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diff --git a/docs/assets/img/favicons-old/manifest.json b/docs/assets/img/favicons-old/manifest.json
new file mode 100644
index 00000000..1a248b9f
--- /dev/null
+++ b/docs/assets/img/favicons-old/manifest.json
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+  "icons": [
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+      "sizes": "36x36",
+      "type": "image\/png",
+      "density": "0.75"
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+      "src": "\/android-icon-48x48.png",
+      "sizes": "48x48",
+      "type": "image\/png",
+      "density": "1.0"
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+    {
+      "src": "\/android-icon-72x72.png",
+      "sizes": "72x72",
+      "type": "image\/png",
+      "density": "1.5"
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+    {
+      "src": "\/android-icon-96x96.png",
+      "sizes": "96x96",
+      "type": "image\/png",
+      "density": "2.0"
+    },
+    {
+      "src": "\/android-icon-144x144.png",
+      "sizes": "144x144",
+      "type": "image\/png",
+      "density": "3.0"
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+      "src": "\/android-icon-192x192.png",
+      "sizes": "192x192",
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diff --git a/docs/assets/img/favicons/favicon.ico b/docs/assets/img/favicons/favicon.ico
index 93c0a864..c7618ef7 100644
Binary files a/docs/assets/img/favicons/favicon.ico and b/docs/assets/img/favicons/favicon.ico differ
diff --git a/docs/assets/img/favicons/manifest.json b/docs/assets/img/favicons/manifest.json
index 1a248b9f..69d3c77c 100644
--- a/docs/assets/img/favicons/manifest.json
+++ b/docs/assets/img/favicons/manifest.json
@@ -1,41 +1,41 @@
 {
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-  "icons": [
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-      "type": "image\/png",
-      "density": "0.75"
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-      "sizes": "192x192",
-      "type": "image\/png",
-      "density": "4.0"
-    }
-  ]
-}
\ No newline at end of file
+    "name": "App",
+    "icons": [
+      {
+        "src": "\/android-icon-36x36.png",
+        "sizes": "36x36",
+        "type": "image\/png",
+        "density": "0.75"
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+        "src": "\/android-icon-48x48.png",
+        "sizes": "48x48",
+        "type": "image\/png",
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+      }
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+  }
\ No newline at end of file
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Binary files a/docs/assets/img/l2l-full.png and b/docs/assets/img/l2l-full.png differ
diff --git a/docs/assets/img/learn2learn-old.png b/docs/assets/img/learn2learn-old.png
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diff --git a/docs/assets/img/learn2learn-old.svg b/docs/assets/img/learn2learn-old.svg
new file mode 100644
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--- /dev/null
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+    </g>
+    <g id="Layer_1">
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+              fill="#009CE8"/>
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+              fill="#009CE8"/>
+        <g>
+            <path d="M313.663,226.37 L334.836,206.878" fill="#FFFFFF"/>
+            <path d="M313.663,226.37 L334.836,206.878" fill-opacity="0" stroke="#FFFFFF" stroke-width="40.5"
+                  stroke-linecap="square"/>
+        </g>
+        <g>
+            <path d="M414.049,134.822 L450.424,101.335" fill="#FFFFFF"/>
+            <path d="M414.049,134.822 L450.424,101.335" fill-opacity="0" stroke="#FFFFFF" stroke-width="40.5"
+                  stroke-linecap="square"/>
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+    </g>
+</svg>
diff --git a/docs/assets/img/learn2learn.png b/docs/assets/img/learn2learn.png
index 838a282f..bfaef2a3 100644
Binary files a/docs/assets/img/learn2learn.png and b/docs/assets/img/learn2learn.png differ
diff --git a/docs/assets/img/learn2learn.svg b/docs/assets/img/learn2learn.svg
index bb538e33..72224555 100644
--- a/docs/assets/img/learn2learn.svg
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@@ -1,24 +1,19 @@
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