diff --git a/.gitea/workflows/deploy-server.yml b/.gitea/workflows/deploy-server.yml
index b478b5c..ed77eeb 100644
--- a/.gitea/workflows/deploy-server.yml
+++ b/.gitea/workflows/deploy-server.yml
@@ -17,13 +17,10 @@ jobs:
       - name: Checkout
         uses: actions/checkout@v4
 
-      - name: Compile (Go 控制面, golang:1.25 容器内构建)
-        run: |
-          mkdir -p "$HOME/.cache/pangolin-ci/gomod" "$HOME/.cache/pangolin-ci/gobuild"
-          docker run --rm -v "$PWD:/w" -w /w \
-            -v "$HOME/.cache/pangolin-ci/gomod:/go/pkg/mod" \
-            -v "$HOME/.cache/pangolin-ci/gobuild:/root/.cache/go-build" \
-            golang:1.25 bash scripts/ci/compile-backend.sh
+      # 直接在 runner 跑(不嵌套 docker,避免 DinD 挂载失败)。runner 镜像的 go
+      # 若旧于 go.mod 要求(1.25.10),Go 工具链会经 GOPROXY=goproxy.cn 自动下载对应版本。
+      - name: Compile (Go 控制面)
+        run: bash scripts/ci/compile-backend.sh
 
       - name: Test (go test)
         run: bash scripts/ci/test.sh server
diff --git a/scripts/ci/test.sh b/scripts/ci/test.sh
index 6dd9210..fbb0c49 100755
--- a/scripts/ci/test.sh
+++ b/scripts/ci/test.sh
@@ -21,15 +21,10 @@ TARGET="${1:-}"
 
 case "$TARGET" in
   server)
-    mkdir -p "$HOME/.cache/pangolin-ci/gomod" "$HOME/.cache/pangolin-ci/gobuild"
-    echo "==> test: go test ./... (golang:1.25 容器)"
-    docker run --rm \
-      -v "$PWD/server:/app" -w /app \
-      -v "$HOME/.cache/pangolin-ci/gomod:/go/pkg/mod" \
-      -v "$HOME/.cache/pangolin-ci/gobuild:/root/.cache/go-build" \
-      -e GOPROXY="$GOPROXY" \
-      golang:1.25 \
-      go test ./...
+    # 直接在 runner 跑(不嵌套 docker,避免 DinD 挂载失败)。go.mod 要求的
+    # go 1.25.x 若高于 runner 自带版本,Go 工具链会经 GOPROXY(_env.sh)自动下载。
+    echo "==> test: go test ./..."
+    ( cd server && go test ./... )
     ;;
   client)
     mkdir -p "$HOME/.cache/pangolin-ci/pubcache"