diff --git a/README.md b/README.md
index 3fe278582d..1f74555d8a 100644
--- a/README.md
+++ b/README.md
@@ -128,7 +128,7 @@ This is a guide for how to install PyRIT. Alternatively, take a look at the <a h
 
 Check the following example to learn how to set up PyRIT with a target:
 
-- [PyRIT extracts passwords from Gandalf](./../examples/demo/1_gandalf.ipynb)
+- [PyRIT extracts passwords from Gandalf](./examples/demo/1_gandalf.ipynb)
 
 ## Troubleshooting
 
diff --git a/examples/demo/1_gandalf.ipynb b/examples/demo/1_gandalf.ipynb
index 8d3c8b7c35..86ce602227 100644
--- a/examples/demo/1_gandalf.ipynb
+++ b/examples/demo/1_gandalf.ipynb
@@ -39,8 +39,8 @@
     "Each level gets progressively more difficult.\n",
     "\n",
     "\n",
-    "\n",
-    "<br> <img src=\"./../../assets/gandalf-demo-setup.png\" alt=\"drawing\" height=\"400\"/> <br>\n",
+    "<img src=\"./../../assets/gandalf-demo-setup.png\" alt=\"gandalf-demo-setup.png\" height=\"400\"/>\n",
+    "![gandalf-demo-setup.png](./../../assets/gandalf-demo-setup.png)\n",
     "\n",
     "**Step 1.** AI Red Team Bot send message to Gandalf <br>\n",
     "**Step 2.** Gandalf send message back <br>\n",
@@ -49,7 +49,7 @@
     "\n",
     "## Level 1\n",
     "\n",
-    "<img src=\"./../../assets/gandalf-home-level-1.png\" alt=\"drawing\" height=\"400\"/>"
+    "<img src=\"./../../assets/gandalf-home-level-1.png\" alt=\"gandalf-home-level-1.png\" height=\"400\"/>\n"
    ]
   },
   {
@@ -220,7 +220,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,
diff --git a/examples/demo/3_gandalf_AML_endpoint_red_team_bot.ipynb b/examples/demo/3_gandalf_AML_endpoint_red_team_bot.ipynb
index 865569b63f..e75868f386 100644
--- a/examples/demo/3_gandalf_AML_endpoint_red_team_bot.ipynb
+++ b/examples/demo/3_gandalf_AML_endpoint_red_team_bot.ipynb
@@ -3,7 +3,10 @@
   {
    "cell_type": "markdown",
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "source": [
     "# Introduction\n",
@@ -23,7 +26,7 @@
     "   - Navigate to the AML Studio.\n",
     "   - Go to the 'Endpoints' section.\n",
     "   - Retrieve the API key and endpoint URI.\n",
-    "   <br> <img src=\"./../../assets/aml_managed_online_endpoint_api_key.png\" alt=\"drawing\" height=\"400\"/> <br>\n",
+    "   <br> <img src=\"./../../assets/aml_managed_online_endpoint_api_key.png\" alt=\"aml_managed_online_endpoint_api_key.png\" height=\"400\"/> <br>\n",
     "\n",
     "3. **Set the Environment Variable:**\n",
     "   - Add the obtained API key to an environment variable named `AML_API_KEY`.\n",
@@ -52,7 +55,7 @@
     "Gandalf contains 7 different levels. In this demo we will show how to automatically bypass the first three.\n",
     "Each level gets progressively more difficult.\n",
     "\n",
-    "<br> <img src=\"./../../assets/gandalf-demo-setup.png\" alt=\"drawing\" height=\"400\"/> <br>\n",
+    "<br> <img src=\"./../../assets/gandalf-demo-setup.png\" alt=\"gandalf-demo-setup.png\" height=\"400\"/> <br>\n",
     "\n",
     "## Steps\n",
     "\n",
@@ -66,7 +69,7 @@
     "\n",
     "## Level 1\n",
     "\n",
-    "<img src=\"./../../assets/gandalf-home-level-1.png\" alt=\"drawing\" height=\"400\"/>"
+    "<img src=\"./../../assets/gandalf-home-level-1.png\" alt=\"gandalf-home-level-1.png\" height=\"400\"/>"
    ]
   },
   {
@@ -77,7 +80,10 @@
      "end_time": "2023-10-27T18:50:44.458559Z",
      "start_time": "2023-10-27T18:50:44.369100Z"
     },
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "outputs": [
     {
@@ -143,7 +149,10 @@
      "end_time": "2023-10-27T18:50:45.495714Z",
      "start_time": "2023-10-27T18:50:45.473236Z"
     },
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "outputs": [
     {
@@ -169,7 +178,10 @@
      "end_time": "2023-10-27T18:50:53.492921Z",
      "start_time": "2023-10-27T18:50:47.308284Z"
     },
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "outputs": [],
    "source": [
@@ -212,7 +224,10 @@
      "end_time": "2023-10-27T18:51:04.611743Z",
      "start_time": "2023-10-27T18:51:03.774346Z"
     },
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "outputs": [],
    "source": [
@@ -242,9 +257,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.11"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 4
 }
diff --git a/examples/demo/4_gandalf_HuggingFace_red_team_bot.ipynb b/examples/demo/4_gandalf_HuggingFace_red_team_bot.ipynb
index bc5b02036e..9e03da7564 100644
--- a/examples/demo/4_gandalf_HuggingFace_red_team_bot.ipynb
+++ b/examples/demo/4_gandalf_HuggingFace_red_team_bot.ipynb
@@ -3,7 +3,10 @@
   {
    "cell_type": "markdown",
    "metadata": {
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "source": [
     "# Introduction\n",
@@ -18,7 +21,8 @@
     "\n",
     "\n",
     "Before beginning, ensure that you have the model id obtained from the HuggingFace as shown below.\n",
-    "<br> <img src=\"./../../assets/huggingface_model_id.png\" alt=\"drawing\" height=\"400\"/> <br>\n",
+    "<br> <img src=\"./../../assets/huggingface_model_id.png\" alt=\"huggingface_model_id.png\" height=\"400\"/> <br>\n",
+    "\n",
     "\n",
     "**Target Chat Engine Setup**\n",
     "\n",
@@ -43,7 +47,7 @@
     "Each level gets progressively more difficult.\n",
     "\n",
     "\n",
-    "<br> <img src=\"./../../assets/gandalf-demo-setup.png\" alt=\"drawing\" height=\"400\"/> <br>\n",
+    "<br> <img src=\"./../../assets/gandalf-demo-setup.png\" alt=\"gandalf-demo-setup.png\" height=\"400\"/> <br>\n",
     "\n",
     "Step 1. AI Red Team Bot (HuggingFace model) send message to Gandalf\n",
     "Step 2. Gandalf send message back\n",
@@ -52,7 +56,7 @@
     "\n",
     "## Level 1\n",
     "\n",
-    "<img src=\"./../../assets/gandalf-home-level-1.png\" alt=\"drawing\" height=\"400\"/>"
+    "<img src=\"./../../assets/gandalf-home-level-1.png\" alt=\"gandalf-home-level-1.png\" height=\"400\"/>"
    ]
   },
   {
@@ -63,7 +67,10 @@
      "end_time": "2023-10-27T18:50:44.458559Z",
      "start_time": "2023-10-27T18:50:44.369100Z"
     },
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "outputs": [],
    "source": [
@@ -117,7 +124,10 @@
      "end_time": "2023-10-27T18:50:45.495714Z",
      "start_time": "2023-10-27T18:50:45.473236Z"
     },
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "outputs": [],
    "source": [
@@ -132,7 +142,10 @@
      "end_time": "2023-10-27T18:50:53.492921Z",
      "start_time": "2023-10-27T18:50:47.308284Z"
     },
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "outputs": [],
    "source": [
@@ -175,7 +188,10 @@
      "end_time": "2023-10-27T18:51:04.611743Z",
      "start_time": "2023-10-27T18:51:03.774346Z"
     },
-    "collapsed": false
+    "collapsed": false,
+    "jupyter": {
+     "outputs_hidden": false
+    }
    },
    "outputs": [],
    "source": [
@@ -212,9 +228,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.11"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,
- "nbformat_minor": 0
+ "nbformat_minor": 4
 }