diff --git a/recipes/quickstart/images/a_colorful_llama_doing_ai_programming.jpeg b/docs/img/a_colorful_llama_doing_ai_programming.jpeg
similarity index 100%
rename from recipes/quickstart/images/a_colorful_llama_doing_ai_programming.jpeg
rename to docs/img/a_colorful_llama_doing_ai_programming.jpeg
diff --git a/recipes/quickstart/images/cat.jpeg b/docs/img/cat.jpeg
similarity index 100%
rename from recipes/quickstart/images/cat.jpeg
rename to docs/img/cat.jpeg
diff --git a/recipes/quickstart/images/gnocchi_alla_romana.jpeg b/docs/img/gnocchi_alla_romana.jpeg
similarity index 100%
rename from recipes/quickstart/images/gnocchi_alla_romana.jpeg
rename to docs/img/gnocchi_alla_romana.jpeg
diff --git a/recipes/quickstart/images/grocery_shopping_bascket_with_salmon_in_package.jpeg b/docs/img/grocery_shopping_bascket_with_salmon_in_package.jpeg
similarity index 100%
rename from recipes/quickstart/images/grocery_shopping_bascket_with_salmon_in_package.jpeg
rename to docs/img/grocery_shopping_bascket_with_salmon_in_package.jpeg
diff --git a/recipes/quickstart/images/llama-mobile-confirmed.png b/docs/img/llama-mobile-confirmed.png
similarity index 100%
rename from recipes/quickstart/images/llama-mobile-confirmed.png
rename to docs/img/llama-mobile-confirmed.png
diff --git a/recipes/quickstart/images/llama-recipes.png b/docs/img/llama-recipes.png
similarity index 100%
rename from recipes/quickstart/images/llama-recipes.png
rename to docs/img/llama-recipes.png
diff --git a/recipes/quickstart/images/llama_stack.png b/docs/img/llama_stack.png
similarity index 100%
rename from recipes/quickstart/images/llama_stack.png
rename to docs/img/llama_stack.png
diff --git a/recipes/quickstart/images/meta_release.png b/docs/img/meta_release.png
similarity index 100%
rename from recipes/quickstart/images/meta_release.png
rename to docs/img/meta_release.png
diff --git a/docs/img/resized_image.jpg b/docs/img/resized_image.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..339f1da6e879d36c4547394bc495df0944316ddc
Binary files /dev/null and b/docs/img/resized_image.jpg differ
diff --git a/recipes/quickstart/images/thumbnail_IMG_1329.jpg b/docs/img/thumbnail_IMG_1329.jpg
similarity index 100%
rename from recipes/quickstart/images/thumbnail_IMG_1329.jpg
rename to docs/img/thumbnail_IMG_1329.jpg
diff --git a/recipes/quickstart/images/thumbnail_IMG_1440.jpg b/docs/img/thumbnail_IMG_1440.jpg
similarity index 100%
rename from recipes/quickstart/images/thumbnail_IMG_1440.jpg
rename to docs/img/thumbnail_IMG_1440.jpg
diff --git a/recipes/quickstart/images/thumbnail_IMG_6385.jpg b/docs/img/thumbnail_IMG_6385.jpg
similarity index 100%
rename from recipes/quickstart/images/thumbnail_IMG_6385.jpg
rename to docs/img/thumbnail_IMG_6385.jpg
diff --git a/recipes/quickstart/build_with_Llama_3_2.ipynb b/recipes/quickstart/build_with_Llama_3_2.ipynb
index 59aadf3cc1ecc6ccc312c2ff91f2e3215fef1f89..f50dbaa90e97c12ee9ae6afb6243b98fc676f789 100644
--- a/recipes/quickstart/build_with_Llama_3_2.ipynb
+++ b/recipes/quickstart/build_with_Llama_3_2.ipynb
@@ -417,7 +417,7 @@
     "    plt.axis('off')\n",
     "    plt.show()\n",
     "\n",
-    "display_local_image(\"images/a_colorful_llama_doing_ai_programming.jpeg\")"
+    "display_local_image(\"../../docs/img/a_colorful_llama_doing_ai_programming.jpeg\")"
    ]
   },
   {
@@ -441,7 +441,7 @@
     "  with open(image_path, \"rb\") as img:\n",
     "    return base64.b64encode(img.read()).decode('utf-8')\n",
     "\n",
-    "base64_image = encode_image(\"images/a_colorful_llama_doing_ai_programming.jpeg\")"
+    "base64_image = encode_image(\"../../docs/img/a_colorful_llama_doing_ai_programming.jpeg\")"
    ]
   },
   {
@@ -525,8 +525,8 @@
     }
    ],
    "source": [
-    "display_local_image(\"images/grocery_shopping_bascket_with_salmon_in_package.jpeg\")\n",
-    "base64_image = encode_image(\"images/grocery_shopping_bascket_with_salmon_in_package.jpeg\")"
+    "display_local_image(\"../../docs/img/grocery_shopping_bascket_with_salmon_in_package.jpeg\")\n",
+    "base64_image = encode_image(\"../../docs/img/grocery_shopping_bascket_with_salmon_in_package.jpeg\")"
    ]
   },
   {
@@ -1066,8 +1066,8 @@
     }
    ],
    "source": [
-    "display_local_image(\"images/thumbnail_IMG_1329.jpg\")\n",
-    "img = Image.open(\"images/thumbnail_IMG_1329.jpg\")\n",
+    "display_local_image(\"../../docs/img/thumbnail_IMG_1329.jpg\")\n",
+    "img = Image.open(\"../../docs/img/thumbnail_IMG_1329.jpg\")\n",
     "width, height = img.size\n",
     "print(\"Image dimensions:\", width, height)"
    ]
@@ -1112,7 +1112,7 @@
     "  # Resize the image while maintaining aspect ratio\n",
     "  resized_img = img.resize((new_width, new_height))\n",
     "\n",
-    "  resized_img.save(\"images/resized_image.jpg\")\n",
+    "  resized_img.save(\"../../docs/img/resized_image.jpg\")\n",
     "\n",
     "  print(\"Original size:\", original_width, \"x\", original_height)\n",
     "  print(\"New size:\", new_width, \"x\", new_height)\n",
@@ -1121,7 +1121,7 @@
     "    \n",
     "max_dimension = 1120\n",
     "resized_img = resize_image(img)\n",
-    "base64_image = encode_image(\"images/resized_image.jpg\")"
+    "base64_image = encode_image(\"../../docs/img/resized_image.jpg\")"
    ]
   },
   {
@@ -1223,8 +1223,8 @@
     }
    ],
    "source": [
-    "display_local_image(\"images/thumbnail_IMG_6385.jpg\")\n",
-    "img = Image.open(\"images/thumbnail_IMG_6385.jpg\")\n",
+    "display_local_image(\"../../docs/img/thumbnail_IMG_6385.jpg\")\n",
+    "img = Image.open(\"../../docs/img/thumbnail_IMG_6385.jpg\")\n",
     "width, height = img.size\n",
     "print(\"Image dimensions:\", width, height)"
    ]
@@ -1247,7 +1247,7 @@
    "source": [
     "max_dimension = 1120\n",
     "resized_img = resize_image(img)\n",
-    "base64_image = encode_image(\"images/resized_image.jpg\")"
+    "base64_image = encode_image(\"../../docs/img/resized_image.jpg\")"
    ]
   },
   {
@@ -1320,7 +1320,7 @@
     }
    ],
    "source": [
-    "base64_image = encode_image(\"images/resized_image.jpg\")\n",
+    "base64_image = encode_image(\"../../docs/img/resized_image.jpg\")\n",
     "\n",
     "messages = [\n",
     "  {\n",
@@ -1381,8 +1381,8 @@
     }
    ],
    "source": [
-    "display_local_image(\"images/meta_release.png\")\n",
-    "base64_image = encode_image(\"images/meta_release.png\")"
+    "display_local_image(\"../../docs/img/meta_release.png\")\n",
+    "base64_image = encode_image(\"../../docs/img/meta_release.png\")"
    ]
   },
   {
@@ -1448,8 +1448,8 @@
     }
    ],
    "source": [
-    "display_local_image(\"images/llama_stack.png\")\n",
-    "base64_image = encode_image(\"images/llama_stack.png\")"
+    "display_local_image(\"../../docs/img/llama_stack.png\")\n",
+    "base64_image = encode_image(\"../../docs/img/llama_stack.png\")"
    ]
   },
   {
@@ -1553,8 +1553,8 @@
     }
    ],
    "source": [
-    "display_local_image(\"images/thumbnail_IMG_1440.jpg\")\n",
-    "img = Image.open(\"images/thumbnail_IMG_1440.jpg\")\n",
+    "display_local_image(\"../../docs/img/thumbnail_IMG_1440.jpg\")\n",
+    "img = Image.open(\"../../docs/img/thumbnail_IMG_1440.jpg\")\n",
     "width, height = img.size\n",
     "print(\"Image dimensions:\", width, height)"
    ]
@@ -1577,7 +1577,7 @@
    "source": [
     "max_dimension = 1120\n",
     "resized_img = resize_image(img)\n",
-    "base64_image = encode_image(\"images/resized_image.jpg\")"
+    "base64_image = encode_image(\"../../docs/img/resized_image.jpg\")"
    ]
   },
   {
@@ -1686,11 +1686,11 @@
     }
    ],
    "source": [
-    "display_local_image(\"images/thumbnail_IMG_6385.jpg\")\n",
-    "img = Image.open(\"images/thumbnail_IMG_6385.jpg\")\n",
+    "display_local_image(\"../../docs/img/thumbnail_IMG_6385.jpg\")\n",
+    "img = Image.open(\"../../docs/img/thumbnail_IMG_6385.jpg\")\n",
     "max_dimension = 1120\n",
     "resized_img = resize_image(img)\n",
-    "base64_image = encode_image(\"images/resized_image.jpg\")"
+    "base64_image = encode_image(\"../../docs/img/resized_image.jpg\")"
    ]
   },
   {
@@ -2488,7 +2488,7 @@
     }
    ],
    "source": [
-    "display_local_image(\"images/cat.jpeg\")"
+    "display_local_image(\"../../docs/img/cat.jpeg\")"
    ]
   },
   {
@@ -2626,7 +2626,7 @@
     "        if log is not None:\n",
     "            log.print()\n",
     "\n",
-    "await run_main(\"images/cat.jpeg\",\n",
+    "await run_main(\"../../docs/img/cat.jpeg\",\n",
     "         \"What cat breed is this? Tell me in detail about the breed.\")"
    ]
   },
@@ -2656,8 +2656,8 @@
     }
    ],
    "source": [
-    "display_local_image(\"images/gnocchi_alla_romana.jpeg\")\n",
-    "img = Image.open(\"images/gnocchi_alla_romana.jpeg\")\n",
+    "display_local_image(\"../../docs/img/gnocchi_alla_romana.jpeg\")\n",
+    "img = Image.open(\"../../docs/img/gnocchi_alla_romana.jpeg\")\n",
     "resized_img = resize_image(img)"
    ]
   },
@@ -2708,7 +2708,7 @@
     }
    ],
    "source": [
-    "await run_main(\"images/resized_image.jpg\",\n",
+    "await run_main(\"../../docs/img/resized_image.jpg\",\n",
     "         \"What's the name of this dish? How can I make it?\")"
    ]
   },
@@ -2739,7 +2739,7 @@
     "### ExecuTorch (XNNPACK framework)\n",
     "In this workshop we will walk you through the end to end workflow for building an android demo app using CPU on device via XNNPACK framework.\n",
     "To do so we need to follow these steps:\n",
-    "<img src=\"images/llama-mobile-confirmed.png\" alt=\"\" /> \n",
+    "<img src=\"../../docs/img/llama-mobile-confirmed.png\" alt=\"\" /> \n",
     "\n",
     "\n",
     "For detailed explanation of each of these steps please see this [link](https://github.com/pytorch/executorch/blob/main/examples/demo-apps/android/LlamaDemo/docs/delegates/xnnpack_README.md). Alternatively, you can follow this [tutorial](https://github.com/pytorch/executorch/blob/main/examples/demo-apps/apple_ios/LLaMA/docs/delegates/xnnpack_README.md) for running Llama 3.2 lightweight models on your iOS device!"