diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
index 105e513..7dc25a3 100644
--- a/.github/workflows/publish.yml
+++ b/.github/workflows/publish.yml
@@ -10,111 +10,8 @@ permissions:
   id-token: write
 
 jobs:
-  build-binaries:
-    strategy:
-      fail-fast: false
-      matrix:
-        include:
-          - os: ubuntu-latest
-            arch: x64
-            artifact: tsr-linux-x64
-          - os: ubuntu-24.04-arm
-            arch: arm64
-            artifact: tsr-linux-arm64
-          - os: macos-latest
-            arch: arm64
-            artifact: tsr-macos-arm64
-          - os: macos-15-large
-            arch: x64
-            artifact: tsr-macos-x64
-          - os: windows-latest
-            arch: x64
-            artifact: tsr-windows-x64.exe
-
-    runs-on: ${{ matrix.os }}
-
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.12'
-
-      - name: Install dependencies
-        run: |
-          pip install nuitka
-          pip install -e .
-
-      - name: Build binary (Unix)
-        if: runner.os != 'Windows'
-        run: |
-          python -m nuitka \
-            --standalone \
-            --onefile \
-            --output-dir=dist \
-            --output-filename=${{ matrix.artifact }} \
-            --assume-yes-for-downloads \
-            --remove-output \
-            tensors.py
-
-      - name: Sign and notarize (macOS)
-        if: runner.os == 'macOS' && env.APPLE_CERTIFICATE_BASE64 != ''
-        env:
-          APPLE_CERTIFICATE_BASE64: ${{ secrets.APPLE_CERTIFICATE_BASE64 }}
-          APPLE_CERTIFICATE_PASSWORD: ${{ secrets.APPLE_CERTIFICATE_PASSWORD }}
-          APPLE_ID: ${{ secrets.APPLE_ID }}
-          APPLE_ID_PASSWORD: ${{ secrets.APPLE_ID_PASSWORD }}
-          APPLE_TEAM_ID: ${{ secrets.APPLE_TEAM_ID }}
-        run: |
-          # Import certificate
-          echo "$APPLE_CERTIFICATE_BASE64" | base64 --decode > certificate.p12
-          security create-keychain -p "" build.keychain
-          security default-keychain -s build.keychain
-          security unlock-keychain -p "" build.keychain
-          security import certificate.p12 -k build.keychain -P "$APPLE_CERTIFICATE_PASSWORD" -T /usr/bin/codesign
-          security set-key-partition-list -S apple-tool:,apple:,codesign: -s -k "" build.keychain
-
-          # Sign the binary
-          codesign --force --options runtime --sign "Developer ID Application" dist/${{ matrix.artifact }}
-
-          # Create zip for notarization
-          ditto -c -k --keepParent dist/${{ matrix.artifact }} dist/${{ matrix.artifact }}.zip
-
-          # Submit for notarization
-          xcrun notarytool submit dist/${{ matrix.artifact }}.zip \
-            --apple-id "$APPLE_ID" \
-            --password "$APPLE_ID_PASSWORD" \
-            --team-id "$APPLE_TEAM_ID" \
-            --wait
-
-          # Staple the notarization ticket
-          xcrun stapler staple dist/${{ matrix.artifact }}
-
-          # Cleanup
-          rm certificate.p12 dist/${{ matrix.artifact }}.zip
-
-      - name: Build binary (Windows)
-        if: runner.os == 'Windows'
-        run: |
-          python -m nuitka `
-            --standalone `
-            --onefile `
-            --output-dir=dist `
-            --output-filename=${{ matrix.artifact }} `
-            --assume-yes-for-downloads `
-            --remove-output `
-            tensors.py
-
-      - name: Upload artifact
-        uses: actions/upload-artifact@v4
-        with:
-          name: ${{ matrix.artifact }}
-          path: dist/${{ matrix.artifact }}
-
   publish:
     runs-on: ubuntu-latest
-    needs: build-binaries
 
     steps:
       - uses: actions/checkout@v4
@@ -141,24 +38,12 @@ jobs:
       - name: Build package
         run: python -m build
 
-      - name: Download all artifacts
-        uses: actions/download-artifact@v4
-        with:
-          path: binaries
-
-      - name: Prepare release assets
-        run: |
-          mkdir -p release
-          cp dist/* release/
-          find binaries -type f -exec cp {} release/ \;
-          ls -la release/
-
       - name: Publish to PyPI
         uses: pypa/gh-action-pypi-publish@release/v1
 
       - name: Create GitHub Release
         uses: softprops/action-gh-release@v2
         with:
-          files: release/*
+          files: dist/*
           prerelease: ${{ steps.version.outputs.prerelease }}
           generate_release_notes: true
diff --git a/RELEASE.md b/RELEASE.md
new file mode 100644
index 0000000..56cb270
--- /dev/null
+++ b/RELEASE.md
@@ -0,0 +1,89 @@
+# Release Process
+
+## Publishing a Release
+
+Push a version tag to trigger the publish workflow:
+
+```bash
+git tag v0.1.2
+git push origin v0.1.2
+```
+
+The workflow will:
+1. Build the Python package
+2. Publish to PyPI
+3. Create a GitHub Release
+
+## Building Platform Binaries
+
+Platform-specific binaries can be built locally using [Nuitka](https://nuitka.net/).
+
+### Prerequisites
+
+```bash
+pip install nuitka
+pip install -e .
+```
+
+### Build Commands
+
+**Linux / macOS:**
+```bash
+python -m nuitka \
+  --standalone \
+  --onefile \
+  --output-dir=dist \
+  --output-filename=tsr \
+  --assume-yes-for-downloads \
+  --remove-output \
+  tensors.py
+```
+
+**Windows:**
+```powershell
+python -m nuitka `
+  --standalone `
+  --onefile `
+  --output-dir=dist `
+  --output-filename=tsr.exe `
+  --assume-yes-for-downloads `
+  --remove-output `
+  tensors.py
+```
+
+### Output Artifacts
+
+| Platform      | Arch  | Filename           |
+|---------------|-------|--------------------|
+| Linux         | x64   | `tsr-linux-x64`    |
+| Linux         | arm64 | `tsr-linux-arm64`  |
+| macOS         | arm64 | `tsr-macos-arm64`  |
+| macOS         | x64   | `tsr-macos-x64`    |
+| Windows       | x64   | `tsr-windows-x64.exe` |
+
+### macOS Code Signing (Optional)
+
+To sign and notarize macOS binaries:
+
+```bash
+# Sign the binary
+codesign --force --options runtime --sign "Developer ID Application" dist/tsr
+
+# Create zip for notarization
+ditto -c -k --keepParent dist/tsr dist/tsr.zip
+
+# Submit for notarization
+xcrun notarytool submit dist/tsr.zip \
+  --apple-id "$APPLE_ID" \
+  --password "$APPLE_ID_PASSWORD" \
+  --team-id "$APPLE_TEAM_ID" \
+  --wait
+
+# Staple the notarization ticket
+xcrun stapler staple dist/tsr
+```
+
+Required environment variables:
+- `APPLE_ID` - Apple Developer account email
+- `APPLE_ID_PASSWORD` - App-specific password
+- `APPLE_TEAM_ID` - Developer Team ID