diff --git a/lab-instructions/content/publish/_index.md b/lab-instructions/content/automate/_index.md
similarity index 88%
rename from lab-instructions/content/publish/_index.md
rename to lab-instructions/content/automate/_index.md
index cb3f699..4116b31 100644
--- a/lab-instructions/content/publish/_index.md
+++ b/lab-instructions/content/automate/_index.md
@@ -1,5 +1,5 @@
 +++
-title = "Publish"
+title = "Automate"
 weight = 6
 chapter = true
 pre = "<b>6. </b>"
@@ -7,6 +7,6 @@ pre = "<b>6. </b>"
 
 ### Chapter 6
 
-# Publish
+# Automate
 
 Because ACME adheres to the Infrastructure-as-Code and API-Management-as-Code principles, everything needs to be versioned in a GIT repository and automated.
diff --git a/lab-instructions/content/publish/exercise-cicd.md b/lab-instructions/content/automate/exercise-cicd.md
similarity index 100%
rename from lab-instructions/content/publish/exercise-cicd.md
rename to lab-instructions/content/automate/exercise-cicd.md
diff --git a/lab-instructions/content/publish/exercise-git.md b/lab-instructions/content/automate/exercise-git.md
similarity index 100%
rename from lab-instructions/content/publish/exercise-git.md
rename to lab-instructions/content/automate/exercise-git.md
diff --git a/lab-instructions/content/conclusion/_index.md b/lab-instructions/content/conclusion/_index.md
index 3312e70..4dac891 100644
--- a/lab-instructions/content/conclusion/_index.md
+++ b/lab-instructions/content/conclusion/_index.md
@@ -1,11 +1,11 @@
 +++
 title = "Conclusion"
-weight = 15
+weight = 7
 chapter = true
-pre = "<b>15. </b>"
+pre = "<b>7. </b>"
 +++
 
-### Chapter 15
+### Chapter 7
 
 # Conclusion
 
diff --git a/lab-instructions/content/test/exercise1.md b/lab-instructions/content/test/exercise1.md
index bf6e320..7db61f1 100644
--- a/lab-instructions/content/test/exercise1.md
+++ b/lab-instructions/content/test/exercise1.md
@@ -1,5 +1,5 @@
 ---
-title: "Exercise 1"
+title: "Exercise: run the test suite"
 weight: 1
 ---
 
diff --git a/lab-instructions/content/test/exercise2.md b/lab-instructions/content/test/exercise2.md
index a2627ea..1caf994 100644
--- a/lab-instructions/content/test/exercise2.md
+++ b/lab-instructions/content/test/exercise2.md
@@ -1,5 +1,5 @@
 ---
-title: "Exercise 2"
+title: "Exercise: extend test coverage"
 weight: 2
 ---
 
diff --git a/lab-instructions/content/test/exercise3.md b/lab-instructions/content/test/exercise3.md
index a5d5551..6296661 100644
--- a/lab-instructions/content/test/exercise3.md
+++ b/lab-instructions/content/test/exercise3.md
@@ -1,5 +1,5 @@
 ---
-title: "Exercise 3"
+title: "Exercise: re-run the tests"
 weight: 3
 ---