diff --git a/content/curriculum/index.md b/content/curriculum/index.md
index bb2eab6..7630b48 100644
--- a/content/curriculum/index.md
+++ b/content/curriculum/index.md
@@ -10,7 +10,7 @@ has_topics:
 description: "Machine Listening Curriculum: A platform for collective listening, thought, and artistic production: a critical counterpoint to all the solutionists, VCs, militarists and industry boosters intent on 'empowering machines with the sense of hearing'."
 ---
 
-# Last Episode: Saturday, 13 March 2021 
+# Last Session: Saturday, 13 March 2021 
 
 **Machine Listening: Improvisation and Control**
 
@@ -58,7 +58,7 @@ Across three days at the start of October 2020, we came together to investigate
 {{< nosup >}}[(documentation)](https://www.youtube.com/watch?v=aM5SVoMBnKI){{< /nosup >}}
 
 3. Sun, 04. October 2020: ![](topic:listening-with-the-pandemic.md)
-{{< nosup >}}[(video documentation)](https://www.youtube.com/watch?v=vuNmI9Xdgpo){{< /nosup >}}
+{{< nosup >}}[( documentation)](https://www.youtube.com/watch?v=vuNmI9Xdgpo){{< /nosup >}}
 
 **Liquid Architecture x NTU CCA Singapore**
 Sat, 13. March 2021