diff --git a/chapters/02_backdoors.md b/chapters/02_backdoors.md
index 05ee5dc..8514fad 100644
--- a/chapters/02_backdoors.md
+++ b/chapters/02_backdoors.md
@@ -153,9 +153,18 @@ In the essay, they highlight how poetry often does offer rich context and a worl
 
 In the Screenless Office, the bureau aesthetic, with its collective imagery of characters, situations, and power dynamics, becomes a personal interaction design framework. Here the system is structured enough to articulate a complex application in a coherent, clear and legible way. And yet, the cosmology of the office remains open to contribuitions coming from elsewhere, say, another departement such as the `Canteen of the Screenless Office` inaugurated during a workshop with Howell at XPUB, with our own peculiar set of characters, aesthetics and documentation practices.
 
+# wrapping up what did we learn
+
+
+
+
+
 
 
 !!! placeholder "[ fade out towards outro ]"
     outro could be introduction of project
     and mention _care for code_ and doc sessions
     as a way to create entry points and pathways to read through this wealth of practices
+
+    Code documentation as a backdoor because it can reach many different kinds of programmers, and in many different ways.
+    It works at different scales, from big projects to small gestures.
diff --git a/notes.md b/notes.md
index 063e00f..29d94aa 100644
--- a/notes.md
+++ b/notes.md
@@ -5,9 +5,9 @@
 [x] transition to getting startled from entry point to backdoor
 [x] example paragraph padliography situate within larger context
 [x] and maybe connect it to aesthetic programming
-[ ] outro code companion wrap up
-[ ] context soupboat [could be in the appendix?]
+[x] outro code companion wrap up
 [ ] outro
+[ ] context soupboat [could be in the appendix?]