diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 24dc100..f27e3ec 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -8,26 +8,23 @@ on:
 permissions:
   contents: write
 
+env:
+  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
+
 jobs:
-  release:
+  prepare-meta:
     runs-on: windows-latest
     environment: 软件发布
     env:
-      FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
       GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-      GLM_KEY: ${{ secrets.GLM_KEY }}
-      TELEGRAM_BOT_TOKEN: ${{ secrets.TELEGRAM_BOT_TOKEN }}
-      TELEGRAM_CHAT_IDS: ${{ vars.TELEGRAM_CHAT_IDS }}
-      TELEGRAM_RELEASE_COVER_URL: ${{ vars.TELEGRAM_RELEASE_COVER_URL }}
       FORCE_UPDATE_MIN_VERSION: ${{ vars.FORCE_UPDATE_MIN_VERSION }}
       FORCE_UPDATE_BLOCKED_VERSIONS: ${{ vars.FORCE_UPDATE_BLOCKED_VERSIONS }}
       FORCE_UPDATE_TITLE: ${{ vars.FORCE_UPDATE_TITLE }}
       FORCE_UPDATE_MESSAGE: ${{ vars.FORCE_UPDATE_MESSAGE }}
       FORCE_UPDATE_RELEASE_NOTES: ${{ vars.FORCE_UPDATE_RELEASE_NOTES }}
-      R2_ACCOUNT_ID: ${{ secrets.R2_ACCOUNT_ID }}
-      R2_BUCKET_NAME: ${{ secrets.R2_BUCKET_NAME }}
-      R2_ACCESS_KEY_ID: ${{ secrets.R2_ACCESS_KEY_ID }}
-      R2_SECRET_ACCESS_KEY: ${{ secrets.R2_SECRET_ACCESS_KEY }}
+    outputs:
+      version: ${{ steps.version.outputs.version }}
+      tag: ${{ steps.version.outputs.tag }}
     steps:
       - name: Checkout
         uses: actions/checkout@v5
@@ -59,35 +56,154 @@ jobs:
       - name: Install dependencies
         run: npm ci
 
+      - name: Generate force update manifest
+        run: npm run build:force-update-manifest
+
+      - name: Generate release context
+        env:
+          RELEASE_TAG: ${{ steps.version.outputs.tag }}
+        run: npm run build:release-context
+
+      - name: Upload release metadata
+        uses: actions/upload-artifact@v4
+        with:
+          name: release-meta
+          path: |
+            release/force-update.json
+            release/release-context.json
+          if-no-files-found: error
+
+  build-windows:
+    runs-on: windows-latest
+    environment: 软件发布
+    needs: prepare-meta
+    outputs:
+      version: ${{ needs.prepare-meta.outputs.version }}
+      tag: ${{ needs.prepare-meta.outputs.tag }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v5
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v6
+        with:
+          node-version: 22.12.0
+          cache: npm
+
+      - name: Install dependencies
+        run: npm ci
+
       - name: Rebuild native modules
         run: npx electron-rebuild
 
       - name: Build app
         run: npm run build
 
-      - name: Generate force update manifest
-        run: npm run build:force-update-manifest
+      - name: Validate build artifacts
+        shell: pwsh
+        run: |
+          $version = "${{ needs.prepare-meta.outputs.version }}"
+          $installer = "release/CipherTalk-$version-Setup.exe"
+          if (-not (Test-Path $installer)) {
+            Write-Error "Installer not found: $installer"
+            exit 1
+          }
+          if (-not (Test-Path "release/latest.yml")) {
+            Write-Error "latest.yml not found"
+            exit 1
+          }
 
-      - name: Generate release context
-        env:
-          RELEASE_TAG: ${{ github.ref_name }}
-        run: npm run build:release-context
+      - name: Upload release binaries
+        uses: actions/upload-artifact@v4
+        with:
+          name: release-binaries
+          path: |
+            release/CipherTalk-${{ needs.prepare-meta.outputs.version }}-Setup.exe
+            release/latest.yml
+            release/*.blockmap
+          if-no-files-found: error
+
+  generate-release-body:
+    runs-on: windows-latest
+    environment: 软件发布
+    needs: prepare-meta
+    env:
+      GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      GLM_KEY: ${{ secrets.GLM_KEY }}
+      FORCE_UPDATE_MIN_VERSION: ${{ vars.FORCE_UPDATE_MIN_VERSION }}
+      FORCE_UPDATE_BLOCKED_VERSIONS: ${{ vars.FORCE_UPDATE_BLOCKED_VERSIONS }}
+      FORCE_UPDATE_TITLE: ${{ vars.FORCE_UPDATE_TITLE }}
+      FORCE_UPDATE_MESSAGE: ${{ vars.FORCE_UPDATE_MESSAGE }}
+      FORCE_UPDATE_RELEASE_NOTES: ${{ vars.FORCE_UPDATE_RELEASE_NOTES }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v5
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v6
+        with:
+          node-version: 22.12.0
+          cache: npm
+
+      - name: Install dependencies
+        run: npm ci
+
+      - name: Download release metadata
+        uses: actions/download-artifact@v4
+        with:
+          name: release-meta
+          path: release
 
       - name: Generate AI release body
         run: npm run build:release-body
 
-      - name: Ensure AWS CLI
+      - name: Validate release body
         shell: pwsh
         run: |
-          if (-not (Get-Command aws -ErrorAction SilentlyContinue)) {
-            choco install awscli -y
+          if (-not (Test-Path "release/release-body.md")) {
+            Write-Error "release-body.md not found"
+            exit 1
           }
-          aws --version
 
-      - name: Validate release files
+      - name: Upload release body
+        uses: actions/upload-artifact@v4
+        with:
+          name: release-body
+          path: release/release-body.md
+          if-no-files-found: error
+
+  publish-github-release:
+    runs-on: windows-latest
+    environment: 软件发布
+    needs:
+      - prepare-meta
+      - build-windows
+      - generate-release-body
+    env:
+      GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+    steps:
+      - name: Download release metadata
+        uses: actions/download-artifact@v4
+        with:
+          name: release-meta
+          path: release
+
+      - name: Download release binaries
+        uses: actions/download-artifact@v4
+        with:
+          name: release-binaries
+          path: release
+
+      - name: Download release body
+        uses: actions/download-artifact@v4
+        with:
+          name: release-body
+          path: release
+
+      - name: Validate release package
         shell: pwsh
         run: |
-          $version = "${{ steps.version.outputs.version }}"
+          $version = "${{ needs.prepare-meta.outputs.version }}"
           $installer = "release/CipherTalk-$version-Setup.exe"
           if (-not (Test-Path $installer)) {
             Write-Error "Installer not found: $installer"
@@ -101,10 +217,6 @@ jobs:
             Write-Error "force-update.json not found"
             exit 1
           }
-          if (-not (Test-Path "release/release-context.json")) {
-            Write-Error "release-context.json not found"
-            exit 1
-          }
           if (-not (Test-Path "release/release-body.md")) {
             Write-Error "release-body.md not found"
             exit 1
@@ -113,15 +225,47 @@ jobs:
       - name: Create or update GitHub Release
         uses: softprops/action-gh-release@v2.5.0
         with:
-          tag_name: ${{ github.ref_name }}
+          tag_name: ${{ needs.prepare-meta.outputs.tag }}
           body_path: release/release-body.md
           fail_on_unmatched_files: false
           files: |
-            release/CipherTalk-${{ steps.version.outputs.version }}-Setup.exe
+            release/CipherTalk-${{ needs.prepare-meta.outputs.version }}-Setup.exe
             release/latest.yml
             release/force-update.json
             release/*.blockmap
 
+  mirror-r2:
+    runs-on: windows-latest
+    environment: 软件发布
+    needs:
+      - prepare-meta
+      - build-windows
+    env:
+      R2_ACCOUNT_ID: ${{ secrets.R2_ACCOUNT_ID }}
+      R2_BUCKET_NAME: ${{ secrets.R2_BUCKET_NAME }}
+      R2_ACCESS_KEY_ID: ${{ secrets.R2_ACCESS_KEY_ID }}
+      R2_SECRET_ACCESS_KEY: ${{ secrets.R2_SECRET_ACCESS_KEY }}
+    steps:
+      - name: Download release metadata
+        uses: actions/download-artifact@v4
+        with:
+          name: release-meta
+          path: release
+
+      - name: Download release binaries
+        uses: actions/download-artifact@v4
+        with:
+          name: release-binaries
+          path: release
+
+      - name: Ensure AWS CLI
+        shell: pwsh
+        run: |
+          if (-not (Get-Command aws -ErrorAction SilentlyContinue)) {
+            choco install awscli -y
+          }
+          aws --version
+
       - name: Upload mirrored files to R2
         shell: pwsh
         run: |
@@ -135,7 +279,7 @@ jobs:
           $env:AWS_DEFAULT_REGION = "auto"
           $endpoint = "https://$($env:R2_ACCOUNT_ID).r2.cloudflarestorage.com"
           $bucket = "s3://$($env:R2_BUCKET_NAME)"
-          $version = "${{ steps.version.outputs.version }}"
+          $version = "${{ needs.prepare-meta.outputs.version }}"
           $currentInstaller = "CipherTalk-$version-Setup.exe"
 
           $existingInstallers = aws s3 ls $bucket --endpoint-url $endpoint | ForEach-Object {
@@ -155,18 +299,50 @@ jobs:
           aws s3 cp "release/latest.yml" "$bucket/latest.yml" --endpoint-url $endpoint
           aws s3 cp "release/force-update.json" "$bucket/force-update.json" --endpoint-url $endpoint
 
+  notify-telegram-success:
+    runs-on: windows-latest
+    environment: 软件发布
+    needs:
+      - prepare-meta
+      - generate-release-body
+      - publish-github-release
+    env:
+      TELEGRAM_BOT_TOKEN: ${{ secrets.TELEGRAM_BOT_TOKEN }}
+      TELEGRAM_CHAT_IDS: ${{ vars.TELEGRAM_CHAT_IDS }}
+      TELEGRAM_RELEASE_COVER_URL: ${{ vars.TELEGRAM_RELEASE_COVER_URL }}
+      RELEASE_VERSION: ${{ needs.prepare-meta.outputs.version }}
+      TELEGRAM_NOTIFY_MODE: success
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v5
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v6
+        with:
+          node-version: 22.12.0
+          cache: npm
+
+      - name: Download release metadata
+        uses: actions/download-artifact@v4
+        with:
+          name: release-meta
+          path: release
+
+      - name: Download release body
+        uses: actions/download-artifact@v4
+        with:
+          name: release-body
+          path: release
+
       - name: Notify Telegram success
-        env:
-          RELEASE_VERSION: ${{ steps.version.outputs.version }}
-          TELEGRAM_NOTIFY_MODE: success
         run: npm run notify:telegram
+        continue-on-error: true
 
   notify-failure:
     runs-on: windows-latest
     environment: 软件发布
     if: failure()
     env:
-      FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
       TELEGRAM_BOT_TOKEN: ${{ secrets.TELEGRAM_BOT_TOKEN }}
       TELEGRAM_CHAT_IDS: ${{ vars.TELEGRAM_CHAT_IDS }}
       TELEGRAM_RELEASE_COVER_URL: ${{ vars.TELEGRAM_RELEASE_COVER_URL }}
@@ -184,3 +360,4 @@ jobs:
 
       - name: Notify Telegram failure
         run: npm run notify:telegram
+        continue-on-error: true
diff --git a/scripts/README.md b/scripts/README.md
index 8fb5541..02f32c5 100644
--- a/scripts/README.md
+++ b/scripts/README.md
@@ -21,22 +21,47 @@ git push origin v2.2.14
 
 `.github/workflows/release.yml` 会在 `v*` 标签触发后执行：
 
-1. 安装依赖
-2. 重新编译原生模块
-3. 执行 `npm run build`
-4. 生成 `release/force-update.json`
-5. 生成 `release/release-context.json`
-6. 自动生成 `release/release-body.md`（AI 失败时自动降级为模板版）
-7. 创建/更新 GitHub Release
-8. 上传以下文件到 GitHub Release：
+当前工作流已拆成串并行 job：
+
+- `prepare-meta`
+- `build-windows`
+- `generate-release-body`
+- `publish-github-release`
+- `mirror-r2`
+- `notify-telegram-success`
+- `notify-failure`
+
+其中：
+
+1. `prepare-meta` 生成 `force-update.json` 和 `release-context.json`
+2. `build-windows` 负责构建安装包和 `latest.yml`
+3. `generate-release-body` 负责 AI / 模板版发布说明
+4. `publish-github-release` 汇总产物并创建 GitHub Release
+5. `mirror-r2` 与 `notify-telegram-success` 在发布成功后并行执行
+
+GitHub Release 上传内容：
+
+- 安装包
+- `latest.yml`
+- `force-update.json`
+- 若存在则上传 `.blockmap`
+
+Cloudflare R2 同步内容：
+
+- 安装包
+- `latest.yml`
+- `force-update.json`
+
+Telegram 通知：
+
+- 成功时发送 AI 摘要通知
+- 失败时发送失败通知
+
+GitHub Release 资产包括：
    - 安装包
    - `latest.yml`
    - `force-update.json`
    - 若存在则上传 `.blockmap`
-9. 将以下文件同步到 Cloudflare R2：
-   - 安装包
-   - `latest.yml`
-   - `force-update.json`
 10. 向 Telegram 频道/群发送发布通知（AI 摘要 + 强制更新提醒）
 
 ## 版本要求
diff --git a/scripts/generate-release-body.js b/scripts/generate-release-body.js
index c7e9964..cf821a1 100644
--- a/scripts/generate-release-body.js
+++ b/scripts/generate-release-body.js
@@ -9,14 +9,12 @@ const glmKey = process.env.GLM_KEY || ''
 
 const PRIMARY_AUTHOR_LOGINS = new Set(['ILoveBingLu'])
 const PRIMARY_AUTHOR_NAMES = new Set(['ILoveBingLu', 'BingLu', 'ILoveBinglu'])
-const PRIMARY_AUTHOR_EMAILS = new Set(['aiqiji74@gmail.com', 'aiqji74@gmail.com'])
 
 function isPrimaryAuthor(person) {
   if (!person) return false
   const login = String(person.authorLogin || '').trim()
   const name = String(person.authorName || '').trim()
-  const email = String(person.authorEmail || '').trim().toLowerCase()
-  return PRIMARY_AUTHOR_LOGINS.has(login) || PRIMARY_AUTHOR_NAMES.has(name) || PRIMARY_AUTHOR_EMAILS.has(email)
+  return PRIMARY_AUTHOR_LOGINS.has(login) || PRIMARY_AUTHOR_NAMES.has(name)
 }
 
 function classifyCommit(subject) {
diff --git a/scripts/send-telegram-release.js b/scripts/send-telegram-release.js
index 37dcde8..d3f232c 100644
--- a/scripts/send-telegram-release.js
+++ b/scripts/send-telegram-release.js
@@ -66,11 +66,19 @@ function buildSuccessMessage(context, releaseBody) {
 
   const thanks = []
   const primaryLogins = new Set(['ILoveBingLu'])
+  const primaryNames = new Set(['ILoveBingLu', 'BingLu', 'ILoveBinglu'])
   for (const pr of context?.pullRequests || []) {
     if (pr?.authorLogin && !primaryLogins.has(pr.authorLogin)) {
       thanks.push(`🙏 感谢 @${pr.authorLogin} 提交 PR #${pr.number}`)
     }
   }
+  for (const commit of context?.commits || []) {
+    const hasPrRef = /#(\d+)/.test(commit.subject || '')
+    const authorName = String(commit.authorName || '').trim()
+    if (!hasPrRef && authorName && !primaryNames.has(authorName)) {
+      thanks.push(`🙏 感谢 ${authorName} 提交改动《${commit.subject}》`)
+    }
+  }
 
   const lines = [
     `🚀 <b>CipherTalk v${escapeHtml(version)} 已发布</b>`,