diff --git a/.github/workflows/cibuildwheel.yml b/.github/workflows/cibuildwheel.yml
index 42aeacf9e..6f5d54ee8 100644
--- a/.github/workflows/cibuildwheel.yml
+++ b/.github/workflows/cibuildwheel.yml
@@ -21,12 +21,12 @@ jobs:
     - name: Checkout
       uses: actions/checkout@v4
 
-    - name: Set up Python 3.11
+    - name: Set up Python 3.12
       uses: actions/setup-python@v5
       with:
-        python-version: "3.11"
+        python-version: "3.12"
     - name: Install dependencies
-      run: pip install black==24.1.1 isort==5.13.2 jupyter-black==0.3.4
+      run: pip install black==24.4.0 isort==5.13.2 jupyter-black==0.3.4
 
     - name: Run checks
       run: ./scripts/ci/check_format.sh
@@ -43,10 +43,10 @@ jobs:
     - name: Checkout
       uses: actions/checkout@v4
 
-    - name: Set up Python 3.11
+    - name: Set up Python 3.12
       uses: actions/setup-python@v5
       with:
-        python-version: "3.11"
+        python-version: "3.12"
     - name: Install dependencies
       run: pip install -r requirements.txt
 
@@ -63,10 +63,10 @@ jobs:
     - name: Checkout
       uses: actions/checkout@v4
 
-    - name: Set up Python 3.11
+    - name: Set up Python 3.12
       uses: actions/setup-python@v5
       with:
-        python-version: "3.11"
+        python-version: "3.12"
 
     - name: Install jupedsim
       run: |
@@ -160,7 +160,7 @@ jobs:
       - uses: actions/setup-python@v5
         name: Install Python
         with:
-          python-version: 3.11
+          python-version: 3.12
 
       - name: Install dependencies
         run: python -m pip install wheel build setuptools
diff --git a/requirements.txt b/requirements.txt
index 75d3a9235..2ebc72786 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -14,6 +14,6 @@ pandas~=2.1
 
 # ci deps
 jinja2
-black==24.1.1
+black==24.4.0
 jupyter-black==0.3.4
 isort==5.13.2
diff --git a/third-party/CMakeLists.txt b/third-party/CMakeLists.txt
index 94f82b3a8..78d5dd014 100644
--- a/third-party/CMakeLists.txt
+++ b/third-party/CMakeLists.txt
@@ -47,6 +47,7 @@ set(Python_FIND_VIRTUALENV "FIRST")
 find_package(Python COMPONENTS Interpreter Development.Module REQUIRED)
 set(PYBIND11_SIMPLE_GIL_MANAGEMENT ON)
 set(PYBIND11_NUMPY_1_ONLY ON)
+set(PYBIND11_FINDPYTHON ON)
 add_subdirectory(pybind11-2.12.0)
 set(Python_EXECUTABLE ${Python_EXECUTABLE} PARENT_SCOPE)