diff --git a/.github/workflows/pylint.yml b/.github/workflows/pylint.yml
index bedec74b..5f8df1a1 100644
--- a/.github/workflows/pylint.yml
+++ b/.github/workflows/pylint.yml
@@ -24,12 +24,13 @@ jobs:
       uses: actions/checkout@v4
       
     - name: Set up Python
-      uses: actions/setup-python@v4
+      uses: actions/setup-python@v5
       with:
-        python-version: '3.11'
+        python-version: '3.12'
+        cache: 'pip'
         
     - name: Cache pip dependencies
-      uses: actions/cache@v3
+      uses: actions/cache@v4
       with:
         path: ~/.cache/pip
         key: ${{ runner.os }}-pip-${{ hashFiles('**/requirements.txt', '**/requirements.in') }}
@@ -38,13 +39,17 @@ jobs:
           
     - name: Install dependencies
       run: |
-        python -m pip install --upgrade pip
+        python -m pip install --upgrade pip setuptools wheel
         pip install pylint
         # 安装项目依赖
         if [ -f requirements.txt ]; then
+          echo "📦 安装 requirements.txt 中的依赖..."
           pip install -r requirements.txt
         elif [ -f requirements.in ]; then
+          echo "📦 安装 requirements.in 中的依赖..."
           pip install -r requirements.in
+        else
+          echo "⚠️ 未找到依赖文件，仅安装 pylint"
         fi
         
     - name: Verify pylint config
@@ -83,7 +88,7 @@ jobs:
         pylint app/ --score=yes --reports=no | tail -2 || true
         
     - name: Upload pylint report
-      uses: actions/upload-artifact@v3
+      uses: actions/upload-artifact@v4
       if: always()
       with:
         name: pylint-report