diff --git a/.hugo/layouts/partials/navbar-version-selector.html b/.hugo/layouts/partials/navbar-version-selector.html
index 1ddad57e520..5240ef9d366 100644
--- a/.hugo/layouts/partials/navbar-version-selector.html
+++ b/.hugo/layouts/partials/navbar-version-selector.html
@@ -5,8 +5,24 @@
 <div class="dropdown-menu" aria-labelledby="navbarDropdown">
    <div w3-include-html="/genai-toolbox/releases.releases" w3-include-html-default='<a class="dropdown-item" href="/genai-toolbox/dev/">Dev</a>'></div>
    <script>
-     // This must run after the w3.js script has loaded.
-     w3.includeHTML();
+      function deepRouteLink() {
+        const currentPath = window.location.pathname;
+        const versionRegex = /(\/genai-toolbox\/(v\d+\.\d+\.\d+|dev)\/)/;
+        const versionMatch = currentPath.match(versionRegex);
+
+        if (!versionMatch) {
+          return;
+        }
+
+        const deepPath = currentPath.substring(versionMatch[0].length);
+        const versionLinks = document.querySelectorAll('.dropdown-menu[aria-labelledby="navbarDropdown"] .dropdown-item');
+
+        versionLinks.forEach(link => {
+          link.href = link.href + deepPath;
+        });
+      }
+
+      w3.includeHTML(deepRouteLink);
    </script>
 </div>
-{{ end -}}
\ No newline at end of file
+{{ end -}}