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diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
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+name: CI
+
+on:
+  release:
+    types: [created]
+  push:
+  schedule:
+    # Runs every Thursday at 20:23 GMT to avoid bit rot
+    - cron: "20 23 * * 4"
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v1
+
+      - name: Install latest nightly
+        uses: actions-rs/toolchain@v1
+        with:
+          toolchain: nightly
+          override: true
+
+      - name: Lint with rustfmt
+        uses: actions-rs/cargo@v1
+        with:
+          command: fmt
+
+      - name: Lint with clippy
+        uses: actions-rs/cargo@v1
+        with:
+          command: clippy
+          args: --all-targets --all-features
+
+  build:
+    runs-on: ${{ matrix.os }}
+    needs: lint
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: [3.5, 3.6, 3.7, 3.8]
+        os: [ubuntu-latest, macos-latest, windows-latest]
+        exclude:
+          # There is a known issue where Python C extensions
+          # can not be built on Python 3.5 on Windows.
+          # https://github.com/actions/virtual-environments/issues/34
+          # Therefore, ujson can't be compiled and the build would fail.
+          - os: windows-latest
+            python-version: 3.5
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v1
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v1
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install poetry
+          poetry install
+      - name: Install latest nightly
+        uses: actions-rs/toolchain@v1
+        with:
+          toolchain: nightly
+          override: true
+
+      - name: Build Python package
+        run: poetry run maturin develop --release
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