diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index e19a588..9b1041e 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -16,12 +16,12 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Cloning repo
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
 
       - name: "Setup python 3.10"
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: '3.10'
 
diff --git a/_build/Dockerfile b/_build/Dockerfile
index ce94a6f..42184d9 100644
--- a/_build/Dockerfile
+++ b/_build/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.13.5-alpine
+FROM python:3.15.0a5-alpine
 
 WORKDIR /usr/src/app
 
diff --git a/docs/automation/automating-dokku-setup.md b/docs/automation/automating-dokku-setup.md
index 8ddd25f..c0b37b3 100644
--- a/docs/automation/automating-dokku-setup.md
+++ b/docs/automation/automating-dokku-setup.md
@@ -149,7 +149,7 @@ This is pretty good so far, and uses the built-in `shell` Ansible libraries to d
         app: node-js-app
 ```
 
-The above would use a custom `dokku_app` Ansible library for provisioning applications, building upon the porcelain we covered previously. While not in the scope of this blog post, I suggest anyone interested in doing so follow along the [following tutorial](https://blog.toast38coza.me/custom-ansible-module-hello-world/).
+The above would use a custom `dokku_app` Ansible library for provisioning applications, building upon the porcelain we covered previously.
 
 > For our patreon followers, the code for the `dokku_app` library will be made available, as well as future plans around Ansible integration.