diff --git a/.github/workflows/docker-image.yml b/.github/workflows/docker-image.yml
index c9ed570..9eac010 100644
--- a/.github/workflows/docker-image.yml
+++ b/.github/workflows/docker-image.yml
@@ -32,20 +32,25 @@ jobs:
           else
             echo "VERSION_TAG=${{ env.VERSION }}" >> $GITHUB_ENV
           fi
-      # 设置 Docker 镜像缓存（可选，加速构建）
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v2
 
-      # 登录 Docker Hub
+      # ✅ 先登录，再初始化 Buildx，避免拉取 BuildKit 镜像时触发匿名限速
       - name: Login to Docker Hub
-        uses: docker/login-action@v2
+        uses: docker/login-action@v3
         with:
           username: ${{ secrets.DOCKER_USERNAME }}
           password: ${{ secrets.DOCKER_PASSWORD }}
 
-      # 构建 Docker 镜像，并指定平台为 amd64 和 arm64，推送到 Docker Hub
-      # 使用单条命令同时指定两个标签，避免重复构建
-      - name: Build and Push Docker image with version and latest tag
+      # 登录后手动拉取，绕过匿名限速
+      - name: Pull BuildKit image
+        run: docker pull moby/buildkit:buildx-stable-1
+
+      - name: Set up QEMU
+        uses: docker/setup-qemu-action@v3
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Build and Push Docker image
         run: |
           if [ "${{ github.ref }}" = "refs/heads/main" ]; then
             docker buildx build --platform linux/amd64,linux/arm64 \