diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 00000000000..6382ce7fdfc
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,237 @@
+name: Release
+
+on:
+  push:
+    tags:
+      - '*.*.*'
+
+jobs:
+
+  Linux:
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v1
+    - name: Building release
+      run: |
+        make linux_release
+    - name: Upload release file
+      uses: actions/upload-artifact@v1
+      with:
+        name: poetry-${{ github.ref }}-linux.tar.gz
+        path: releases/poetry-${{ github.ref }}-linux.tar.gz
+    - name: Upload checksum file
+      uses: actions/upload-artifact@v1
+      with:
+        name: poetry-${{ github.ref }}-linux.sha256sum
+        path: releases/poetry-${{ github.ref }}-linux.sha256sum
+
+  MacOS:
+    runs-on: macos-latest
+
+    steps:
+    - uses: actions/checkout@v1
+    - name: Set up Python 3.8
+      uses: actions/setup-python@v1
+      with:
+        python-version: "3.8"
+    - name: Install Poetry
+      run: |
+        python get-poetry.py --preview -y
+        source $HOME/.poetry/env
+    - name: Install dependencies
+      run: |
+        source $HOME/.poetry/env
+        poetry install --no-dev
+    - name: Preparing Python executables
+      run: |
+        curl -L https://github.com/sdispater/python-binaries/releases/download/2.7.17/python-2.7.17.macos.tar.xz -o python-2.7.17.tar.xz
+        curl -L https://github.com/sdispater/python-binaries/releases/download/3.4.10/python-3.4.10.macos.tar.xz -o python-3.4.10.tar.xz
+        curl -L https://github.com/sdispater/python-binaries/releases/download/3.5.9/python-3.5.9.macos.tar.xz -o python-3.5.9.tar.xz
+        curl -L https://github.com/sdispater/python-binaries/releases/download/3.6.8/python-3.6.8.macos.tar.xz -o python-3.6.8.tar.xz
+        curl -L https://github.com/sdispater/python-binaries/releases/download/3.7.5/python-3.7.5.macos.tar.xz -o python-3.7.5.tar.xz
+        curl -L https://github.com/sdispater/python-binaries/releases/download/3.8.0/python-3.8.0.macos.tar.xz -o python-3.8.0.tar.xz
+        tar -zxf python-2.7.17.tar.xz
+        tar -zxf python-3.4.10.tar.xz
+        tar -zxf python-3.5.9.tar.xz
+        tar -zxf python-3.6.8.tar.xz
+        tar -zxf python-3.7.5.tar.xz
+        tar -zxf python-3.8.0.tar.xz
+    - name: Build specific release
+      run: |
+        poetry run python sonnet make release --ansi -P "2.7:python-2.7.17/bin/python" -P "3.4:python-3.4.10/bin/python" -P "3.5:python-3.5.9/bin/python" -P "3.6:python-3.6.8/bin/python" -P "3.7:python-3.7.5/bin/python" -P "3.8:python-3.8.0/bin/python"
+    - name: Upload release file
+      uses: actions/upload-artifact@v1
+      with:
+        name: poetry-${{ github.ref }}-darwin.tar.gz
+        path: releases/poetry-${{ github.ref }}-darwin.tar.gz
+    - name: Upload checksum file
+      uses: actions/upload-artifact@v1
+      with:
+        name: poetry-${{ github.ref }}-darwin.sha256sum
+        path: releases/poetry-${{ github.ref }}-darwin.sha256sum
+
+  Windows:
+    runs-on: windows-latest
+
+    steps:
+    - uses: actions/checkout@v1
+    - name: Set up Python 3.8
+      uses: actions/setup-python@v1
+      with:
+        python-version: "3.8"
+    - name: Install Poetry
+      run: |
+        python get-poetry.py --preview -y
+        $env:Path += ";$env:Userprofile\.poetry\bin"
+    - name: Install dependencies
+      run: |
+        $env:Path += ";$env:Userprofile\.poetry\bin"
+        poetry install --no-dev
+    - name: Preparing Python executables
+      run: |
+        Invoke-WebRequest https://github.com/sdispater/python-binaries/releases/download/2.7.17/python-2.7.17.windows.tar.xz -O python-2.7.17.tar.xz
+        Invoke-WebRequest https://github.com/sdispater/python-binaries/releases/download/3.4.4/python-3.4.4.windows.tar.xz -O python-3.4.4.tar.xz
+        Invoke-WebRequest https://github.com/sdispater/python-binaries/releases/download/3.5.4/python-3.5.4.windows.tar.xz -O python-3.5.4.tar.xz
+        Invoke-WebRequest https://github.com/sdispater/python-binaries/releases/download/3.6.8/python-3.6.8.windows.tar.xz -O python-3.6.8.tar.xz
+        Invoke-WebRequest https://github.com/sdispater/python-binaries/releases/download/3.7.5/python-3.7.5.windows.tar.xz -O python-3.7.5.tar.xz
+        Invoke-WebRequest https://github.com/sdispater/python-binaries/releases/download/3.8.0/python-3.8.0.windows.tar.xz -O python-3.8.0.tar.xz
+        7z x python-2.7.17.tar.xz
+        7z x python-3.4.4.tar.xz
+        7z x python-3.5.4.tar.xz
+        7z x python-3.6.8.tar.xz
+        7z x python-3.7.5.tar.xz
+        7z x python-3.8.0.tar.xz
+        7z x python-2.7.17.tar
+        7z x python-3.4.4.tar
+        7z x python-3.5.4.tar
+        7z x python-3.6.8.tar
+        7z x python-3.7.5.tar
+        7z x python-3.8.0.tar
+    - name: Build specific release
+      run: |
+        poetry run python sonnet make release --ansi -P "2.7:python-2.7.17\python.exe" -P "3.4:python-3.4.4\python.exe" -P "3.5:python-3.5.4\python.exe" -P "3.6:python-3.6.8\python.exe" -P "3.7:python-3.7.5\python.exe" -P "3.8:python-3.8.0\python.exe"
+    - name: Upload release file
+      uses: actions/upload-artifact@v1
+      with:
+        name: poetry-${{ github.ref }}-win32.tar.gz
+        path: releases/poetry-${{ github.ref }}-win32.tar.gz
+    - name: Upload checksum file
+      uses: actions/upload-artifact@v1
+      with:
+        name: poetry-${{ github.ref }}-win32.sha256sum
+        path: releases/poetry-${{ github.ref }}-win32.sha256sum
+
+  Create Release:
+    needs: [Linux, MacOS, Windows]
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@master
+      - name: Download Linux release file
+        uses: actions/download-artifact@master
+        with:
+          name: poetry-${{ github.ref }}-linux.tar.gz
+      - name: Download Linux checksum file
+        uses: actions/download-artifact@master
+        with:
+          name: poetry-${{ github.ref }}-linux.sha256sum
+      - name: Download MacOS release file
+        uses: actions/download-artifact@master
+        with:
+          name: poetry-${{ github.ref }}-darwin.tar.gz
+      - name: Download MacOS checksum file
+        uses: actions/download-artifact@master
+        with:
+          name: poetry-${{ github.ref }}-darwin.sha256sum
+      - name: Download Windows release file
+        uses: actions/download-artifact@master
+        with:
+          name: poetry-${{ github.ref }}-win32.tar.gz
+      - name: Download Windows checksum file
+        uses: actions/download-artifact@master
+        with:
+          name: poetry-${{ github.ref }}-win32.sha256sum
+      - name: Create Release
+        id: create_release
+        uses: actions/create-release@v1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          tag_name: ${{ github.ref }}
+          release_name: ${{ github.ref }}
+          draft: false
+          prerelease: false
+      - name: Upload Linux release file asset
+        id: upload-release-asset
+        uses: actions/upload-release-asset@v1.0.1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          upload_url: ${{ steps.create_release.outputs.upload_url }}
+          asset_name: poetry-${{ github.ref }}-linux.tar.gz
+          asset_content_type: application/gzip
+      - name: Upload Linux checksum file asset
+        id: upload-release-asset
+        uses: actions/upload-release-asset@v1.0.1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          upload_url: ${{ steps.create_release.outputs.upload_url }}
+          asset_name: poetry-${{ github.ref }}-linux.sha256sum
+          asset_content_type: text/pain
+      - name: Upload MacOS release file asset
+        id: upload-release-asset
+        uses: actions/upload-release-asset@v1.0.1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          upload_url: ${{ steps.create_release.outputs.upload_url }}
+          asset_name: poetry-${{ github.ref }}-darwin.tar.gz
+          asset_content_type: application/gzip
+      - name: Upload MacOS checksum file asset
+        id: upload-release-asset
+        uses: actions/upload-release-asset@v1.0.1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          upload_url: ${{ steps.create_release.outputs.upload_url }}
+          asset_name: poetry-${{ github.ref }}-darwin.sha256sum
+          asset_content_type: text/pain
+      - name: Upload Windows release file asset
+        id: upload-release-asset
+        uses: actions/upload-release-asset@v1.0.1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          upload_url: ${{ steps.create_release.outputs.upload_url }}
+          asset_name: poetry-${{ github.ref }}-win32.tar.gz
+          asset_content_type: application/gzip
+      - name: Upload Windows checksum file asset
+        id: upload-release-asset
+        uses: actions/upload-release-asset@v1.0.1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          upload_url: ${{ steps.create_release.outputs.upload_url }}
+          asset_name: poetry-${{ github.ref }}-win32.sha256sum
+          asset_content_type: text/pain
+      - name: Install Poetry
+        run: |
+          python get-poetry.py --preview -y
+          $env:Path += ";$env:Userprofile\.poetry\bin"
+      - name: Install dependencies
+        run: |
+          source $HOME/.poetry/env
+          poetry install --no-dev
+      - name: Build project for distribution
+        run: |
+          source $HOME/.poetry/env
+          poetry run poetry build
+      - name: Publish to PyPI
+        env:
+          POETRY_PYPI_TOKEN_PYPI: ${{ secrets.PYPI_TOKEN }}
+        run: |
+          source $HOME/.poetry/env
+          poetry run poetry publish
diff --git a/Makefile b/Makefile
index 38e4208bd32..f9ce386aebf 100644
--- a/Makefile
+++ b/Makefile
@@ -48,7 +48,7 @@ wheel:
 
 linux_release:
 	docker pull quay.io/pypa/manylinux2010_x86_64
-	docker run --rm -t -i -v `pwd`:/io quay.io/pypa/manylinux2010_x86_64 /io/make-linux-release.sh
+	docker run --rm -i -v `pwd`:/io quay.io/pypa/manylinux2010_x86_64 /io/make-linux-release.sh
 
 # run tests against all supported python versions
 tox:
diff --git a/sonnet b/sonnet
index ca08e29557f..dc4b541275d 100755
--- a/sonnet
+++ b/sonnet
@@ -219,6 +219,9 @@ class MakeReleaseCommand(Command):
                 subprocess.check_output(
                     [python, "-V"], stderr=subprocess.STDOUT, shell=WINDOWS
                 )
+                if version == "3.4" and WINDOWS:
+                    continue
+
                 subprocess.check_output([python, "-m", "pip", "install", "pip", "-U"])
             except subprocess.CalledProcessError:
                 raise RuntimeError("Python {} is not available".format(version))