diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 0ec9bbe..a9604b2 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -13,8 +13,9 @@ permissions:
   security-events: write
 
 jobs:
-  test:
-    name: Build and Test
+  # 代码质量检查 job（并行执行，不阻塞构建）
+  code-quality:
+    name: Code Quality & Security
     runs-on: ubuntu-latest
 
     steps:
@@ -23,9 +24,11 @@ jobs:
         uses: actions/checkout@v6
         with:
           fetch-depth: 0
+
       # 校验C#命名空间与源码目录是否符合命名规范
       - name: Validate C# naming
         run: bash scripts/validate-csharp-naming.sh
+
       # 缓存MegaLinter
       - name: Cache MegaLinter
         uses: actions/cache@v5
@@ -34,8 +37,7 @@ jobs:
           key: ${{ runner.os }}-megalinter-v9
           restore-keys: |
             ${{ runner.os }}-megalinter-
-      
-      
+
       # MegaLinter扫描步骤
       # 执行代码质量检查和安全扫描，生成SARIF格式报告
       - name: MegaLinter
@@ -44,11 +46,13 @@ jobs:
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           FAIL_ON_ERROR: ${{ github.ref == 'refs/heads/main' }}
+
       # 上传SARIF格式的安全和代码质量问题报告到GitHub安全中心
       - name: Upload SARIF
         uses: github/codeql-action/upload-sarif@v4
         with:
           sarif_file: megalinter-reports/sarif
+
       # 缓存TruffleHog
       - name: Cache TruffleHog
         uses: actions/cache@v5
@@ -68,6 +72,18 @@ jobs:
           base: ${{ github.event.before }}
           # 当前提交哈希，作为扫描的目标版本
           head: ${{ github.sha }}
+
+  # 构建和测试 job（并行执行）
+  build-and-test:
+    name: Build and Test
+    runs-on: ubuntu-latest
+
+    steps:
+      # 检出源代码
+      - name: Checkout code
+        uses: actions/checkout@v6
+        with:
+          fetch-depth: 0
     
       # 安装和配置.NET SDK版本
       - name: Setup .NET 8