diff --git a/.github/workflows/publish.yaml b/.github/workflows/publish.yaml
index 5799fbc..3481530 100644
--- a/.github/workflows/publish.yaml
+++ b/.github/workflows/publish.yaml
@@ -25,26 +25,30 @@ jobs:
 
     strategy:
       matrix:
-        python-version: ["3.12"]
+        python-version: ["3.13"]
 
     steps:
       - name: Checkout repo
         uses: actions/checkout@v4
 
-      - name: Set up Python 🐍
-        uses: actions/setup-python@v5
+      - name: Install uv 🐍
+        uses: astral-sh/setup-uv@v3
         with:
-            python-version: ${{ matrix.python-version }}
-            cache: 'pip'
-            cache-dependency-path: '**/requirements.txt'
+          cache-dependency-glob: "**/requirements.txt"
+          cache-suffix: ${{ github.job }}
+          enable-cache: true
+
+      - name: Create base venv 🐙
+        run: uv venv --python ${{ matrix.python-version }}
 
       - name: Install dependencies 💁🏻
         run: |
-            python -m pip install --upgrade pip wheel setuptools
-            python -m pip install --upgrade -r requirements.txt
+            source .venv/bin/activate
+            uv pip install --upgrade -r requirements.txt
       
       - name: Build slides 📚
         run: |
+          source .venv/bin/activate
           shopt -s globstar
           jupytext --to ipynb ${{ github.workspace }}/**/*.py.md
           jupyter nbconvert --execute --allow-errors --to html ${{ github.workspace }}/**/*.py.ipynb
@@ -58,7 +62,7 @@ jobs:
 
       - name: Setup Pages
         id: pages
-        uses: actions/configure-pages@v4.0.0
+        uses: actions/configure-pages@v5.0.0
 
       - name: Build with Jekyll 🔨
         run: bundle exec jekyll build --baseurl ${{ steps.pages.outputs.base_path }} # defaults output to '/_site'
@@ -96,3 +100,4 @@ jobs:
   #     with:
   #       NO_PUSH: true
   #       MYBINDERORG_TAG: ${{ github.event.ref }}
+