diff --git a/Qualifying Exam.md b/Qualifying Exam.md
index 0f0fc1609..00bf30c5b 100644
--- a/Qualifying Exam.md	
+++ b/Qualifying Exam.md	
@@ -6,11 +6,4 @@ tags:
 # Preamble
 ### Notable Links
 [[Qualifying Exam Papers]]
-[[Diffusion Generative Models for automated Perturbation Generation]]
-
-
-## What are we doing?
-
-## Why are we doing it?
-
-## Who cares?
\ No newline at end of file
+[[Diffusion Generative Models for Automated Perturbation Generation]]