diff --git a/.gitea/workflows/dockerfile_runner.yaml b/.gitea/workflows/dockerfile_runner.yaml
index dc72aea..71015a5 100644
--- a/.gitea/workflows/dockerfile_runner.yaml
+++ b/.gitea/workflows/dockerfile_runner.yaml
@@ -7,6 +7,8 @@ on:
 
 jobs:
   Explore-Gitea-Actions:
+    env:
+      RUNNER_TOOL_CACHE: /toolcache
     runs-on: ubuntu-latest
     steps:
       - run: echo "🔎 The name of your branch is ${{ gitea.ref }} and your repository is ${{ gitea.repository }}."
@@ -27,12 +29,13 @@ jobs:
           echo "------------------------------------------------"
           echo "Next version: $next_version"
 
-      - uses: actions/cache@v3
+      - name: Cache Docker layers
+        uses: actions/cache@v4
         with:
-          path: ~/.cache/pip
-          key: ${{ runner.os }}-pip-${{ hashFiles('requirements.txt') }}
+          path: ${{ runner.temp }}/.buildx-cache
+          key: ${{ runner.os }}-buildx-${{ github.sha }}
           restore-keys: |
-            ${{ runner.os }}-pip-
+            ${{ runner.os }}-buildx-
 
 
       - name: inject cache into docker
@@ -57,9 +60,9 @@ jobs:
           tags: |
              gitea.tryton.geeraert.eu/pi-ux-ce/django-python:latest
              gitea.tryton.geeraert.eu/pi-ux-ce/django-python:${{ env.next_version }}
-          cache-from: type=registry,ref=gitea.tryton.geeraert.eu/pi-ux-ce/django-python:buildcache
-          cache-to: type=registry,ref=gitea.tryton.geeraert.eu/pi-ux-ce/django-python:buildcache,mode=max
-          
+          cache-from: type=local,src=${{ runner.temp }}/.buildx-cache
+          cache-to: type=local,dest=${{ runner.temp }}/.buildx-cache-new,mode=max
+        
       - name: Rollout Django to force pulling the new image
         uses: actions-hub/kubectl@master
         env: