diff --git a/docs/content/_index.md b/docs/content/_index.md
index 53865e6e..75d73ea2 100644
--- a/docs/content/_index.md
+++ b/docs/content/_index.md
@@ -19,7 +19,7 @@ The {{< full_app_ref >}} provides a streamlined environment where developers and
 - **RAG**: Enhances **LLM**s by retrieving relevant, real-time information allowing models to provide up-to-date and accurate responses.
 - **Vector Database**: A database, including Oracle Database 23ai, that can natively store and manage vector embeddings and handle the unstructured data they describe, such as documents, images, video, or audio.
 
-## {{< short_app_ref >}} Features
+## Features
 
 - [Configuring Embedding and Chat Models](client/configuration/model_config)
 - [Splitting and Embedding Documentation](client/tools/split_embed)
diff --git a/docs/content/client/configuration/db_config.md b/docs/content/client/configuration/db_config.md
index fc1c0b51..a90f3868 100644
--- a/docs/content/client/configuration/db_config.md
+++ b/docs/content/client/configuration/db_config.md
@@ -18,7 +18,7 @@ The database can either be configured through the [{{< short_app_ref >}} interfa
 
 ---
 
-### {{< short_app_ref >}} Interface
+### Interface
 
 To configure the Database from the {{< short_app_ref >}}, navigate to `Configuration -> Database`:
 
diff --git a/docs/content/client/configuration/oci_config.md b/docs/content/client/configuration/oci_config.md
index 20ef3a10..ce9715a3 100644
--- a/docs/content/client/configuration/oci_config.md
+++ b/docs/content/client/configuration/oci_config.md
@@ -22,7 +22,7 @@ You will need to [generate an API Key](https://docs.oracle.com/en-us/iaas/Conten
 
 ---
 
-### {{< short_app_ref >}} Interface
+### Interface
 
 To configure the Database from the {{< short_app_ref >}}, navigate to `Configuration -> OCI`:
 
diff --git a/docs/content/walkthrough/_index.md b/docs/content/walkthrough/_index.md
index 4aac88f9..d3f7712e 100644
--- a/docs/content/walkthrough/_index.md
+++ b/docs/content/walkthrough/_index.md
@@ -125,7 +125,7 @@ To enable the **RAG** functionality, access to an embedding model is required. T
    podman exec -it ollama ollama pull mxbai-embed-large
    ```
 
-### The {{< short_app_ref >}}
+### The AI Optimizer
 
 The {{< short_app_ref >}} provides an easy to use front-end for experimenting with **LLM** parameters and **RAG**.
 
diff --git a/docs/layouts/partials/menu-footer.html b/docs/layouts/partials/menu-footer.html
index e71a640f..8846ffbb 100644
--- a/docs/layouts/partials/menu-footer.html
+++ b/docs/layouts/partials/menu-footer.html
@@ -4,43 +4,39 @@
 
 spell-checker: ignore Luma, assetbusting, SMPTE, octicon
 -->
-{{- $assetBusting := partialCached "assetbusting.gotmpl" . }} 
-            <span class="github-buttons"></span>
-            <p>Built with <a href="https://github.com/oracle-samples/ai-optimizer" title="love"><i class="fas fa-heart"></i></a> by <a href="https://www.oracle.com/"><span style="color:#C74634;">ORACLE</span></a></p>
-            <script>
-              function githubButtonsScheme(){
-                var scheme = 'light';
-                var colorPropertyValue = window.getComputedStyle( document.querySelector( '#R-sidebar' ) ).getPropertyValue( 'background-color' );
-                var colorValues = colorPropertyValue.match( /\d+/g ).map( function( e ){ return parseInt(e,10); });
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-                  scheme = 'dark';
-                }
-                return scheme;
-              }
-              function githubButtonsInit(){
-                if( !window.githubButtons ){
-                  setTimeout( githubButtonsInit, 50 );
-                  return;
-                }
-                var scheme = githubButtonsScheme();
-                var githubButtonsHTML = `
-                  <a class="github-button" href="https://github.com/oracle-samples/ai-optimizer/archive/main.zip" data-color-scheme="${scheme}" data-icon="octicon-cloud-download"  aria-label="Download the AI Optimizer on GitHub">Download</a>
-                  <a class="github-button" href="https://github.com/oracle-samples/ai-optimizer" data-color-scheme="${scheme}" data-icon="octicon-star" data-show-count="true"  aria-label="Star the AI Optimizer on GitHub">Star</a>
-                  <a class="github-button" href="https://github.com/oracle-samples/ai-optimizer/fork" data-color-scheme="${scheme}" data-icon="octicon-repo-forked"   data-show-count="true" aria-label="Fork the AI Optimizer on GitHub">Fork</a>
-                 `;
-                document.querySelector( '.github-buttons' ).innerHTML = githubButtonsHTML;
-                document.querySelectorAll( '.github-button' ).forEach( function( anchor ){
-                  anchor.dataset.colorScheme = scheme;
-                  window.githubButtons.render( anchor, function( el ){
-                    anchor.parentNode.replaceChild( el, anchor );
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-              }
-              document.addEventListener( 'themeVariantLoaded', function( e ){
-                setTimeout( githubButtonsInit, 400 );
-              });
-              window.matchMedia('(prefers-color-scheme: dark)').addEventListener('change', event => {
-                setTimeout( githubButtonsInit, 400 );
-              });
-            </script>
-            <script async src="{{"js/github-buttons.js" | relURL}}{{ $assetBusting }}"></script>
\ No newline at end of file
+<p>Built with <a href="https://github.com/oracle-samples/ai-optimizer" title="love"><i class="fas fa-heart"></i></a> by <a href="https://www.oracle.com/"><span style="color:#C74634;">ORACLE</span></a></p>
+<span class="github-buttons">
+  <!-- Buttons will be injected here -->
+</span>
+
+<script>
+  function getColorScheme() {
+    const bg = getComputedStyle(document.querySelector('#R-sidebar')).getPropertyValue('background-color');
+    const [r, g, b] = bg.match(/\d+/g).map(Number);
+    const luminance = 0.2126 * r + 0.7152 * g + 0.0722 * b;
+    return luminance < 165 ? 'dark' : 'light';
+  }
+
+  function injectGithubButtons() {
+    const scheme = getColorScheme();
+    const container = document.querySelector('.github-buttons');
+    if (!container) return;
+
+    container.innerHTML = `
+      <a class="github-button" href="https://github.com/oracle-samples/ai-optimizer/archive/main.zip" data-icon="octicon-cloud-download" data-color-scheme="${scheme}" aria-label="Download the AI Optimizer on GitHub">Download</a>
+      <a class="github-button" href="https://github.com/oracle-samples/ai-optimizer" data-icon="octicon-star" data-show-count="true" data-color-scheme="${scheme}" aria-label="Star the AI Optimizer on GitHub">Star</a>
+      <a class="github-button" href="https://github.com/oracle-samples/ai-optimizer/fork" data-icon="octicon-repo-forked" data-show-count="true" data-color-scheme="${scheme}" aria-label="Fork the AI Optimizer on GitHub">Fork</a>
+    `;
+
+    // Load GitHub Buttons script
+    const script = document.createElement('script');
+    script.src = "https://buttons.github.io/buttons.js";
+    script.async = true;
+    document.body.appendChild(script);
+  }
+
+  document.addEventListener('DOMContentLoaded', injectGithubButtons);
+  window.matchMedia('(prefers-color-scheme: dark)').addEventListener('change', () => {
+    setTimeout(injectGithubButtons, 300);
+  });
+</script>
\ No newline at end of file