diff --git a/docs/_templates/layout.html b/docs/_templates/layout.html
index 996058f3102..4ee04f8e727 100644
--- a/docs/_templates/layout.html
+++ b/docs/_templates/layout.html
@@ -5,7 +5,7 @@
     <p class="first admonition-title">Warning</p>
     <p class="last">
         This document is for Red's development version, which can be significantly different from previous releases.
-        If you're a regular user, you should read the <a href="{{ dict(versions)['stable'] }}">Red documentation for the current stable release</a>.
+        If you're a regular user, you should read the <a href="/{{ rtd_language }}/stable/">Red documentation for the current stable release</a>.
     </p>
 </div>
 {% endif %}
diff --git a/docs/conf.py b/docs/conf.py
index b967f299d28..c280f1b2978 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -139,6 +139,9 @@
     "github_user": "Cog-Creators",
     "github_repo": "Red-DiscordBot",
     "github_version": "V3/develop",
+    "version_slug": os.environ.get("READTHEDOCS_VERSION", ""),
+    "rtd_language": os.environ.get("READTHEDOCS_LANGUAGE", ""),
+    "READTHEDOCS": os.environ.get("READTHEDOCS", "") == "True",
 }
 
 # Add any paths that contain custom static files (such as style sheets) here,