diff --git a/.github/workflows/aliyun-backup.yml b/.github/workflows/aliyun-backup.yml
index 4267dc56..a0fab4d5 100644
--- a/.github/workflows/aliyun-backup.yml
+++ b/.github/workflows/aliyun-backup.yml
@@ -1,17 +1,19 @@
-name: 备份到阿里云oss
+name: 备份到阿里云OSS
 
 on:
   schedule:
-    - cron: "0 0 * * 0" # 每周日的00:00执行一次
+    - cron: "0 0 * * 0" # 每周日的00:00执行一次（UTC）
   workflow_dispatch: # 手动触发工作流
 
 concurrency:
-  group: "pages"
-  cancel-in-progress: false
+  group: "aliyun-backup"
+  cancel-in-progress: true
 
 jobs:
-  publish:
+  backup:
     runs-on: ubuntu-latest
+    permissions:
+      contents: read
     steps:
       - name: 下载代码
         uses: actions/checkout@v4
@@ -28,5 +30,25 @@ jobs:
 
       - name: 增量上传资源（排除 public 文件夹）
         run: |
-          # 查找所有文件，排除 public 文件夹
-          find . -path ./public -prune -o -type f -print | xargs -I {} ossutil cp {} oss://${{ secrets.OSS_BUCKET }}/{} --update
+          # 使用 find -print0 和 xargs -0 安全处理特殊字符
+          # 排除 public、.git、node_modules 等不必要的文件
+          find . \
+            -path ./public -prune -o \
+            -path ./.git -prune -o \
+            -path ./node_modules -prune -o \
+            -path ./resources -prune -o \
+            -type f -print0 | xargs -0 -I {} ossutil cp "{}" "oss://${{ secrets.OSS_BUCKET }}/{}" --update
+
+      - name: 验证备份完整性
+        run: |
+          # 统计本地文件数（排除目录）
+          LOCAL_COUNT=$(find . -path ./public -prune -o -path ./.git -prune -o -path ./node_modules -prune -o -path ./resources -prune -o -type f | wc -l)
+          echo "本地文件数: $LOCAL_COUNT"
+          
+          # 统计 OSS 上的文件数
+          REMOTE_COUNT=$(ossutil ls oss://${{ secrets.OSS_BUCKET }}/ --recursive | grep -v "Directory:" | wc -l)
+          echo "OSS 文件数: $REMOTE_COUNT"
+          
+          echo "## 备份统计" >> $GITHUB_STEP_SUMMARY
+          echo "- **本地文件数**: $LOCAL_COUNT" >> $GITHUB_STEP_SUMMARY
+          echo "- **OSS 文件数**: $REMOTE_COUNT" >> $GITHUB_STEP_SUMMARY
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index d4e38e4b..b8fc08a1 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -6,19 +6,257 @@ on:
       - main
   schedule:
     - cron: '0 1 * * *'   # UTC 01:00 = 北京时间 09:00
+  workflow_dispatch:
+    inputs:
+      force_font_subset:
+        description: 'Force font subset regeneration'
+        type: boolean
+        default: false
+      skip_font_subset:
+        description: 'Skip font subset step'
+        type: boolean
+        default: false
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.ref }}
   cancel-in-progress: true
 
+env:
+  TZ: Asia/Shanghai
+
 jobs:
-  deploy:
+  # ============================================================
+  # Job 0: Pre-Flight Checks (前置检查)
+  # ============================================================
+  pre-check:
     runs-on: ubuntu-latest
+    timeout-minutes: 2
+    outputs:
+      can_deploy: ${{ steps.check.outputs.can_deploy }}
+    
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+      with:
+        fetch-depth: 1
+
+    - name: Validate repository
+      id: repo-check
+      run: |
+        if [ "${{ github.repository }}" != "zqlit/blog" ]; then
+          echo "❌ 只能在主仓库执行部署"
+          echo "can_deploy=false" >> $GITHUB_OUTPUT
+          exit 1
+        fi
+        echo "✅ 仓库验证通过"
+        echo "can_deploy=true" >> $GITHUB_OUTPUT
+
+    - name: Validate environment variables
+      id: env-check
+      run: |
+        REQUIRED_SECRETS=(
+          "EDGEONE_API_TOKEN"
+          "UPYUN_BUCKET"
+          "UPYUN_OPERATOR"
+          "UPYUN_PASSWORD"
+          "DOGECLOUD_ACCESS_KEY"
+          "DOGECLOUD_SECRET_KEY"
+          "MAIL_USERNAME"
+          "MAIL_PASSWORD"
+        )
+        
+        MISSING=""
+        for SECRET in "${REQUIRED_SECRETS[@]}"; do
+          if [ -z "${{ secrets[SECRET] }}" ]; then
+            MISSING="$MISSING $SECRET"
+          fi
+        done
+        
+        if [ -n "$MISSING" ]; then
+          echo "❌ 缺少必要的环境变量: $MISSING"
+          exit 1
+        fi
+        echo "✅ 所有必要环境变量已配置"
+
+    - name: Validate commit (only for push events)
+      if: github.event_name == 'push'
+      id: commit-check
+      run: |
+        COMMIT_AUTHOR="${{ github.event.head_commit.author.name }}"
+        COMMIT_MESSAGE="${{ github.event.head_commit.message }}"
+        
+        echo "📝 提交作者: $COMMIT_AUTHOR"
+        echo "📄 提交信息: $COMMIT_MESSAGE"
+        
+        if echo "$COMMIT_MESSAGE" | grep -qE "^(feat|fix|chore|docs|style|refactor|test): "; then
+          echo "✅ 提交信息符合规范"
+        else
+          echo "⚠️  提交信息格式建议: feat/fix/chore/docs/style/refactor/test: description"
+        fi
+
+    - name: Summary
+      run: |
+        echo "## 🔍 前置检查完成" >> $GITHUB_STEP_SUMMARY
+        echo "" >> $GITHUB_STEP_SUMMARY
+        echo "- **仓库**: ${{ github.repository }}" >> $GITHUB_STEP_SUMMARY
+        echo "- **分支**: ${{ github.ref_name }}" >> $GITHUB_STEP_SUMMARY
+        echo "- **触发方式**: ${{ github.event_name }}" >> $GITHUB_STEP_SUMMARY
+        echo "- **Commit SHA**: ${{ github.sha }}" >> $GITHUB_STEP_SUMMARY
+
+  # ============================================================
+  # Job 1: Font Subset (字体子集化 - 可选并行任务)
+  # ============================================================
+  subset-fonts:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
     permissions:
       contents: write
-    env:
-      TZ: Asia/Shanghai
+    needs: pre-check
+    if: |
+      needs.pre-check.outputs.can_deploy == 'true' &&
+      inputs.skip_font_subset != 'true'
+    outputs:
+      font_updated: ${{ steps.update.outputs.font_updated }}
+      char_count: ${{ steps.stats.outputs.char_count }}
+      original_size: ${{ steps.stats.outputs.original_size }}
+      subset_size: ${{ steps.stats.outputs.subset_size }}
+    
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
 
+    - name: Setup Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: '3.12'
+
+    - name: Install dependencies
+      run: pip install fonttools brotli zopfli
+
+    - name: Generate font subset
+      id: update
+      run: |
+        # 运行字体子集化脚本
+        # 会自动扫描：
+        # 1. 静态文件 (content, layouts, public)
+        # 2. 本地 JSON 数据 (友链、朋友圈)
+        # 3. 远程 API (api.usj.cc 的友链、订阅源、朋友圈)
+        python scripts/subset-font-safe.py
+        
+        # 检查是否有变化
+        git config --global user.name "GitHub Actions"
+        git config --global user.email "actions@github.com"
+        
+        git add themes/Ying/static/font/zql-v2-subset.woff2 themes/Ying/static/font/used_chars.txt
+        if ! git diff --staged --quiet; then
+          git commit -m "chore: update font subset [skip ci]"
+          git push origin HEAD:main
+          echo "font_updated=true" >> $GITHUB_OUTPUT
+          echo "✅ 字体子集已更新并推送"
+        else
+          echo "font_updated=false" >> $GITHUB_OUTPUT
+          echo "ℹ️  字体子集无变化，跳过提交"
+        fi
+
+    - name: Collect stats
+      id: stats
+      if: always()
+      run: |
+        CHAR_COUNT=$(wc -m < themes/Ying/static/font/used_chars.txt | tr -d ' ')
+        ORIGINAL_SIZE=$(stat -c%s themes/Ying/static/font/zql-v2.woff2)
+        SUBSET_SIZE=$(stat -c%s themes/Ying/static/font/zql-v2-subset.woff2)
+        echo "char_count=$CHAR_COUNT" >> $GITHUB_OUTPUT
+        echo "original_size=$ORIGINAL_SIZE" >> $GITHUB_OUTPUT
+        echo "subset_size=$SUBSET_SIZE" >> $GITHUB_OUTPUT
+
+    - name: Create font subset summary
+      if: always()
+      run: |
+        ORIGINAL_SIZE_KB=$(echo "scale=1; ${{ steps.stats.outputs.original_size }} / 1024" | bc)
+        SUBSET_SIZE_KB=$(echo "scale=1; ${{ steps.stats.outputs.subset_size }} / 1024" | bc)
+        REDUCTION_KB=$(echo "scale=1; (${{ steps.stats.outputs.original_size }} - ${{ steps.stats.outputs.subset_size }}) / 1024" | bc)
+        PERCENTAGE=$(echo "scale=1; (${{ steps.stats.outputs.original_size }} - ${{ steps.stats.outputs.subset_size }}) * 100 / ${{ steps.stats.outputs.original_size }}" | bc)
+        
+        echo "## 🔤 字体子集化" >> $GITHUB_STEP_SUMMARY
+        echo "" >> $GITHUB_STEP_SUMMARY
+        
+        if [ "${{ steps.update.outputs.font_updated }}" = "true" ]; then
+          echo "✅ **字体子集已更新**" >> $GITHUB_STEP_SUMMARY
+        else
+          echo "ℹ️  **字体子集无变化**" >> $GITHUB_STEP_SUMMARY
+        fi
+        
+        echo "" >> $GITHUB_STEP_SUMMARY
+        echo "### 📊 统计信息" >> $GITHUB_STEP_SUMMARY
+        echo "- **字符数:** ${{ steps.stats.outputs.char_count }}" >> $GITHUB_STEP_SUMMARY
+        echo "- **原始大小:** ${ORIGINAL_SIZE_KB} KB" >> $GITHUB_STEP_SUMMARY
+        echo "- **子集大小:** ${SUBSET_SIZE_KB} KB" >> $GITHUB_STEP_SUMMARY
+        echo "- **节省空间:** ${REDUCTION_KB} KB (${PERCENTAGE}%)" >> $GITHUB_STEP_SUMMARY
+        echo "" >> $GITHUB_STEP_SUMMARY
+        echo "### 🌐 扫描的数据源" >> $GITHUB_STEP_SUMMARY
+        echo "- 静态文件: content, layouts, public" >> $GITHUB_STEP_SUMMARY
+        echo "- 本地 JSON: link_lite.json, friend_circle_data.json" >> $GITHUB_STEP_SUMMARY
+        echo "- 远程 API: api.usj.cc (links, feeds, articles)" >> $GITHUB_STEP_SUMMARY
+
+    - name: Send font subset notification
+      if: steps.update.outputs.font_updated == 'true'
+      env:
+        TELEGRAM_BOT_TOKEN: ${{ secrets.TELEGRAM_BOT_TOKEN }}
+        TELEGRAM_CHAT_ID: ${{ secrets.TELEGRAM_CHAT_ID }}
+        FEISHU_WEBHOOK_URL: ${{ secrets.FEISHU_WEBHOOK_URL }}
+      run: |
+        ORIGINAL_SIZE_KB=$(echo "scale=1; ${{ steps.stats.outputs.original_size }} / 1024" | bc)
+        SUBSET_SIZE_KB=$(echo "scale=1; ${{ steps.stats.outputs.subset_size }} / 1024" | bc)
+        REDUCTION_KB=$(echo "scale=1; (${{ steps.stats.outputs.original_size }} - ${{ steps.stats.outputs.subset_size }}) / 1024" | bc)
+        PERCENTAGE=$(echo "scale=1; (${{ steps.stats.outputs.original_size }} - ${{ steps.stats.outputs.subset_size }}) * 100 / ${{ steps.stats.outputs.original_size }}" | bc)
+        
+        if [ -n "$TELEGRAM_BOT_TOKEN" ] && [ -n "$TELEGRAM_CHAT_ID" ]; then
+          MESSAGE="✅ **字体子集化完成**
+
+📦 项目: ${{ github.repository }}
+🌿 分支: ${{ github.ref_name }}
+
+📊 优化统计:
+- 字符数: ${{ steps.stats.outputs.char_count }}
+- 原始大小: ${ORIGINAL_SIZE_KB} KB
+- 子集大小: ${SUBSET_SIZE_KB} KB
+- 节省空间: ${REDUCTION_KB} KB (${PERCENTAGE}%)
+
+🌐 数据源:
+- 静态文件 + 本地JSON + 远程API"
+          
+          curl -s -X POST "https://api.telegram.org/bot${TELEGRAM_BOT_TOKEN}/sendMessage" \
+            -d chat_id="${TELEGRAM_CHAT_ID}" \
+            -d text="${MESSAGE}" \
+            -d parse_mode="Markdown"
+        fi
+        
+        if [ -n "$FEISHU_WEBHOOK_URL" ]; then
+          curl -s -X POST "${FEISHU_WEBHOOK_URL}" \
+            -H "Content-Type: application/json" \
+            -d '{
+              "msg_type": "text",
+              "content": {
+                "text": "✅ **字体子集化完成**\n\n📦 项目: ${{ github.repository }}\n🌿 分支: ${{ github.ref_name }}\n\n📊 优化统计:\n- 字符数: ${{ steps.stats.outputs.char_count }}\n- 原始大小: '"${ORIGINAL_SIZE_KB}"' KB\n- 子集大小: '"${SUBSET_SIZE_KB}"' KB\n- 节省空间: '"${REDUCTION_KB}"' KB ('"${PERCENTAGE}"'%)\n\n🌐 数据源: 静态文件 + 本地JSON + 远程API"
+              }
+            }'
+        fi
+
+  # ============================================================
+  # Job 2: Build (构建)
+  # ============================================================
+  build:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    permissions:
+      contents: write
+    outputs:
+      build_hash: ${{ steps.hash.outputs.build_hash }}
+    needs: pre-check
+    if: needs.pre-check.outputs.can_deploy == 'true'
+    
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
@@ -31,11 +269,6 @@ jobs:
         hugo-version: '0.128.2'
         extended: true
 
-    - name: Run Pre-Build Scripts
-      shell: pwsh
-      run: |
-        ./scripts/add_draft_to_hidden.ps1
-
     - name: Setup Node
       uses: actions/setup-node@v4
       with:
@@ -45,8 +278,23 @@ jobs:
     - name: Install Node.js dependencies
       run: npm ci
 
+    - name: Cache Hugo resources
+      uses: actions/cache@v4
+      with:
+        path: |
+          resources/_gen
+          /home/runner/.cache/hugo_cache
+        key: ${{ runner.os }}-hugo-${{ hashFiles('go.sum', 'package-lock.json', 'hugo.toml', 'config/_default/*.toml') }}
+        restore-keys: |
+          ${{ runner.os }}-hugo-
+
+    - name: Run Pre-Build Scripts
+      shell: pwsh
+      run: ./scripts/add_draft_to_hidden.ps1
+
     - name: Optimize Images
       continue-on-error: true
+      timeout-minutes: 5
       run: node scripts/optimize_images.js
 
     - name: Commit Optimized Images
@@ -61,9 +309,56 @@ jobs:
           echo "No changes to commit"
         fi
 
-    - name: Build
+    - name: Build Hugo site
+      timeout-minutes: 10
       run: rm -rf public && hugo --minify
 
+    - name: Generate build hash
+      id: hash
+      run: echo "build_hash=$(find public -type f -print0 | sort -z | xargs -0 sha256sum | sha256sum | awk '{print $1}')" >> $GITHUB_OUTPUT
+
+    - name: Upload build artifact
+      uses: actions/upload-artifact@v4
+      with:
+        name: hugo-public
+        path: public/
+        retention-days: 1
+
+    - name: Push Image Optimizations
+      continue-on-error: true
+      run: |
+        git fetch origin main
+        git stash push -m "temp stash for rebase" || true
+        git rebase origin/main || true
+        git stash pop || true
+        if git log --oneline -1 | grep -q "\[skip ci\]"; then
+          git push origin HEAD:main
+        else
+          echo "No auto-commits to push"
+        fi
+
+  # ============================================================
+  # Job 3: Deploy to EdgeOne Pages (并行)
+  # ============================================================
+  deploy-edgeone:
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+    needs: build
+    
+    steps:
+    - name: Checkout code (for scripts)
+      uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
+
+    - name: Download build artifact
+      uses: actions/download-artifact@v4
+      with:
+        name: hugo-public
+        path: public/
+
     - name: Deploy to EdgeOne Pages
       env:
         EDGEONE_API_TOKEN: ${{ secrets.EDGEONE_API_TOKEN }}
@@ -71,6 +366,23 @@ jobs:
         chmod +x scripts/deploy_edgeone.sh
         ./scripts/deploy_edgeone.sh hugo-blog ./public overseas
 
+  # ============================================================
+  # Job 4: Deploy to UpYun (并行)
+  # ============================================================
+  deploy-upyun:
+    runs-on: ubuntu-latest
+    timeout-minutes: 10
+    permissions:
+      contents: read
+    needs: build
+    
+    steps:
+    - name: Download build artifact
+      uses: actions/download-artifact@v4
+      with:
+        name: hugo-public
+        path: public/
+
     - name: Deploy to UpYun
       uses: her-cat/upyun-deployer@v1.0.3
       with:
@@ -80,39 +392,84 @@ jobs:
         dir: 'public'
         publish_dir: '/'
 
+  # ============================================================
+  # Job 5: CDN Refresh & Notifications (在所有部署完成后)
+  # ============================================================
+  finalize:
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+    needs: [deploy-edgeone, deploy-upyun]
+    
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v4
+      with:
+        fetch-depth: 0
+
+    - name: Setup Node
+      uses: actions/setup-node@v4
+      with:
+        node-version: '22'
+        cache: 'npm'
+
+    - name: Install Node.js dependencies
+      run: npm ci
+
     - name: Refresh DogeCloud CDN
-      continue-on-error: true
       env:
         DOGECLOUD_ACCESS_KEY: ${{ secrets.DOGECLOUD_ACCESS_KEY }}
         DOGECLOUD_SECRET_KEY: ${{ secrets.DOGECLOUD_SECRET_KEY }}
         CDN_URL_LIST: ${{ secrets.CDN_URL_LIST }}
       run: node scripts/refresh_cdn.js
 
-    - name: Push Image Optimizations
-      continue-on-error: true
-      run: |
-        git fetch origin main
-        # stash任何未提交的更改，避免rebase失败
-        git stash push -m "temp stash for rebase"
-        git rebase origin/main
-        # 恢复stash的更改
-        git stash pop || true
-        if ! git log --oneline -1 | grep -q "\[skip ci\]"; then
-          echo "No auto-commits to push"
-        else
-          git push origin HEAD:main
-        fi
-
     - name: Generate Notification Report
       continue-on-error: true
       run: node scripts/generate_notification_report.js
 
+    - name: Send Telegram notification
+      if: secrets.TELEGRAM_BOT_TOKEN && secrets.TELEGRAM_CHAT_ID
+      env:
+        TELEGRAM_BOT_TOKEN: ${{ secrets.TELEGRAM_BOT_TOKEN }}
+        TELEGRAM_CHAT_ID: ${{ secrets.TELEGRAM_CHAT_ID }}
+      run: |
+        MESSAGE="✅ **部署成功**
+
+📦 项目: ${{ github.repository }}
+🌿 分支: ${{ github.ref_name }}
+🔗 Commit: ${{ github.sha }}
+🕐 时间: $(date +'%Y-%m-%d %H:%M:%S')
+
+📊 部署目标:
+- EdgeOne Pages ✓
+- UpYun ✓
+- CDN 刷新 ✓"
+        
+        curl -s -X POST "https://api.telegram.org/bot${TELEGRAM_BOT_TOKEN}/sendMessage" \
+          -d chat_id="${TELEGRAM_CHAT_ID}" \
+          -d text="${MESSAGE}" \
+          -d parse_mode="Markdown"
+
+    - name: Send Feishu notification
+      if: secrets.FEISHU_WEBHOOK_URL
+      env:
+        FEISHU_WEBHOOK_URL: ${{ secrets.FEISHU_WEBHOOK_URL }}
+      run: |
+        curl -s -X POST "${FEISHU_WEBHOOK_URL}" \
+          -H "Content-Type: application/json" \
+          -d '{
+            "msg_type": "text",
+            "content": {
+              "text": "✅ **部署成功**\n\n📦 项目: ${{ github.repository }}\n🌿 分支: ${{ github.ref_name }}\n🔗 Commit: ${{ github.sha }}\n🕐 时间: '$(date +'%Y-%m-%d %H:%M:%S')'\n\n📊 部署目标:\n- EdgeOne Pages ✓\n- UpYun ✓\n- CDN 刷新 ✓"
+            }
+          }'
+
     - name: Get current date (CN)
       id: date
       run: echo "date=$(date +'%Y-%m-%d %H:%M:%S')" >> $GITHUB_OUTPUT
 
     - name: Send deployment notification
-      if: success()
       uses: dawidd6/action-send-mail@v3
       with:
         server_address: smtp.qq.com
@@ -122,6 +479,53 @@ jobs:
         password: ${{ secrets.MAIL_PASSWORD }}
         subject: 部署报告 - ${{ steps.date.outputs.date }}
         to: ${{ secrets.MAIL_USERNAME }}
-        from: GitHub Actions <${{ secrets.MAIL_USERNAME }}>
+        from: GitHub Actions <${{ github.event_name }}>
         body: |
           ${{ env.DEPLOY_REPORT }}
+
+  # ============================================================
+  # Job 6: Failure Notification (失败通知)
+  # ============================================================
+  notify-failure:
+    runs-on: ubuntu-latest
+    timeout-minutes: 3
+    permissions:
+      contents: read
+    needs: [build, deploy-edgeone, deploy-upyun, finalize]
+    if: failure()
+    
+    steps:
+    - name: Send Telegram failure notification
+      if: secrets.TELEGRAM_BOT_TOKEN && secrets.TELEGRAM_CHAT_ID
+      env:
+        TELEGRAM_BOT_TOKEN: ${{ secrets.TELEGRAM_BOT_TOKEN }}
+        TELEGRAM_CHAT_ID: ${{ secrets.TELEGRAM_CHAT_ID }}
+      run: |
+        MESSAGE="❌ **部署失败**
+
+📦 项目: ${{ github.repository }}
+🌿 分支: ${{ github.ref_name }}
+🔗 Commit: ${{ github.sha }}
+🕐 时间: $(date +'%Y-%m-%d %H:%M:%S')
+
+📝 工作流: ${{ github.workflow }}
+🔍 查看详情: https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}"
+        
+        curl -s -X POST "https://api.telegram.org/bot${TELEGRAM_BOT_TOKEN}/sendMessage" \
+          -d chat_id="${TELEGRAM_CHAT_ID}" \
+          -d text="${MESSAGE}" \
+          -d parse_mode="Markdown"
+
+    - name: Send Feishu failure notification
+      if: secrets.FEISHU_WEBHOOK_URL
+      env:
+        FEISHU_WEBHOOK_URL: ${{ secrets.FEISHU_WEBHOOK_URL }}
+      run: |
+        curl -s -X POST "${FEISHU_WEBHOOK_URL}" \
+          -H "Content-Type: application/json" \
+          -d '{
+            "msg_type": "text",
+            "content": {
+              "text": "❌ **部署失败**\n\n📦 项目: ${{ github.repository }}\n🌿 分支: ${{ github.ref_name }}\n🔗 Commit: ${{ github.sha }}\n🕐 时间: '$(date +'%Y-%m-%d %H:%M:%S')'\n\n📝 工作流: ${{ github.workflow }}\n🔍 查看详情: https://github.com/${{ github.repository }}/actions/runs/${{ github.run_id }}"
+            }
+          }'
\ No newline at end of file
diff --git a/.github/workflows/subset-fonts.yml b/.github/workflows/subset-fonts.yml
deleted file mode 100644
index 65f3fcfb..00000000
--- a/.github/workflows/subset-fonts.yml
+++ /dev/null
@@ -1,167 +0,0 @@
-# GitHub Actions: 字体子集化自动化
-# 当内容更新时自动提取字符并生成优化的子集字体
-
-name: Font Subset Optimization
-
-on:
-  # 当推送到main分支且content目录有变更时触发
-  push:
-    branches:
-      - main
-    paths:
-      - 'content/**'
-      - 'layouts/**'
-
-  # 允许手动触发
-  workflow_dispatch:
-    inputs:
-      force_rebuild:
-        description: '强制重新生成子集字体'
-        required: false
-        default: 'false'
-        type: boolean
-
-  # 可选：每周自动运行一次（检查是否需要更新）
-  schedule:
-    - cron: '0 2 * * 1'  # 每周一凌晨2点
-
-# 限制同时运行的工作流数量
-concurrency:
-  group: font-subset-${{ github.ref }}
-  cancel-in-progress: true
-
-jobs:
-  subset-fonts:
-    name: Subset Fonts
-    runs-on: ubuntu-latest
-    timeout-minutes: 30
-    permissions:
-      contents: write  # 添加写权限
-
-    # 只在主仓库上运行（fork不运行）
-    if: github.repository == 'zqlit/blog'
-
-    steps:
-      # 1. 检出代码
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0  # 获取完整历史用于比较
-
-      # 2. 设置Python环境
-      - name: Set up Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: '3.11'
-          cache: 'pip'  # 使用requirements.txt进行缓存
-
-      # 3. 安装Python依赖
-      - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install fonttools brotli
-
-      # 4. 检查是否需要更新（可选）
-      - name: Check if update needed
-        id: check
-        run: |
-          # 检查内容文件是否有变更
-          if [ "${{ github.event_name }}" = "workflow_dispatch" ]; then
-            echo "needs_update=true" >> $GITHUB_OUTPUT
-          else
-            # 比较content目录的变更
-            CHANGED_FILES=$(git diff --name-only HEAD~1 HEAD -- content/ layouts/ || echo "")
-            if [ -n "$CHANGED_FILES" ]; then
-              echo "needs_update=true" >> $GITHUB_OUTPUT
-              echo "Changed files: $CHANGED_FILES"
-            else
-              echo "needs_update=false" >> $GITHUB_OUTPUT
-              echo "No content changes detected"
-            fi
-          fi
-
-      # 5. 构建Hugo站点（用于提取字符）
-      - name: Build Hugo site
-        if: steps.check.outputs.needs_update == 'true' || github.event.inputs.force_rebuild == 'true'
-        uses: peaceiris/actions-hugo@v2
-        with:
-          hugo-version: '0.128.2'  # 固定版本，与本地一致
-          extended: true
-
-      - name: Build
-        if: steps.check.outputs.needs_update == 'true' || github.event.inputs.force_rebuild == 'true'
-        run: hugo --destination=public --minify
-
-      # 6. 运行字体子集化脚本
-      - name: Subset fonts
-        if: steps.check.outputs.needs_update == 'true' || github.event.inputs.force_rebuild == 'true'
-        run: |
-          python scripts/subset-font-safe.py
-
-      # 7. 检查子集字体是否真的优化了
-      - name: Verify optimization
-        if: steps.check.outputs.needs_update == 'true' || github.event.inputs.force_rebuild == 'true'
-        run: |
-          ORIGINAL_SIZE=$(stat -f%z themes/Ying/static/font/zql-v2.woff2 2>/dev/null || stat -c%s themes/Ying/static/font/zql-v2.woff2)
-          SUBSET_SIZE=$(stat -f%z themes/Ying/static/font/zql-v2-subset.woff2 2>/dev/null || stat -c%s themes/Ying/static/font/zql-v2-subset.woff2)
-
-          echo "Original font size: $ORIGINAL_SIZE bytes"
-          echo "Subset font size: $SUBSET_SIZE bytes"
-
-          # 检查子集字体是否真的更小
-          if [ $SUBSET_SIZE -ge $ORIGINAL_SIZE ]; then
-            echo "⚠️  Warning: Subset font is not smaller than original"
-            echo "Skipping commit..."
-            exit 0
-          fi
-
-          REDUCTION=$((ORIGINAL_SIZE - SUBSET_SIZE))
-          PERCENTAGE=$((REDUCTION * 100 / ORIGINAL_SIZE))
-          echo "✅ Font optimized: reduced $REDUCTION bytes ($PERCENTAGE%)"
-
-      # 8. 提交更改（如果有优化）
-      - name: Commit changes
-        if: steps.check.outputs.needs_update == 'true' || github.event.inputs.force_rebuild == 'true'
-        run: |
-          # 配置git
-          git config --local user.email "github-actions[bot]@users.noreply.github.com"
-          git config --local user.name "github-actions[bot]"
-
-          # 检查是否有变更
-          if git diff --quiet; then
-            echo "No changes to commit"
-            exit 0
-          fi
-
-          # 添加变更的文件
-          git add themes/Ying/static/font/zql-v2-subset.*
-          git add themes/Ying/static/font/used_chars.txt
-
-          # 提交（添加[skip ci]避免触发deploy.yml）
-          git commit -m "chore: update font subset (automated) [skip ci]
-
-          - Updated font subset based on latest content
-          - Subset characters: $(wc -c < themes/Ying/static/font/used_chars.txt) chars
-          - Font size: $(stat -c%s themes/Ying/static/font/zql-v2-subset.woff2 2>/dev/null || echo 'N/A') bytes"
-
-      # 9. 推送更改
-      - name: Push changes
-        if: steps.check.outputs.needs_update == 'true' || github.event.inputs.force_rebuild == 'true'
-        run: |
-          git push origin main
-
-      # 10. 创建摘要
-      - name: Create summary
-        if: steps.check.outputs.needs_update == 'true' || github.event.inputs.force_rebuild == 'true'
-        run: |
-          echo "## 🔤 Font Subset Optimization" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "✅ Font subset updated successfully!" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "### 📊 Statistics" >> $GITHUB_STEP_SUMMARY
-          echo "- **Characters in subset:** $(wc -c < themes/Ying/static/font/used_chars.txt)" >> $GITHUB_STEP_SUMMARY
-          echo "- **Subset font size:** $(stat -c%s themes/Ying/static/font/zql-v2-subset.woff2 2>/dev/null || echo 'N/A') bytes" >> $GITHUB_STEP_SUMMARY
-          echo "" >> $GITHUB_STEP_SUMMARY
-          echo "### 📝 Triggered by" >> $GITHUB_STEP_SUMMARY
-          echo "- Event: ${{ github.event_name }}" >> $GITHUB_STEP_SUMMARY
-          echo "- Commit: ${{ github.sha }}" >> $GITHUB_STEP_SUMMARY
diff --git a/scripts/subset-font-safe.py b/scripts/subset-font-safe.py
index 63a62442..71c8adf3 100644
--- a/scripts/subset-font-safe.py
+++ b/scripts/subset-font-safe.py
@@ -50,6 +50,92 @@ def extract_chars_from_files(directories, extensions=('.html', '.md', '.css')):
 
     return chars
 
+def extract_chars_from_json(json_files):
+    """从JSON数据文件中提取字符（用于友链、朋友圈等动态内容）"""
+    chars = set()
+    
+    import json
+
+    for json_file in json_files:
+        if not os.path.exists(json_file):
+            print(f"⚠️  JSON文件不存在，跳过: {json_file}")
+            continue
+
+        print(f"🔍 扫描JSON文件: {json_file}")
+
+        try:
+            with open(json_file, 'r', encoding='utf-8') as f:
+                data = json.load(f)
+
+                # 将整个JSON转换为字符串，提取所有字符
+                content = json.dumps(data, ensure_ascii=False)
+                
+                # 提取中文字符
+                chinese_chars = re.findall(r'[一-鿿]', content)
+                chars.update(chinese_chars)
+
+                # 提取中文标点
+                cjk_punct = re.findall(r'[　-〿＀-￯]', content)
+                chars.update(cjk_punct)
+
+                # 提取英文和数字
+                ascii_chars = re.findall(r'[a-zA-Z0-9]', content)
+                chars.update(ascii_chars)
+
+                print(f"   ✅ 从 {json_file} 提取了 {len(chinese_chars)} 个中文字符")
+
+        except Exception as e:
+            print(f"⚠️  读取JSON文件失败 {json_file}: {e}")
+
+    return chars
+
+def fetch_and_extract_chars_from_api(urls):
+    """从API接口获取数据并提取字符（用于动态内容如友链、朋友圈）"""
+    chars = set()
+    
+    try:
+        import urllib.request
+        import json
+        import ssl
+        
+        # 创建不验证SSL的上下文（用于内网或自签名证书）
+        context = ssl._create_unverified_context()
+        
+        for url in urls:
+            print(f"🌐 尝试从API获取: {url}")
+            try:
+                req = urllib.request.Request(
+                    url,
+                    headers={
+                        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36'
+                    }
+                )
+                
+                with urllib.request.urlopen(req, context=context, timeout=15) as response:
+                    data = response.read().decode('utf-8')
+                    
+                    try:
+                        json_data = json.loads(data)
+                        content = json.dumps(json_data, ensure_ascii=False)
+                        
+                        # 提取中文字符
+                        chinese_chars = re.findall(r'[一-鿿]', content)
+                        chars.update(chinese_chars)
+                        
+                        print(f"   ✅ 从API提取了 {len(chinese_chars)} 个中文字符")
+                    except json.JSONDecodeError:
+                        print(f"   ⚠️  响应不是有效的JSON，跳过")
+            
+            except urllib.error.URLError as e:
+                print(f"   ❌ API请求失败: {e}")
+            except Exception as e:
+                print(f"   ❌ 处理API响应失败: {e}")
+                
+    except ImportError:
+        print("⚠️  urllib不可用，跳过API扫描")
+    
+    return chars
+
 def subset_font(input_font_path, output_font_path, chars):
     """生成子集字体"""
     print(f"\n📦 加载字体: {input_font_path}")
@@ -177,10 +263,50 @@ def main():
 
     print(f"\n🔍 扫描目录: {', '.join(scan_dirs)}")
 
-    # 提取字符
+    # 提取字符（静态文件）
     new_chars = extract_chars_from_files(scan_dirs)
     print(f"\n📝 从文件中提取了 {len(new_chars)} 个唯一字符")
 
+    # 扫描动态数据文件（友链、朋友圈等）
+    json_data_files = [
+        "themes/Ying/static/json/link_lite.json",           # 友链数据
+        "themes/Ying/static/json/friend_circle_data.json",  # 朋友圈数据
+        "themes/Ying/data/links.yaml",                      # 友链配置
+        "themes/Ying/data/links.yml",                       # 友链配置（备用）
+    ]
+
+    print(f"\n{'='*50}")
+    print(f"🔄 扫描动态数据文件（友链、朋友圈等）")
+    dynamic_chars = extract_chars_from_json(json_data_files)
+    print(f"📝 从动态数据中提取了 {len(dynamic_chars)} 个唯一字符")
+
+    # 从API获取动态数据（用于CI环境）
+    api_urls = [
+        "https://api.usj.cc/api/links?all=1",           # 友链列表
+        "https://api.usj.cc/api/feeds",                   # 订阅源列表
+        "https://api.usj.cc/api/articles?limit=50",      # 朋友圈文章
+    ]
+    
+    # 如果有环境变量，追加额外的API地址
+    if os.environ.get('FONT_SUBSET_API_URLS'):
+        extra_urls = os.environ['FONT_SUBSET_API_URLS'].split(',')
+        api_urls.extend(extra_urls)
+        print(f"\n{'='*50}")
+        print(f"🌐 从环境变量获取额外API地址")
+        print(f"   额外URLs: {', '.join(extra_urls)}")
+    
+    print(f"\n{'='*50}")
+    print(f"🌐 扫描远程API（友链、朋友圈等）")
+    print(f"   共 {len(api_urls)} 个API端点")
+    
+    api_chars = fetch_and_extract_chars_from_api(api_urls)
+    print(f"📝 从API提取了 {len(api_chars)} 个唯一字符")
+    dynamic_chars = dynamic_chars | api_chars
+
+    # 合并静态和动态字符
+    new_chars = new_chars | dynamic_chars
+    print(f"\n📊 合并后总字符数: {len(new_chars)}")
+
     # 合并字符（保留现有字符 + 新提取的字符）
     all_chars = existing_chars | new_chars
     print(f"📊 合并后字符数: {len(all_chars)}")
diff --git a/themes/Ying/static/font/used_chars.txt b/themes/Ying/static/font/used_chars.txt
index 087e899a..f413a28a 100644
--- a/themes/Ying/static/font/used_chars.txt
+++ b/themes/Ying/static/font/used_chars.txt
@@ -1,2 +1,2 @@
 
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