diff --git a/notebooks/tutorials/data-engineer/01-setting-up-dev-mode.ipynb b/notebooks/tutorials/data-engineer/01-setting-up-dev-mode.ipynb
index ed84817235f..3b06a289289 100644
--- a/notebooks/tutorials/data-engineer/01-setting-up-dev-mode.ipynb
+++ b/notebooks/tutorials/data-engineer/01-setting-up-dev-mode.ipynb
@@ -110,7 +110,6 @@
     "```\n",
     "> tox -l\n",
     "\n",
-    "hagrid.publish\n",
     "lint\n",
     "stack.test.integration\n",
     "syft.docs\n",
diff --git a/notebooks/tutorials/data-engineer/03-hagrid.ipynb b/notebooks/tutorials/data-engineer/03-hagrid.ipynb
deleted file mode 100644
index 3ad7cf9c25d..00000000000
--- a/notebooks/tutorials/data-engineer/03-hagrid.ipynb
+++ /dev/null
@@ -1,73 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "0",
-   "metadata": {},
-   "source": [
-    "# HAGrid"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1",
-   "metadata": {},
-   "source": [
-    "## Installing HAGrid"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2",
-   "metadata": {},
-   "source": [
-    "## Python PATH"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3",
-   "metadata": {},
-   "source": [
-    "## Debugging HAGrid"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4",
-   "metadata": {},
-   "source": [
-    "## Ansible and Windows"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/notebooks/tutorials/model-auditing/colab/01-user-log.ipynb b/notebooks/tutorials/model-auditing/colab/01-user-log.ipynb
index f53c1374203..0a9878ba9b3 100644
--- a/notebooks/tutorials/model-auditing/colab/01-user-log.ipynb
+++ b/notebooks/tutorials/model-auditing/colab/01-user-log.ipynb
@@ -110,7 +110,7 @@
     "  \n",
     "**C) From the command line (supports docker/kubernetes)**\n",
     "  - setup for production\n",
-    "  - run `syft launch` or `hagrid launch` from the terminal\n",
+    "  - run `syft launch`  from the terminal\n",
     "  \n",
     "  \n",
     "We are using the **A)** here, as it is the only option available using google colab, switching to a real webserver is as easy as running this notebook in jupyter locally and adding a port. Read more about deployment on our [README.md](https://github.com/OpenMined/PySyft) and other setups for syft [here](https://github.com/OpenMined/PySyft/tree/dev/notebooks/tutorials/data-engineer)"