diff --git a/Blogs/BorealisGradientFlow.ipynb b/Blogs/BorealisGradientFlow.ipynb
index bce503d..483bd0e 100644
--- a/Blogs/BorealisGradientFlow.ipynb
+++ b/Blogs/BorealisGradientFlow.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyO6cFY1oR4CmbHL2QywgTXm",
+      "authorship_tag": "ABX9TyP9fLqBQPgcYJB1KXs3Scp/",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -31,7 +31,7 @@
       "source": [
         "# Gradient flow\n",
         "\n",
-        "This notebook replicates some of the results in the the Borealis AI blog on gradient flow.  \n"
+        "This notebook replicates some of the results in the the Borealis AI [blog](https://www.borealisai.com/research-blogs/gradient-flow/) on gradient flow.  \n"
       ],
       "metadata": {
         "id": "ucrRRJ4dq8_d"