diff --git a/.github/workflows/python-tests.yml b/.github/workflows/python-tests.yml
index 71b2b6b..8deffb3 100644
--- a/.github/workflows/python-tests.yml
+++ b/.github/workflows/python-tests.yml
@@ -12,32 +12,36 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: [3.6, 3.7, 3.8, 3.9]
+        python-version:
+          - '3.7'
+          - '3.8'
+          - '3.9'
+          - '3.10'
+          - '3.11'
+          - '3.12'
     steps:
-    - uses: actions/checkout@v3.1.0
-      with:
-        fetch-depth: 0
-    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4.1.0
-      with:
-        python-version: ${{ matrix.python-version }}
-    - uses: actions/cache@v2.1.4
+    - uses: actions/checkout@v4
+
+    - name: Setup Python
+      uses: actions/setup-python@v5
       with:
-        path: ~/.cache/pip
-        key: ${{ runner.os }}-${{ matrix.python-ver }}-pip-${{ hashFiles('**/requirements.txt') }}
-        restore-keys: |
-          ${{ runner.os }}-${{ matrix.python-ver }}-pip-
+        python-version: "${{matrix.python-version}}"
+        cache: "pip"
+        cache-dependency-path: |
+          **/*requirements*.txt
+
     - name: Install dependencies
       run: |
-        python -m pip install --upgrade pip setuptools
-        pip install -Ur requirements.txt
+        pip install --upgrade pip setuptools
+        pip install -Ur requirements-dev.txt
+
     - name: Test with pytest
-      run: |
-        pytest
+      run: pytest -vv
       env:
         PYTHONDEVMODE: 1
         PYTHONPATH: .
-    - uses: codecov/codecov-action@v3.1.1
+
+    - uses: codecov/codecov-action@v3
       with:
-        name: build-${{ matrix.python-ver }}
+        name: build-${{ matrix.python-version }}
         fail_ci_if_error: true
diff --git a/requirements-dev.txt b/requirements-dev.txt
new file mode 100644
index 0000000..bc04b49
--- /dev/null
+++ b/requirements-dev.txt
@@ -0,0 +1 @@
+-r requirements.txt