-            verbose: true
-            skip-existing: true
+  # ─────────────────────────────────────────────────────────────
+  # Job 4: upload wheel to PyPI
+  #   run when push to tag(v*.*.*)
+  #   requires publish-pypi-test to succeed first
+  # ─────────────────────────────────────────────────────────────
+  publish-pypi:
+    name: Publish to PyPI
+    runs-on: ubuntu-22.04
+    needs: publish-pypi-test
+    if: startsWith(github.ref, 'refs/tags/v')
+
+    environment:
+      name: pypi
+      url: https://pypi.org/project/simm/
+
+    permissions:
+      id-token: write
+
+    steps:
+      - name: Download wheel artifact
+        uses: actions/download-artifact@v4
+        with:
+          name: simm-wheel-py${{ env.PYTHON_VERSION }}
+          path: python/dist/
+
+      - name: List wheel files
+        run: ls -lh python/dist/
+
+      - name: Upload to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          password: ${{ secrets.PYPI_TOKEN }}
+          packages-dir: python/dist/
+          verbose: true
+          skip-existing: true