diff --git a/code_search/index/upload_code.py b/code_search/index/upload_code.py
index 02f5895..2fbf465 100644
--- a/code_search/index/upload_code.py
+++ b/code_search/index/upload_code.py
@@ -26,7 +26,7 @@ def encode_and_upload():
 
     collection_name = QDRANT_CODE_COLLECTION_NAME
     input_file = Path(DATA_DIR) / "qdrant_snippets.jsonl"
-    encoder = UniXcoderEmbeddingsProvider(device="cuda")
+    encoder = UniXcoderEmbeddingsProvider()
 
     input_file = Path(DATA_DIR) / input_file
     output_file = Path(DATA_DIR) / f"{collection_name}.npy"
diff --git a/frontend/src/components/EssentialLink.vue b/frontend/src/components/EssentialLink.vue
index 585f98c..fa9a5e2 100644
--- a/frontend/src/components/EssentialLink.vue
+++ b/frontend/src/components/EssentialLink.vue
@@ -1,14 +1,7 @@
 <template>
-  <q-item
-    clickable
-    tag="a"
-    target="_blank"
-    :href="link"
-  >
-    <q-item-section
-      v-if="icon"
-      avatar
-    >
+  <q-item clickable tag="a" :target="(!local) ? '_blank' : ''" :href="(!local) ? link : undefined"
+    :to="local ? link : undefined">
+    <q-item-section v-if="icon" avatar>
       <q-icon :name="icon" />
     </q-item-section>
 
@@ -43,6 +36,11 @@ export default defineComponent({
     icon: {
       type: String,
       default: ''
+    },
+
+    local: {
+      type: Boolean,
+      default: false
     }
   }
 })
diff --git a/frontend/src/layouts/MainLayout.vue b/frontend/src/layouts/MainLayout.vue
index dd8a652..5fe99ec 100644
--- a/frontend/src/layouts/MainLayout.vue
+++ b/frontend/src/layouts/MainLayout.vue
@@ -1,21 +1,21 @@
 <template>
   <q-layout view="lHh Lpr lFf">
     <!-- <q-header elevated>
-                <q-toolbar>
-                  <q-btn
-                    flat
-                    dense
-                    round
-                    icon="menu"
-                    aria-label="Menu"
-                    @click="toggleLeftDrawer"
-                  />
+                                            <q-toolbar>
+                                              <q-btn
+                                                flat
+                                                dense
+                                                round
+                                                icon="menu"
+                                                aria-label="Menu"
+                                                @click="toggleLeftDrawer"
+                                              />
 
-                  <q-toolbar-title> Qdrant Demo </q-toolbar-title>
+                                              <q-toolbar-title> Qdrant Demo </q-toolbar-title>
 
-                  <div>Qdrant</div>
-                </q-toolbar>
-              </q-header> -->
+                                              <div>Qdrant</div>
+                                            </q-toolbar>
+                                          </q-header> -->
 
     <q-drawer v-model="drawer" show-if-above :mini="true">
       <q-list>
@@ -29,8 +29,9 @@
       <router-view />
     </q-page-container>
 
-    <q-footer>
-      Hello
+    <q-footer class="bg-white text-black text-center text-caption">
+      Made with <a href="https://github.com/qdrant">Qdrant</a><br />
+      Read more about the demo <router-link to="/about">here</router-link>
     </q-footer>
   </q-layout>
 </template>
@@ -42,9 +43,10 @@ import EssentialLink from "components/EssentialLink.vue";
 const linksList = [
   {
     title: "Docs",
-    caption: "qdrant.tech/documentation",
+    caption: "About",
     icon: "school",
-    link: "https://qdrant.tech/documentation",
+    link: "/about",
+    local: true
   },
   {
     title: "Qdrant",
@@ -53,10 +55,10 @@ const linksList = [
     link: "https://qdrant.tech",
   },
   {
-    title: "GitHub - Qdrant",
+    title: "GitHub - Demo Code Search",
     caption: "github.com/qdrant/qdrant",
     icon: "code",
-    link: "https://github.com/qdrant/qdrant",
+    link: "https://github.com/qdrant/demo-code-search",
   },
   {
     title: "Discord Chat Channel",