diff --git a/Notes on Papers/Automation levels for nuclear reactor operations- A revised perspective.md b/Notes on Papers/Automation levels for nuclear reactor operations- A revised perspective.md
index 1cb84cdf..5aa9b127 100644
--- a/Notes on Papers/Automation levels for nuclear reactor operations- A revised perspective.md	
+++ b/Notes on Papers/Automation levels for nuclear reactor operations- A revised perspective.md	
@@ -4,12 +4,20 @@ This is a paper following a workshop. It is kind of a big picture / idea
 type paper.
 
 **Context:** 
+This paper was written after a workshop took place to talk about recent NRC
+regulations. They talk about how different industries categorize the level
+of autonomy in systems, and create autonomous levels of reactor control.
 
 **Correctness:** 
+Vivek Agarwal chaired ANS in Chicago this past year. He's the real deal
 
 **Contributions:** 
+They contribute a first thought on how to go about creating milestones for
+autonomous systems, and give us a language to use when describing what level
+of autonomy a system is gunning for.
 
 **Clarity:** 
+Clearly written. Very nice!
 
 # Second Pass
 **What is the main thrust?**