diff --git a/.forgejo/test-and-publish.yml b/.forgejo/workflows/test-and-publish.yml
similarity index 54%
rename from .forgejo/test-and-publish.yml
rename to .forgejo/workflows/test-and-publish.yml
index 363f363..ba0f211 100644
--- a/.forgejo/test-and-publish.yml
+++ b/.forgejo/workflows/test-and-publish.yml
@@ -14,20 +14,20 @@ env:
   REGISTRY: ghcr.io
   IMAGE_NAME: ${{ github.repository }}
 
-  
+
 jobs:
 
   # Run the tests scripts
   test:
     runs-on: ubuntu-22.04
     steps:
-    - uses: https://github.com/actions/checkout@v4
+    - uses: actions/checkout@v4
       with:
         fetch-depth: 0
     - name: Set up Python
-      uses: https://github.com/actions/setup-python@v5
+      uses: actions/setup-python@v5
       with:
-        python-version: 3.11
+        python-version: 3.12
         cache: pip
     - name: Install dependencies
       run: |
@@ -50,29 +50,21 @@ jobs:
 
     steps:
       - name: Checkout repository
-        uses: https://github.com/actions/checkout@v4
+        uses: actions/checkout@v4
      
-      - name: Set up QEMU
-        uses: https://github.com/docker/setup-qemu-action@v3
-        with:
-          platforms: arm32v7/armhf # arm64v8/aarch64 - no current need for arm64
-
       - name: Log in to the Container registry
-        uses: https://github.com/docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
+        uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1
         with:
           registry: ${{ env.REGISTRY }}
           username: ${{ github.actor }}
-          password: ${{ secrets.GITHUB_TOKEN }}
+          password: ${{ secrets.GH_PAT }}
 
-      # Use docker-container driver for multi-platform builds
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
-        with:
-          driver: docker-container  
 
       - name: Extract metadata (tags, labels) for Docker
         id: meta
-        uses: https://github.com/docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
+        uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7
         with:
           images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
           tags: |
@@ -83,21 +75,9 @@ jobs:
 
       - name: Build and push Docker image
         id: push
-        uses: https://github.com/docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
+        uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4
         with:
           context: .
-          platforms: linux/arm/v7,linux/amd64 # linux/arm64 no current need for arm64
           push: true
           tags: ${{ steps.meta.outputs.tags }}
           labels: ${{ steps.meta.outputs.labels }}
-          # Cache to help the step run a little faster
-          cache-from: type=gha
-          cache-to: type=gha,mode=max
-      
-      - name: Generate artifact attestation
-        uses: https://github.com/actions/attest-build-provenance@v1
-        with:
-          subject-name: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME}}
-          subject-digest: ${{ steps.push.outputs.digest }}
-          push-to-registry: true
-