diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index d5dcd12..9ff351e 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -70,16 +70,9 @@ jobs:
 
       ##### Create release on GitHub
       - name: Create or update GitHub release
-        # I wish there was an `--update` option to the `gh release create` command, but
-        # there isn't.
-        # https://cli.github.com/manual/gh_release_create
-        run: |
-          make release-description | tee release_description.md
-          export GH_ARGS="${{ github.ref_name }} --notes-file=release_description.md"
-          echo "gh args: '$GH_ARGS'"
-          ${{ env.gh_bin }} release create $GH_ARGS || ${{ env.gh_bin }} release edit $GH_ARGS
+        run: scriv github-release
         env:
-          GH_TOKEN: ${{ github.token }}
+          GITHUB_TOKEN: ${{ github.token }}
       - name: Upload release asset to GitHub
         run: |
           export FILENAME="tutor-$(uname -s)_$(uname -m)"
diff --git a/Makefile b/Makefile
index fdd9a1c..9dbdeb7 100644
--- a/Makefile
+++ b/Makefile
@@ -54,12 +54,11 @@ format: ## Format code automatically
 isort: ##  Sort imports. This target is not mandatory because the output may be incompatible with black formatting. Provided for convenience purposes.
 	isort --skip=templates ${SRC_DIRS}
 
-bootstrap-dev: ## Install dev requirements
-	pip install .
-	pip install -r requirements/dev.txt
+changelog-entry: ## Create a new changelog entry
+	scriv create
 
-bootstrap-dev-plugins: bootstrap-dev ## Install dev requirements and all supported plugins
-	pip install -r requirements/plugins.txt
+changelog: ## Collect changelog entries in the CHANGELOG.md file
+	scriv collect
 
 ###### Code coverage
 
@@ -78,23 +77,17 @@ coverage-html: coverage-report ## Generate HTML report for the code coverage
 coverage-browse-report: coverage-html ## Open the HTML report in the browser
 	sensible-browser htmlcov/index.html
 
-###### Deployment
+###### Continuous integration tasks
 
 bundle: ## Bundle the tutor package in a single "dist/tutor" executable
 	pyinstaller tutor.spec
 
+bootstrap-dev: ## Install dev requirements
+	pip install .
+	pip install -r requirements/dev.txt
 
-changelog-entry: ## Create a new changelog entry
-	scriv create
-
-changelog: ## Collect changelog entries in the CHANGELOG.md file
-	scriv collect
-
-release-description:  ## Write the current release description to a file
-	@sed "s/TUTOR_VERSION/v$(shell make version)/g" docs/_release_description.md
-	@git log -1 --pretty=format:%b
-
-###### Continuous integration tasks
+bootstrap-dev-plugins: bootstrap-dev ## Install dev requirements and all supported plugins
+	pip install -r requirements/plugins.txt
 
 pull-base-images: # Manually pull base images
 	docker image pull docker.io/ubuntu:20.04
diff --git a/changelog.d/scriv.ini b/changelog.d/scriv.ini
index 9236140..6333f3a 100644
--- a/changelog.d/scriv.ini
+++ b/changelog.d/scriv.ini
@@ -3,5 +3,6 @@ version = literal: tutor/__about__.py: __version__
 categories =
 format = md
 md_header_level = 2
-new_fragment_template = file: scriv/new_fragment.${config:format}.j2
-entry_title_template = file: scriv/entry_title.${config:format}.j2
+new_fragment_template = file: changelog.d/scriv/new_fragment.${config:format}.j2
+entry_title_template = file: changelog.d/scriv/entry_title.${config:format}.j2
+ghrel_template = file: changelog.d/scriv/github_release.${config:format}.j2
diff --git a/docs/_release_description.md b/changelog.d/scriv/github_release.md.j2
similarity index 73%
rename from docs/_release_description.md
rename to changelog.d/scriv/github_release.md.j2
index 0cf51b6..9f07e98 100644
--- a/docs/_release_description.md
+++ b/changelog.d/scriv/github_release.md.j2
@@ -1,13 +1,14 @@
 Install this version from pip with:
 
-    pip install "tutor[full]==TUTOR_VERSION"
+    pip install "tutor[full]=={{ version }}"
 
 Or download the compiled binaries:
 
-    sudo curl -L "https://github.com/overhangio/tutor/releases/download/TUTOR_VERSION/tutor-$(uname -s)_$(uname -m)" -o /usr/local/bin/tutor
+    sudo curl -L "https://github.com/overhangio/tutor/releases/download/{{ version }}/tutor-$(uname -s)_$(uname -m)" -o /usr/local/bin/tutor
     sudo chmod 0755 /usr/local/bin/tutor
 
 See the [installation docs](https://docs.tutor.overhang.io/install.html) for more installation options and instructions.
 
 ## Changes
 
+{{ body }}
diff --git a/requirements/base.txt b/requirements/base.txt
index c389db1..9a0c9df 100644
--- a/requirements/base.txt
+++ b/requirements/base.txt
@@ -1,6 +1,6 @@
 #
-# This file is autogenerated by pip-compile with python 3.10
-# To update, run:
+# This file is autogenerated by pip-compile with Python 3.8
+# by the following command:
 #
 #    pip-compile requirements/base.in
 #
@@ -62,7 +62,9 @@ six==1.16.0
 tomli==2.0.1
     # via mypy
 typing-extensions==4.4.0
-    # via mypy
+    # via
+    #   -r requirements/base.in
+    #   mypy
 urllib3==1.26.13
     # via
     #   kubernetes
diff --git a/requirements/dev.txt b/requirements/dev.txt
index 586daf3..0cafd87 100644
--- a/requirements/dev.txt
+++ b/requirements/dev.txt
@@ -1,6 +1,6 @@
 #
-# This file is autogenerated by pip-compile with python 3.10
-# To update, run:
+# This file is autogenerated by pip-compile with Python 3.8
+# by the following command:
 #
 #    pip-compile requirements/dev.in
 #
@@ -172,7 +172,7 @@ rsa==4.9
     # via
     #   -r requirements/base.txt
     #   google-auth
-scriv==1.0.0
+scriv==1.1.0
     # via -r requirements/dev.in
 secretstorage==3.3.3
     # via keyring
@@ -204,7 +204,11 @@ types-setuptools==65.6.0.2
 typing-extensions==4.4.0
     # via
     #   -r requirements/base.txt
+    #   astroid
+    #   black
     #   mypy
+    #   pylint
+    #   rich
 urllib3==1.26.13
     # via
     #   -r requirements/base.txt
diff --git a/requirements/docs.txt b/requirements/docs.txt
index 0b4da19..afd1b36 100644
--- a/requirements/docs.txt
+++ b/requirements/docs.txt
@@ -1,6 +1,6 @@
 #
-# This file is autogenerated by pip-compile with python 3.10
-# To update, run:
+# This file is autogenerated by pip-compile with Python 3.8
+# by the following command:
 #
 #    pip-compile requirements/docs.in
 #
@@ -42,6 +42,8 @@ idna==3.4
     #   requests
 imagesize==1.4.1
     # via sphinx
+importlib-metadata==6.0.0
+    # via sphinx
 jinja2==3.1.2
     # via
     #   -r requirements/base.txt
@@ -147,6 +149,8 @@ websocket-client==1.4.2
     # via
     #   -r requirements/base.txt
     #   kubernetes
+zipp==3.11.0
+    # via importlib-metadata
 
 # The following packages are considered to be unsafe in a requirements file:
 # setuptools