diff --git a/.github/workflows/documentation.yml b/.github/workflows/documentation.yml
index 138c9ec..a4060e5 100644
--- a/.github/workflows/documentation.yml
+++ b/.github/workflows/documentation.yml
@@ -7,6 +7,13 @@ on:
       - "documentation.yml"
       - "docs/**.md"
       - "docs/assets/**"
+  pull_request:
+    branches:
+      - main
+    paths:
+      - "documentation.yml"
+      - "docs/**.md"
+      - "docs/assets/**"
 
 jobs:
   publish_docs:
@@ -37,32 +44,34 @@ jobs:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           CONFIG_FILE: docs/mkdocs.yml
           REQUIREMENTS: requirements.txt
-  generate_pdf:
-    name: 📖 Publish docs as PDF
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout 🛒
-        uses: actions/checkout@v3
-      - name: Install dependencies
-        uses: timlinux/pip-action@v1
-        with:
-          packages: |
-            mkdocs-material 
-            qrcode
-            mkdocs-mermaid2-plugin
-      - name: Create Mkdocs Config 🚀
-        working-directory: ./docs
-        run: ./create-mkdocs-pdf-config.sh
-      - name: Build PDF 📃
-        uses: kartoza/mkdocs-deploy-build-pdf@master
-        # Uses orzih's mkdocs PDF builder
-        # https://github.com/orzih/mkdocs-with-pdf
-        env:
-          CONFIG_FILE: docs/mkdocs.yml
-          EXTRA_PACKAGES: build-base
-          #REQUIREMENTS: folder/requirements.txt
-      - name: Upload PDF Artifact ⚡
-        uses: actions/upload-artifact@v4
-        with:
-          name: docs
-          path: docs/pdfs
\ No newline at end of file
+#  TODO:
+#   Fix this
+#  generate_pdf:
+#    name: 📖 Publish docs as PDF
+#    runs-on: ubuntu-latest
+#    steps:
+#      - name: Checkout 🛒
+#        uses: actions/checkout@v3
+#      - name: Install dependencies
+#        uses: timlinux/pip-action@v1
+#        with:
+#          packages: |
+#            mkdocs-material
+#            qrcode
+#            mkdocs-mermaid2-plugin
+#      - name: Create Mkdocs Config 🚀
+#        working-directory: ./docs
+#        run: ./create-mkdocs-pdf-config.sh
+#      - name: Build PDF 📃
+#        uses: kartoza/mkdocs-deploy-build-pdf@master
+#        # Uses orzih's mkdocs PDF builder
+#        # https://github.com/orzih/mkdocs-with-pdf
+#        env:
+#          CONFIG_FILE: docs/mkdocs.yml
+#          EXTRA_PACKAGES: build-base
+#          #REQUIREMENTS: folder/requirements.txt
+#      - name: Upload PDF Artifact ⚡
+#        uses: actions/upload-artifact@v4
+#        with:
+#          name: docs
+#          path: docs/pdfs
\ No newline at end of file
diff --git a/docs/mkdocs-base.yml b/docs/mkdocs-base.yml
index 1e03efe..e54aab3 100644
--- a/docs/mkdocs-base.yml
+++ b/docs/mkdocs-base.yml
@@ -32,11 +32,11 @@ markdown_extensions:
       base_path: .
   - admonition
   - tables
-  - pymdownx.superfences:
-      custom_fences:
-        - name: mermaid
-          class: mermaid
-          format: !!python/name:mermaid2.fence_mermaid_custom
+#  - pymdownx.superfences:
+#      custom_fences:
+#        - name: mermaid
+#          class: mermaid
+#          format: !!python/name:mermaid2.fence_mermaid_custom
   - pymdownx.emoji:
       emoji_generator: !!python/name:material.extensions.emoji.to_svg
       emoji_index: !!python/name:material.extensions.emoji.twemoji
diff --git a/docs/requirements.txt b/docs/requirements.txt
index a97d089..330f9c3 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1,7 +1,7 @@
-mkdocs-with-pdf
-mkdocs-bootswatch
 mkdocs-mermaid2-plugin
 mkdocs-material
+mkdocs-with-pdf
+mkdocs-bootswatch
 mdx_gh_links
 mkdocs-pdf-export-plugin
 mkdocstrings-python
diff --git a/docs/src/developer/django/architecture-overview.md b/docs/src/developer/django/architecture-overview.md
index 191f627..cff57b7 100644
--- a/docs/src/developer/django/architecture-overview.md
+++ b/docs/src/developer/django/architecture-overview.md
@@ -26,14 +26,4 @@ Django React Base is built on a modern web stack template that leverages the pow
 
 ### Architecture Diagram
 
-```mermaid
-graph TD
-    PostgreSQL["PostgreSQL"]
-    Docker["Docker"]
-    Django["Django / GeoDjango"]
-
-    Docker --> Django
-    Docker --> PostgreSQL
-    Docker --> Celery  --> PostgreSQL
-    Redis --> Celery
-```
+To be populated
\ No newline at end of file
diff --git a/docs/src/developer/index.md b/docs/src/developer/index.md
index 4675e41..437626c 100644
--- a/docs/src/developer/index.md
+++ b/docs/src/developer/index.md
@@ -21,7 +21,7 @@ Each component serves a different purpose.
 
 - **[Django application](django/architecture-overview.md)**: Contains the main Django codebase, organized into the **deployment** and **django_project** folders.
 - **Playwright**: Located in the **playwright** folder. Contains all end-to-end tests for the application and is integrated into the GitHub workflow.
-- **Documentation**: Located in the **docs** folder. Contains all project documentation, which is also built in the GitHub workflow.
+- **Documentation**: Located in the **docs** folder. Contains all project documentation, which is being built in the GitHub workflow.
 
 ### Repo Components