diff --git a/ps2grouper.adoc b/ps2grouper.adoc
index e82798c..91a206e 100644
--- a/ps2grouper.adoc
+++ b/ps2grouper.adoc
@@ -63,8 +63,11 @@ and I should have said this before. But but Please interrupt with questions as w
 So it's a really, really quick one about the diagram that you're showing that Are the arrows correct? Are you taking data from and from Fromatica and sending it to people talk? Or is it the other way?
 I I I usually debated which way to point these arrows, but this is our sql query, so informatic that is, reaching out to the Peoplesoft hours, The Nsql query and pulling data back. I see.
 
-The third flow is just direct loader jobs that people saw from that group or a queries people. Probably the the courses and course roles are the main use of these queries.
-We we do publish all of our courses out to group, or you know, each semester, and then break out
+The third flow is just direct loader jobs that people saw from that group or a queries people. Probably the courses and course roles are the main use of these queries
+
+image::/images/uncLoader.jpg[Loader Jobs]
+
+We we do publish all of our courses out to Grouper each semester, and then break out
 the different roles inside the courses. So, student, faculty, primary
 teaching assistant, all of those kinds of roles.