diff --git a/s25/Louis_Lecture_Notes/08_Conditionals1/Lec_08_Conditionals1.ipynb b/s25/Louis_Lecture_Notes/08_Conditionals1/Lec_08_Conditionals1.ipynb
index d246547fcd1a54c81a1ad9b0aec100b6f09c6300..b6146fac0aa8934bf73ee7152f135a57a6147716 100644
--- a/s25/Louis_Lecture_Notes/08_Conditionals1/Lec_08_Conditionals1.ipynb
+++ b/s25/Louis_Lecture_Notes/08_Conditionals1/Lec_08_Conditionals1.ipynb
@@ -1,5 +1,21 @@
 {
  "cells": [
+  {
+   "attachments": {
+    "112d36f0-dc57-4ad8-ac29-42569b3d1e27.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Announcements\n",
+    "\n",
+    "- Found an error on a quiz? -- Create a private post on Piazza to the instructors.  We will review and may correct and regrade the quiz:\n",
+    "\n",
+    "![image.png](attachment:112d36f0-dc57-4ad8-ac29-42569b3d1e27.png)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},