diff --git a/.gitea/workflows/ci-pipeline.yml b/.gitea/workflows/ci-pipeline.yml
index db1da1ead..1556e3e48 100755
--- a/.gitea/workflows/ci-pipeline.yml
+++ b/.gitea/workflows/ci-pipeline.yml
@@ -645,42 +645,37 @@ jobs:
         else
           echo "基础镜像不存在，本地构建（fallback模式）..."
           
-          # 构建builder基础镜像
-          echo "构建 worker-base-builder..."
-          # 用buildx docker-container驱动构建（兼容DooD模式：普通docker build看不到容器内文件）
+          # 尝试用buildx构建，失败则回退到普通docker build（DooD模式下buildx builder偶发崩溃）
           BUILDER_NAME="ci-pr-builder-${GITHUB_RUN_ID:-local}"
-          if ! docker buildx inspect "$BUILDER_NAME" > /dev/null 2>&1; then
-            docker buildx create --use --name "$BUILDER_NAME" --driver docker-container
-          else
-            docker buildx use "$BUILDER_NAME"
+          BUILDX_AVAILABLE=true
+          if ! docker buildx create --use --name "$BUILDER_NAME" --driver docker-container > /dev/null 2>&1; then
+            BUILDX_AVAILABLE=false
+          fi
+          if [ "$BUILDX_AVAILABLE" = true ] && ! docker buildx inspect --bootstrap > /dev/null 2>&1; then
+            BUILDX_AVAILABLE=false
+            docker buildx rm "$BUILDER_NAME" > /dev/null 2>&1 || true
           fi
-          docker buildx inspect --bootstrap > /dev/null 2>&1
           
-          # 构建builder基础镜像（带重试，buildx容器偶发不稳定）
-          echo "构建 worker-base-builder..."
-          for attempt in 1 2 3; do
-            if docker buildx build --load -f infra/docker/worker-base-builder.Dockerfile -t "$BASE_BUILDER" .; then
-              echo "worker-base-builder 构建成功"
-              break
+          build_base() {
+            local df="$1"
+            local tag="$2"
+            local name="$3"
+            if [ "$BUILDX_AVAILABLE" = true ]; then
+              echo "构建 $name（buildx）..."
+              if docker buildx build --load -f "$df" -t "$tag" . > /dev/null 2>&1; then
+                echo "$name 构建成功"
+                return 0
+              fi
+              echo "buildx失败，回退到普通docker build"
+              BUILDX_AVAILABLE=false
+              docker buildx rm "$BUILDER_NAME" > /dev/null 2>&1 || true
             fi
-            echo "worker-base-builder 构建失败，重试 $attempt/3..."
-            docker buildx rm "$BUILDER_NAME" 2>/dev/null || true
-            docker buildx create --use --name "$BUILDER_NAME" --driver docker-container
-            sleep 3
-          done
+            echo "构建 $name（docker build）..."
+            docker build -f "$df" -t "$tag" .
+          }
           
-          # 构建runtime基础镜像
-          echo "构建 worker-base-runtime..."
-          for attempt in 1 2 3; do
-            if docker buildx build --load -f infra/docker/worker-base-runtime.Dockerfile -t "$BASE_RUNTIME" .; then
-              echo "worker-base-runtime 构建成功"
-              break
-            fi
-            echo "worker-base-runtime 构建失败，重试 $attempt/3..."
-            docker buildx rm "$BUILDER_NAME" 2>/dev/null || true
-            docker buildx create --use --name "$BUILDER_NAME" --driver docker-container
-            sleep 3
-          done
+          build_base infra/docker/worker-base-builder.Dockerfile "$BASE_BUILDER" "worker-base-builder"
+          build_base infra/docker/worker-base-runtime.Dockerfile "$BASE_RUNTIME" "worker-base-runtime"
           
           echo "fallback=true" >> $GITHUB_OUTPUT
           echo "基础镜像本地构建完成"