diff --git a/avoid-shutdown.ipynb b/avoid-shutdown.ipynb
index 6a7a402..1190b3d 100644
--- a/avoid-shutdown.ipynb
+++ b/avoid-shutdown.ipynb
@@ -5,7 +5,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Avoid automatic shutdown of the instance"
+    "## Mangio-RVC-Fork"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prevent Interactivity Automatic Shutdown"
    ]
   },
   {
@@ -17,47 +25,6 @@
     "import time\n",
     "time.sleep(1000 * 60 * 60 * 24)"
    ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Upload your model to HuggingFace\n",
-    "\n",
-    "Since using Git LFS will fill up the storage, we programmatically upload the model to HuggingFace."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from huggingface_hub import login\n",
-    "login()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from huggingface_hub import HfApi, CommitOperationAdd, CommitOperationDelete\n",
-    "from pathlib import Path\n",
-    "api = HfApi()\n",
-    "operations = [\n",
-    "    CommitOperationAdd(path_in_repo=x, path_or_fileobj=x) for x in Path(\"logs/44k\").rglob(\"*.pth\")\n",
-    "]\n",
-    "api = HfApi()\n",
-    "api.create_commit(\n",
-    "    repo_id=\"username/model_name\",\n",
-    "    operations=operations,\n",
-    "    commit_message=\"feat: add models\",\n",
-    "    create_pr=1,\n",
-    ")"
-   ]
   }
  ],
  "metadata": {