diff --git a/.github/actions/install-examples/action.yml b/.github/actions/install-examples/action.yml
new file mode 100644
index 000000000..005f60cb3
--- /dev/null
+++ b/.github/actions/install-examples/action.yml
@@ -0,0 +1,13 @@
+name: install-examples
+
+runs:
+  using: composite
+  steps:
+    - name: Install Melting Pot
+      uses: ./.github/actions/install-meltingpot
+    - name: Install requirements for examples
+      shell: bash
+      run: pip -vvv -r examples/requirements.txt
+    - name: Show installed dependencies
+      shell: bash
+      run: pip list
diff --git a/.github/actions/install-meltingpot/action.yml b/.github/actions/install-meltingpot/action.yml
new file mode 100644
index 000000000..495e4e8f4
--- /dev/null
+++ b/.github/actions/install-meltingpot/action.yml
@@ -0,0 +1,31 @@
+name: install-meltingpot
+
+inputs:
+  python-version:
+    description: Python version
+    required: false
+    default: '3.10'
+    type: string
+  additional-cache-dependency-path:
+    description: Python version
+    required: false
+    default: ''
+    type: string
+
+runs:
+  using: composite
+  steps:
+    - name: Set up Python
+      id: setup
+      uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1
+      with:
+        python-version: ${{ inputs.python-version }}
+        cache: 'pip'
+        cache-dependency-path: setup.py
+    - name: Install Python dependencies
+      # if: ${{ ! steps.setup.outputs.cache-hit }}
+      shell: bash
+      run: pip -vvv install .[dev]
+    - name: Show installed dependencies
+      shell: bash
+      run: pip list
diff --git a/.github/workflows/pylint-examples.yml b/.github/workflows/pylint-examples.yml
new file mode 100644
index 000000000..11c509071
--- /dev/null
+++ b/.github/workflows/pylint-examples.yml
@@ -0,0 +1,43 @@
+name: pylint-examples
+
+on:
+  push:
+    branches:
+      - main
+    paths:
+      - '.github/actions/install-examples.yml'
+      - '.github/actions/install-meltingpot.yml'
+      - '.github/workflows/pylint-examples.yml'
+      - '.pylintrc'
+      - 'examples/**'
+      - 'meltingpot/**'
+  pull_request:
+    branches:
+      - main
+    paths:
+      - '.github/actions/install-examples.yml'
+      - '.github/actions/install-meltingpot.yml'
+      - '.github/workflows/pylint-examples.yml'
+      - '.pylintrc'
+      - 'examples/**'
+      - 'meltingpot/**'
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref || github.ref }}
+  cancel-in-progress: true
+
+permissions: read-all
+
+jobs:
+  pylint:
+    name: Lint Melting Pot
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    steps:
+      - name: Checkout Melting Pot
+        uses: actions/checkout@8f4b7f84864484a7bf31766abe9204da3cbe65b3
+      - name: Install examples
+        uses: ./.github/actions/install-examples
+      - name: Run PyLint on examples
+        run: pylint --errors-only examples
diff --git a/.github/workflows/pylint-meltingpot.yml b/.github/workflows/pylint-meltingpot.yml
new file mode 100644
index 000000000..d17c9b58a
--- /dev/null
+++ b/.github/workflows/pylint-meltingpot.yml
@@ -0,0 +1,41 @@
+name: pylint-meltingpot
+
+on:
+  push:
+    branches:
+      - main
+    paths:
+      - '.github/actions/install-meltingpot.yml'
+      - '.github/workflows/pylint-meltingpot.yml'
+      - '.pylintrc'
+      - 'examples/**'
+      - 'meltingpot/**'
+  pull_request:
+    branches:
+      - main
+    paths:
+      - '.github/actions/install-meltingpot.yml'
+      - '.github/workflows/pylint-meltingpot.yml'
+      - '.pylintrc'
+      - 'examples/**'
+      - 'meltingpot/**'
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref || github.ref }}
+  cancel-in-progress: true
+
+permissions: read-all
+
+jobs:
+  pylint:
+    name: Lint Melting Pot
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    steps:
+      - name: Checkout Melting Pot
+        uses: actions/checkout@8f4b7f84864484a7bf31766abe9204da3cbe65b3
+      - name: Install Melting Pot
+        uses: ./.github/actions/install-meltingpot
+      - name: Run PyLint on Melting Pot
+        run: pylint --errors-only meltingpot
diff --git a/.github/workflows/pylint.yml b/.github/workflows/pylint.yml
deleted file mode 100644
index 686c99615..000000000
--- a/.github/workflows/pylint.yml
+++ /dev/null
@@ -1,47 +0,0 @@
-# Continuous integration tests.
-
-name: pylint
-
-on:
-  push:
-    branches:
-      - main
-    paths:
-      - '.github/workflows/pylint.yml'
-      - '.pylintrc'
-      - 'examples/**'
-      - 'meltingpot/**'
-  pull_request:
-    branches:
-      - main
-    paths:
-      - '.github/workflows/pylint.yml'
-      - '.pylintrc'
-      - 'examples/**'
-      - 'meltingpot/**'
-  workflow_dispatch:
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.head_ref || github.ref }}
-  cancel-in-progress: true
-
-permissions: read-all
-
-jobs:
-  pylint:
-    name: Lint Melting Pot
-    runs-on: ubuntu-latest
-    timeout-minutes: 5
-    steps:
-      - name: Checkout Melting Pot
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9
-      - name: Set up Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1
-        with:
-          python-version: '3.10'
-      - name: Install Python dependencies
-        run: |
-          pip install --upgrade pip
-          pip install pylint
-      - name: Run PyLint
-        run: pylint --disable=C,W,R --recursive=y meltingpot examples
diff --git a/.github/workflows/pytype-examples.yml b/.github/workflows/pytype-examples.yml
new file mode 100644
index 000000000..1a6e6862b
--- /dev/null
+++ b/.github/workflows/pytype-examples.yml
@@ -0,0 +1,43 @@
+name: pytype-examples
+
+on:
+  push:
+    branches:
+      - main
+    paths:
+      - '.github/actions/install-examples.yml'
+      - '.github/actions/install-meltingpot.yml'
+      - '.github/workflows/pytype-examples.yml'
+      - 'examples/**'
+      - 'meltingpot/**'
+      - 'pyproject.toml'
+  pull_request:
+    branches:
+      - main
+    paths:
+      - '.github/actions/install-examples.yml'
+      - '.github/actions/install-meltingpot.yml'
+      - '.github/workflows/pytype-examples.yml'
+      - 'examples/**'
+      - 'meltingpot/**'
+      - 'pyproject.toml'
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref || github.ref }}
+  cancel-in-progress: true
+
+permissions: read-all
+
+jobs:
+  pytype:
+    name: Typecheck Melting Pot
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    steps:
+      - name: Checkout Melting Pot
+        uses: actions/checkout@8f4b7f84864484a7bf31766abe9204da3cbe65b3
+      - name: Install examples
+        uses: ./.github/actions/install-examples
+      - name: Run PyType on examples
+        run: pytype examples
diff --git a/.github/workflows/pytype-meltingpot.yml b/.github/workflows/pytype-meltingpot.yml
new file mode 100644
index 000000000..8260bc723
--- /dev/null
+++ b/.github/workflows/pytype-meltingpot.yml
@@ -0,0 +1,41 @@
+name: pytype-meltingpot
+
+on:
+  push:
+    branches:
+      - main
+    paths:
+      - '.github/actions/install-meltingpot.yml'
+      - '.github/workflows/pytype-meltingpot.yml'
+      - 'examples/**'
+      - 'meltingpot/**'
+      - 'pyproject.toml'
+  pull_request:
+    branches:
+      - main
+    paths:
+      - '.github/actions/install-meltingpot.yml'
+      - '.github/workflows/pytype-meltingpot.yml'
+      - 'examples/**'
+      - 'meltingpot/**'
+      - 'pyproject.toml'
+  workflow_dispatch:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref || github.ref }}
+  cancel-in-progress: true
+
+permissions: read-all
+
+jobs:
+  pytype:
+    name: Typecheck Melting Pot
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    steps:
+      - name: Checkout Melting Pot
+        uses: actions/checkout@8f4b7f84864484a7bf31766abe9204da3cbe65b3
+      - name: Install Melting Pot
+        uses: ./.github/actions/install-meltingpot
+      - name: Run PyType on Melting Pot
+        run: pytype meltingpot
diff --git a/.github/workflows/pytype.yml b/.github/workflows/pytype.yml
deleted file mode 100644
index fd1b22ea2..000000000
--- a/.github/workflows/pytype.yml
+++ /dev/null
@@ -1,55 +0,0 @@
-# Continuous integration tests.
-
-name: pytype
-
-on:
-  push:
-    branches:
-      - main
-    paths:
-      - '.github/workflows/pytype.yml'
-      - 'examples/**'
-      - 'meltingpot/**'
-      - 'pyproject.toml'
-  pull_request:
-    branches:
-      - main
-    paths:
-      - '.github/workflows/pytype.yml'
-      - 'examples/**'
-      - 'meltingpot/**'
-      - 'pyproject.toml'
-  workflow_dispatch:
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.head_ref || github.ref }}
-  cancel-in-progress: true
-
-permissions: read-all
-
-jobs:
-  pytype:
-    name: Typecheck Melting Pot
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    strategy:
-      fail-fast: ${{ github.event_name != 'workflow_dispatch' }}
-    steps:
-      - name: Checkout Melting Pot
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9
-      - name: Set up Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1
-        with:
-          python-version: '3.10'
-      - name: Install Python dependencies
-        run: |
-          pip install --upgrade pip
-          pip install setuptools pytype
-      - name: Install Melting Pot
-        run: pip -vvv install .
-      - name: Run PyType on Melting Pot
-        run: pytype meltingpot
-      - name: Install example requirements
-        run: pip -vvv install -r examples/requirements.txt
-      - name: Run PyType on examples
-        run: pytype examples
diff --git a/.github/workflows/test-examples.yml b/.github/workflows/test-examples.yml
index 1bd4033b3..cda0aa597 100644
--- a/.github/workflows/test-examples.yml
+++ b/.github/workflows/test-examples.yml
@@ -1,5 +1,3 @@
-# Continuous integration tests.
-
 name: test-examples
 
 on:
@@ -7,18 +5,24 @@ on:
     branches:
       - main
     paths:
+      - '.github/actions/install-examples.yml'
+      - '.github/actions/install-meltingpot.yml'
       - '.github/workflows/test-examples.yml'
       - 'examples/**'
       - 'meltingpot/**'
       - 'setup.py'
+      - 'pyproject.toml'
   pull_request:
     branches:
       - main
     paths:
+      - '.github/actions/install-examples.yml'
+      - '.github/actions/install-meltingpot.yml'
       - '.github/workflows/test-examples.yml'
       - 'examples/**'
       - 'meltingpot/**'
       - 'setup.py'
+      - 'pyproject.toml'
   workflow_dispatch:
 
 concurrency:
@@ -31,27 +35,11 @@ jobs:
   test-examples:
     name: Test examples
     runs-on: ubuntu-latest
-    env:
-      SYSTEM_VERSION_COMPAT: 0  # See https://github.com/actions/setup-python/issues/279.
     timeout-minutes: 90
     steps:
       - name: Checkout Melting Pot
-        uses: actions/checkout@c85c95e3d7251135ab7dc9ce3241c5835cc595a9
-      - name: Set up Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1
-        with:
-          python-version: '3.10'
-      - name: Install Python dependencies
-        run: |
-          pip install --upgrade pip
-          pip install setuptools pytest-xdist
-      - name: Install Melting Pot
-        run: |
-          pip -vvv install .
-          pip list
+        uses: actions/checkout@8f4b7f84864484a7bf31766abe9204da3cbe65b3
       - name: Install examples
-        run: |
-          pip install -r examples/requirements.txt
-          pip list
+        uses: ./.github/actions/install-examples
       - name: Test examples
         run: pytest examples
diff --git a/.github/workflows/test-meltingpot.yml b/.github/workflows/test-meltingpot.yml
index 744b0d66c..853135564 100644
--- a/.github/workflows/test-meltingpot.yml
+++ b/.github/workflows/test-meltingpot.yml
@@ -1,5 +1,3 @@
-# Continuous integration tests.
-
 name: test-meltingpot
 
 on:
@@ -7,16 +5,20 @@ on:
     branches:
       - main
     paths:
+      - '.github/actions/install-meltingpot.yml'
       - '.github/workflows/test-meltingpot.yml'
       - 'meltingpot/**'
       - 'setup.py'
+      - 'pyproject.toml'
   pull_request:
     branches:
       - main
     paths:
+      - '.github/actions/install-meltingpot.yml'
       - '.github/workflows/test-meltingpot.yml'
       - 'meltingpot/**'
       - 'setup.py'
+      - 'pyproject.toml'
   workflow_dispatch:
 
 concurrency:
@@ -26,7 +28,7 @@ concurrency:
 permissions: read-all
 
 jobs:
-  test-meltingpot:
+  pytest:
     name: Test Melting Pot
     runs-on: ${{ matrix.os }}
     env:
@@ -41,17 +43,11 @@ jobs:
         python-version:
           - '3.10'
     steps:
-      - name: Set up Python
-        uses: actions/setup-python@61a6322f88396a6271a6ee3565807d608ecaddd1
+      - name: Checkout Melting Pot
+        uses: actions/checkout@8f4b7f84864484a7bf31766abe9204da3cbe65b3
+      - name: Install Melting Pot
+        uses: ./.github/actions/install-meltingpot
         with:
           python-version: ${{ matrix.python-version }}
-      - name: Install Python dependencies
-        run: |
-          pip install --upgrade pip
-          pip install setuptools pytest-xdist
-      - name: Install Melting Pot
-        run: |
-          pip -vvv install https://github.com/deepmind/meltingpot/archive/${{ github.sha }}.tar.gz
-          pip list
       - name: Test Melting Pot
-        run: pytest --pyargs meltingpot
+        run: pytest meltingpot
diff --git a/meltingpot/testing/mocks_test.py b/meltingpot/testing/mocks_test.py
index 166ad3456..7b94b5725 100644
--- a/meltingpot/testing/mocks_test.py
+++ b/meltingpot/testing/mocks_test.py
@@ -30,8 +30,8 @@ def test_value_from_specs(self):
     )
     actual = mocks._values_from_specs(specs)
     expected = (
-        {'a': np.zeros([1, 2, 3], dtype=np.uint8) + 0},
-        {'b': np.zeros([1, 2, 3], dtype=np.uint8) + 1},
+        {'a': np.zeros([1, 2, 3], dtype=np.uint8)},
+        {'b': np.ones([1, 2, 3], dtype=np.uint8)},
     )
     np.testing.assert_equal(actual, expected)
 
@@ -44,7 +44,10 @@ def test_mock_substrate(self):
         num_actions=num_actions,
         observation_spec=observation_spec)
 
-    expected_observation = ({'a': np.uint8()}, {'a': np.uint8() + 1})
+    expected_observation = (
+        {'a': np.zeros([], dtype=np.uint8)},
+        {'a': np.ones([], dtype=np.uint8)},
+    )
     expected_reward = tuple(float(n) for n in range(num_players))
 
     with self.subTest('is_substrate'):
diff --git a/meltingpot/utils/policies/saved_model_policy.py b/meltingpot/utils/policies/saved_model_policy.py
index 8df461f39..01fd4ea04 100644
--- a/meltingpot/utils/policies/saved_model_policy.py
+++ b/meltingpot/utils/policies/saved_model_policy.py
@@ -136,7 +136,7 @@ def __init__(self, model_path: str, device_name: str = 'cpu') -> None:
 
   @contextlib.contextmanager
   def _build_context(self):
-    with self._graph.as_default():
+    with self._graph.as_default():  # pylint: disable=not-context-manager
       with tf.compat.v1.device(self._device_name):
         yield