diff --git a/.github/workflows/auto-translation.yaml b/.github/workflows/auto-translation.yaml
new file mode 100644
index 000000000..2c33ed9d8
--- /dev/null
+++ b/.github/workflows/auto-translation.yaml
@@ -0,0 +1,44 @@
+name: Auto Translation
+
+on:
+  pull_request:
+    paths:
+      - content/english/**
+
+jobs:
+  auto-translate:
+    runs-on: ubuntu-latest
+
+    permissions:
+      # Give the default GITHUB_TOKEN write permission to commit and push the
+      # added or changed files to the repository.
+      contents: write
+
+    steps:
+    - name: Checkout repository
+      uses: actions/checkout@v3
+      with:
+        submodules: true
+        fetch-depth: 2
+
+    - name: Setup .NET
+      uses: actions/setup-dotnet@v1
+      with:
+        dotnet-version: '8.0.x' # or the version your project requires
+
+    - name: Run Translation Tool
+      env:
+        GITHUB_TOKEN: ${{ secrets.MODELS_TOKEN }}
+      run: |
+        languages=("french" "spanish" "portuguese" "german" "kyrgyz" "simplified-chinese" "traditional-chinese")
+        changed_files=$(git diff --name-only -r HEAD^1 HEAD | grep '^content/english/.*/[^/]*\.md$')
+        for file in $changed_files; do
+          echo "Translating $file"
+          for lang in "${languages[@]}"; do
+            dotnet run --project translation-tool/WorkshopAutoTranslation/WorkShopTranslationV2 -- "$file" "$lang"
+          done
+        done
+
+    - uses: stefanzweifel/git-auto-commit-action@v4
+      with:
+        commit_message: "[Github Actions] Add AI translations"
diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 000000000..51c2a29ca
--- /dev/null
+++ b/.gitmodules
@@ -0,0 +1,4 @@
+[submodule "translation-tool"]
+	path = translation-tool
+	url = https://github.com/NuevoFoundation/WorkshopsAutoTranslation
+	branch = main
diff --git a/content/english/csharp-basics/comments.md b/content/english/csharp-basics/comments.md
index 7d27582fa..a3ebca2ab 100644
--- a/content/english/csharp-basics/comments.md
+++ b/content/english/csharp-basics/comments.md
@@ -1,6 +1,6 @@
 ---
 title: "Comments"
-description: "Introduce comments in C#."
+description: "Introduce comments in C#. TESTING"
 date: 2024-09-16T00:00:00Z
 weight: 3
 ---
diff --git a/translation-tool b/translation-tool
new file mode 160000
index 000000000..46d196894
--- /dev/null
+++ b/translation-tool
@@ -0,0 +1 @@
+Subproject commit 46d1968948c8ae20bc4ae3243b6b08c8e30192aa