diff --git a/.github/workflows/black_and_ruff.yaml b/.github/workflows/black_and_ruff.yaml
index a5ed4c6d..4e671e3e 100644
--- a/.github/workflows/black_and_ruff.yaml
+++ b/.github/workflows/black_and_ruff.yaml
@@ -9,9 +9,35 @@ jobs:
     steps:
     - name: Check out code
       uses: actions/checkout@v3
-    - name: Run black
-      uses: psf/black@stable
+    - name: Setup python
+      id: setup-python
+      uses: actions/setup-python@v4
+      with:
+        python-version: '3.11'
+    - name: Load cached Poetry installation
+      id: cached-poetry
+      uses: actions/cache@v3
       with:
-        jupyter: true
+        path: ~/.local
+        key: poetry-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}
+    - name: Install Poetry
+      if: steps.cached-poetry.outputs.cache-hit != 'true'
+      uses: snok/install-poetry@v1
+    - name: Configure Poetry
+      run: poetry config virtualenvs.in-project true
+    - name: Load cached venv
+      id: cached-poetry-dependencies-3
+      uses: actions/cache@v3
+      with:
+        path: .venv
+        key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }}
+    - name: Install dependencies
+      if: steps.cached-poetry-dependencies-3.outputs.cache-hit != 'true'
+      run: poetry install --no-interaction --no-root --with dev
+    - name: Install project
+      run: poetry install --no-interaction --with dev
+    - name: Run black
+      run: |
+        poetry run black --check .
     - name: Run ruff
       uses: chartboost/ruff-action@v1
diff --git a/.github/workflows/dynamic_badges.yaml b/.github/workflows/dynamic_badges.yaml
index 084925b8..107b478e 100644
--- a/.github/workflows/dynamic_badges.yaml
+++ b/.github/workflows/dynamic_badges.yaml
@@ -18,7 +18,7 @@ jobs:
         id: setup-python
         uses: actions/setup-python@v4
         with:
-          python-version: '3.10'
+          python-version: '3.11'
       - name: Load cached Poetry installation
         id: cached-poetry
         uses: actions/cache@v3