diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 40b66a54471c..74595b02e8ee 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -32,23 +32,23 @@ jobs:
         version:
           [
             # For main use the workflow target
-            { ref: "${{github.ref}}", dest-dir: dev, uv-version: "0.5.13" },
-            { ref: "v0.4.0", dest-dir: stable, uv-version: "0.5.13" },
-            { ref: "v0.4.0.dev0", dest-dir: "0.4.0.dev0", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev1", dest-dir: "0.4.0.dev1", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev2", dest-dir: "0.4.0.dev2", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev3", dest-dir: "0.4.0.dev3", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev4", dest-dir: "0.4.0.dev4", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev5", dest-dir: "0.4.0.dev5", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev6", dest-dir: "0.4.0.dev6", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev7", dest-dir: "0.4.0.dev7", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev8", dest-dir: "0.4.0.dev8", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev9", dest-dir: "0.4.0.dev9", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev10", dest-dir: "0.4.0.dev10", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev11", dest-dir: "0.4.0.dev11", uv-version: "0.5.11" },
-            { ref: "v0.4.0.dev12", dest-dir: "0.4.0.dev12", uv-version: "0.5.13" },
-            { ref: "v0.4.0.dev13", dest-dir: "0.4.0.dev13", uv-version: "0.5.13" },
-            { ref: "v0.4.0", dest-dir: "0.4.0", uv-version: "0.5.13" },
+            { ref: "${{github.ref}}", dest-dir: dev, uv-version: "0.5.13", sphinx-release-override: "dev" },
+            { ref: "v0.4.0.post1", dest-dir: stable, uv-version: "0.5.13", sphinx-release-override: "stable" },
+            { ref: "v0.4.0.dev0", dest-dir: "0.4.0.dev0", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev1", dest-dir: "0.4.0.dev1", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev2", dest-dir: "0.4.0.dev2", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev3", dest-dir: "0.4.0.dev3", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev4", dest-dir: "0.4.0.dev4", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev5", dest-dir: "0.4.0.dev5", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev6", dest-dir: "0.4.0.dev6", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev7", dest-dir: "0.4.0.dev7", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev8", dest-dir: "0.4.0.dev8", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev9", dest-dir: "0.4.0.dev9", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev10", dest-dir: "0.4.0.dev10", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev11", dest-dir: "0.4.0.dev11", uv-version: "0.5.11", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev12", dest-dir: "0.4.0.dev12", uv-version: "0.5.13", sphinx-release-override: "" },
+            { ref: "v0.4.0.dev13", dest-dir: "0.4.0.dev13", uv-version: "0.5.13", sphinx-release-override: "" },
+            { ref: "v0.4.0.post1", dest-dir: "0.4.0", uv-version: "0.5.13", sphinx-release-override: "" },
           ]
     steps:
       - name: Checkout
@@ -73,6 +73,7 @@ jobs:
         env:
           PY_DOCS_DIR: ${{ matrix.version.dest-dir }}/
           PY_SWITCHER_VERSION: ${{ matrix.version.dest-dir }}
+          SPHINX_RELEASE_OVERRIDE: ${{ matrix.version.sphinx-release-override }}
       - uses: actions/upload-artifact@v4
         with:
           path: "./python/docs-staging"
diff --git a/docs/switcher.json b/docs/switcher.json
index 3d94443e6a4e..f90f52ef0847 100644
--- a/docs/switcher.json
+++ b/docs/switcher.json
@@ -1,7 +1,7 @@
 [
     {
         "name": "0.4.0 (stable)",
-        "version": "0.4.0",
+        "version": "stable",
         "url": "/autogen/stable/",
         "preferred": true
     },
diff --git a/python/packages/autogen-core/docs/src/conf.py b/python/packages/autogen-core/docs/src/conf.py
index 7aa75ebd1acc..c1b362480eb3 100644
--- a/python/packages/autogen-core/docs/src/conf.py
+++ b/python/packages/autogen-core/docs/src/conf.py
@@ -17,8 +17,12 @@
 copyright = "2024, Microsoft"
 author = "Microsoft"
 version = "0.4"
-release = autogen_core.__version__
 
+release_override = os.getenv("SPHINX_RELEASE_OVERRIDE")
+if release_override is None or release_override == "":
+    release = autogen_core.__version__
+else:
+    release = release_override
 
 sys.path.append(str(Path(".").resolve()))