diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
new file mode 100644
index 00000000..28b12f67
--- /dev/null
+++ b/.github/workflows/release.yml
@@ -0,0 +1,91 @@
+name: Release
+
+on:
+  push:
+    tags:        
+      - '*'
+
+env:
+  CARGO_TERM_COLOR: always
+
+jobs:
+  release:
+    name: Cross build for ${{ matrix.target }}
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        include:
+          - os: ubuntu-latest
+            target: x86_64-unknown-linux-gnu
+            exe: rathole
+          - os: ubuntu-latest
+            target: x86_64-unknown-linux-musl
+            exe: rathole
+          - os: ubuntu-latest
+            target: aarch64-unknown-linux-musl
+            exe: rathole
+          - os: ubuntu-latest
+            target: mips-unknown-linux-musl
+            exe: rathole
+          - os: ubuntu-latest
+            target: mipsel-unknown-linux-musl
+            exe: rathole
+          - os: ubuntu-latest
+            target: mips64-unknown-linux-gnuabi64
+            exe: rathole
+          - os: ubuntu-latest
+            target: mips64el-unknown-linux-gnuabi64
+            exe: rathole
+
+          - os: macos-latest
+            target: x86_64-apple-darwin
+            exe: rathole
+
+          - os: windows-latest
+            target: x86_64-pc-windows-msvc
+            exe: rathole.exe
+    steps:
+    - uses: actions/checkout@v2
+    - uses: actions-rs/toolchain@v1
+      with:
+        profile: minimal
+        toolchain: stable
+    - uses: Swatinem/rust-cache@v1
+      with:
+        key: ${{ matrix.target }}
+    - name: Install cross
+      run: cargo install --version 0.1.16 cross
+    - name: Run tests
+      run: cross test --release --target ${{ matrix.target }} --verbose
+    - name: Build release
+      run: cross build --release --target ${{ matrix.target }}
+    - name: Install cargo-strip
+      run: cargo install cargo-strip
+    - name: Strip
+      run: cargo strip --target ${{ matrix.target }}
+    - name: Run UPX
+      # Upx may not support some platforms. Ignore the errors
+      continue-on-error: true
+      if: matrix.os == 'ubuntu-latest'
+      uses: crazy-max/ghaction-upx@v1
+      with:
+        version: v3.96
+        files: target/${{ matrix.target }}/release/${{ matrix.exe }}
+        args: -q --best --lzma
+    - uses: actions/upload-artifact@v2
+      with:
+        name: rathole-${{ matrix.target }}
+        path: target/${{ matrix.target }}/release/${{ matrix.exe }}
+    - name: Zip Release
+      uses: TheDoctor0/zip-release@0.6.0
+      with:
+        type: zip
+        filename: rathole-${{ matrix.target }}.zip
+        directory: target/${{ matrix.target }}/release/
+        path: ${{ matrix.exe }}
+    - name: Publish
+      uses: softprops/action-gh-release@v1
+      if: startsWith(github.ref, 'refs/tags/')
+      with:
+        files: target/${{ matrix.target }}/release/rathole-${{ matrix.target }}.zip
+        generate_release_notes: true
diff --git a/.github/workflows/rust.yml b/.github/workflows/rust.yml
index d51f12b8..686a9b0d 100644
--- a/.github/workflows/rust.yml
+++ b/.github/workflows/rust.yml
@@ -35,20 +35,20 @@ jobs:
       run: cargo hack check --feature-powerset --no-dev-deps
 
   build:
-    name: Build for ${{ matrix.os }}
+    name: Build for ${{ matrix.target }}
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
         include:
           - os: ubuntu-latest
-            artifact_name: rathole
-            asset_name: rathole-linux-amd64
+            exe: rathole
+            target: x86_64-unknown-linux-gnu
           - os: windows-latest
-            artifact_name: rathole.exe
-            asset_name: rathole-windows-amd64.exe
+            exe: rathole.exe
+            target: x86_64-pc-windows-msvc
           - os: macos-latest
-            artifact_name: rathole
-            asset_name: rathole-macos-amd64
+            exe: rathole
+            target: x86_64-apple-darwin
 
     steps:
     - uses: actions/checkout@v2
@@ -56,24 +56,12 @@ jobs:
       with:
         profile: minimal
         toolchain: stable
-        components: clippy
     - uses: Swatinem/rust-cache@v1
-    - name: Run tests
-      run: cargo test --verbose
     - name: Build release
       run: cargo build --release
-    - name: Strip
-      if: matrix.os == 'ubuntu-latest'
-      run: strip target/release/${{ matrix.artifact_name }}
+    - name: Run tests
+      run: cargo test --release --verbose
     - uses: actions/upload-artifact@v2
       with:
-        name: ${{ matrix.asset_name }}
-        path: target/release/${{ matrix.artifact_name }}
-    - name: Release
-      uses: svenstaro/upload-release-action@v2
-      if: startsWith(github.ref, 'refs/tags/')
-      with:
-        repo_token: ${{ secrets.GITHUB_TOKEN }}
-        file: target/release/${{ matrix.artifact_name }}
-        asset_name: ${{ matrix.asset_name }}
-        tag: ${{ github.ref }}
+        name: rathole-${{ matrix.target }}
+        path: target/release/${{ matrix.exe }}