diff --git a/.forgejo/workflows/ci.yaml b/.forgejo/workflows/ci.yaml
index 2326a11..34815a2 100644
--- a/.forgejo/workflows/ci.yaml
+++ b/.forgejo/workflows/ci.yaml
@@ -14,9 +14,13 @@ jobs:
   lint:
     runs-on: docker
     container:
-      image: python:3.12-slim
+      image: catthehacker/ubuntu:act-latest
     steps:
       - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
@@ -29,9 +33,13 @@ jobs:
   test:
     runs-on: docker
     container:
-      image: python:3.12-slim
+      image: catthehacker/ubuntu:act-latest
     steps:
       - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
@@ -42,9 +50,13 @@ jobs:
   type-check:
     runs-on: docker
     container:
-      image: python:3.12-slim
+      image: catthehacker/ubuntu:act-latest
     steps:
       - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
diff --git a/.forgejo/workflows/deploy.yaml b/.forgejo/workflows/deploy.yaml
index b0577ba..e6bdcb5 100644
--- a/.forgejo/workflows/deploy.yaml
+++ b/.forgejo/workflows/deploy.yaml
@@ -13,9 +13,13 @@ jobs:
   lint:
     runs-on: docker
     container:
-      image: python:3.12-slim
+      image: catthehacker/ubuntu:act-latest
     steps:
       - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
@@ -28,9 +32,13 @@ jobs:
   test:
     runs-on: docker
     container:
-      image: python:3.12-slim
+      image: catthehacker/ubuntu:act-latest
     steps:
       - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
@@ -41,9 +49,13 @@ jobs:
   type-check:
     runs-on: docker
     container:
-      image: python:3.12-slim
+      image: catthehacker/ubuntu:act-latest
     steps:
       - uses: actions/checkout@v4
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.12'
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
@@ -85,7 +97,7 @@ jobs:
     needs: build
     if: github.ref == 'refs/heads/main'
     container:
-      image: python:3.12-alpine
+      image: catthehacker/ubuntu:act-latest
     env:
       DEPLOY_HOST: ${{ secrets.DEPLOY_HOST }}
       DEPLOY_USER: ${{ secrets.DEPLOY_USER || 'deploy' }}
@@ -101,7 +113,7 @@ jobs:
 
       - name: Install dependencies
         run: |
-          apk add --no-cache bash openssh-client curl docker-cli docker-cli-compose
+          apt-get update && apt-get install -y bash openssh-client curl docker.io docker-compose
           mkdir -p ~/.ssh
           chmod 700 ~/.ssh