diff --git a/src/talks/2024-04-12-UIC.erb b/src/talks/2024-04-12-UIC.erb
index df28bf8c..119a84d1 100644
--- a/src/talks/2024-04-12-UIC.erb
+++ b/src/talks/2024-04-12-UIC.erb
@@ -124,6 +124,21 @@ end
+
+ Notebooks: The Good
+
+ - They're interactive
+ - Less intimidating than the command line
+ - In principle, a record of what you did.
+ - Everyone's using them
+
+
+
+
+
High-Level Challenges
@@ -211,10 +226,6 @@ end
-
-
Overview: Workflow-Style Notebooks
@@ -435,6 +446,10 @@ end
+
+