diff --git a/_reader/RNAseqWorkshop.pdf b/_reader/RNAseqWorkshop.pdf
index 8e9f4972379839430f37c02dde7a4bcf63463514..4b8ef09c247d9b10aa9453a745f863de4e279739 100644
Binary files a/_reader/RNAseqWorkshop.pdf and b/_reader/RNAseqWorkshop.pdf differ
diff --git a/workflows/agi_finder.py b/workflows/agi_finder.py
index 972b89b710264bad7384ed8fb53aabf420940d6e..64a6f52674fc2d9a4309f38f2accf46c38e79378 100755
--- a/workflows/agi_finder.py
+++ b/workflows/agi_finder.py
@@ -1,4 +1,4 @@
-#!/usr/bin/env python
+#!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 
 """Find and print all AGIs (via RegEx) in a text file"""