diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index cac7996..1bf4eeb 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -19,7 +19,12 @@ permissions:
   contents: read
 
 jobs:
+  # 预热 Go 依赖缓存
+  go-cache:
+    uses: ./.github/workflows/go-cache.yaml
+
   build-web:
+    needs: go-cache
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
@@ -44,7 +49,7 @@ jobs:
             cache: yarn
             cache-dependency-path: 'src/webapp/yarn.lock'
 
-      - uses: actions/setup-go@v5
+      - uses: actions/setup-go@v6
         if: ${{ steps.cache_web_build.outputs.cache-hit != 'true' && github.event.inputs.is_force != 'true' }}
         with:
           go-version: '1.25'
diff --git a/.github/workflows/go-cache.yaml b/.github/workflows/go-cache.yaml
new file mode 100644
index 0000000..a1cec6e
--- /dev/null
+++ b/.github/workflows/go-cache.yaml
@@ -0,0 +1,35 @@
+# Go 依赖缓存预热
+# 确保 setup-go 的内置缓存包含所有 Go 模块依赖
+# 其他 workflow 通过 workflow_call 调用此 workflow 作为前置 job
+name: Go Cache
+on:
+  # 允许其他 workflow 调用（reusable workflow）
+  workflow_call:
+  # go.mod/go.sum 变更时自动预热
+  push:
+    branches:
+      - '*'
+    paths:
+      - 'go.mod'
+      - 'go.sum'
+  # 支持手动触发（强制刷新缓存）
+  workflow_dispatch:
+
+permissions:
+  contents: read
+
+jobs:
+  warmup:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: actions/setup-go@v6
+        with:
+          go-version: '1.25'
+          cache: true
+          cache-dependency-path: '**/go.sum'
+
+      # 显式下载所有依赖，确保 setup-go 的 post step 保存的缓存是完整的
+      - name: Download all Go modules
+        run: go mod download
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index dbbe189..0a13da7 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -22,7 +22,12 @@ env:
   IS_DRY_RUN: ${{ github.event_name == 'workflow_dispatch' && github.event.inputs.dry_run == 'true' }}
 
 jobs:
+  # 预热 Go 依赖缓存
+  go-cache:
+    uses: ./.github/workflows/go-cache.yaml
+
   release-bins-sharded:
+    needs: go-cache
     runs-on: ubuntu-latest
     permissions:
       contents: read
@@ -47,7 +52,7 @@ jobs:
           else
             echo "GIT_TAG=`echo $(git describe --tags --abbrev=0)`" >> $GITHUB_ENV
           fi
-      - uses: actions/setup-go@v5
+      - uses: actions/setup-go@v6
         with:
           go-version: '1.25'
           cache: true
diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml
index 01916bb..5949707 100644
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -7,13 +7,18 @@ on:
     branches:
       - '*'
 jobs:
+  # 预热 Go 依赖缓存（调用 reusable workflow）
+  go-cache:
+    uses: ./.github/workflows/go-cache.yaml
+
   build:
+    needs: go-cache
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v4
       - name: Set up Go
-        uses: actions/setup-go@v5
+        uses: actions/setup-go@v6
         with:
           go-version: '1.25'
           cache: true
@@ -25,12 +30,13 @@ jobs:
       - name: Build
         run: make build-web bililive
   test:
+    needs: go-cache
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v4
       - name: Set up Go
-        uses: actions/setup-go@v5
+        uses: actions/setup-go@v6
         with:
           go-version: '1.25'
           cache: true
@@ -45,6 +51,7 @@ jobs:
         uses: codecov/codecov-action@v2
   lint:
     name: Lint
+    needs: go-cache
     runs-on: ubuntu-latest
     if: github.event_name == 'pull_request'
     timeout-minutes: 3
@@ -53,7 +60,7 @@ jobs:
         with:
           fetch-depth: 1
       - name: Setup Go
-        uses: actions/setup-go@v5
+        uses: actions/setup-go@v6
         with:
           go-version: '1.25'
           cache: true
@@ -64,14 +71,15 @@ jobs:
           args: --build-tags=dev
   check-agents:
     name: Check AI Instruction Files
+    needs: go-cache
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v4
       - name: Setup Go
-        uses: actions/setup-go@v5
+        uses: actions/setup-go@v6
         with:
           go-version: '1.25'
           cache: true
           cache-dependency-path: '**/go.sum'
       - name: Check AI instruction files consistency
-        run: make check-agents
\ No newline at end of file
+        run: make check-agents
diff --git a/src/cmd/build/build_go_binary.go b/src/cmd/build/build_go_binary.go
index 7236797..5e50cc9 100644
--- a/src/cmd/build/build_go_binary.go
+++ b/src/cmd/build/build_go_binary.go
@@ -138,7 +138,8 @@ func BuildGoBinaryWithOutput(isDev bool, outputPath string) {
 	log.Print(cmd.String())
 	err := cmd.Run()
 	if err != nil {
-		fmt.Printf("Command finished with error: %v", err)
+		fmt.Printf("Command finished with error: %v\n", err)
+		os.Exit(1)
 	}
 }
 
diff --git a/src/hack/release.sh b/src/hack/release.sh
index 27f7fb6..4c3f06d 100755
--- a/src/hack/release.sh
+++ b/src/hack/release.sh
@@ -46,8 +46,35 @@ if [ "$SHARD_INDEX" -ge "$SHARD_TOTAL" ]; then SHARD_INDEX=$((SHARD_INDEX % SHAR
 echo "[deps] Warming Go module cache..."
 go mod download >/dev/null 2>&1 || true
 
-# 生成目标列表并过滤不支持的目标
-TARGETS=$(go tool dist list | awk '!/^(linux\/loong64|android\/|ios\/|js\/wasm)/')
+# 明确支持的目标平台列表（白名单）
+# 避免使用 go tool dist list 全量列表，因为很多冷门平台的第三方库（如 modernc.org/sqlite、gopsutil）不支持
+TARGETS="
+linux/amd64
+linux/arm64
+linux/arm
+linux/386
+linux/mips
+linux/mips64
+linux/mips64le
+linux/mipsle
+linux/ppc64
+linux/ppc64le
+linux/riscv64
+linux/s390x
+darwin/amd64
+darwin/arm64
+windows/amd64
+windows/arm64
+windows/386
+freebsd/amd64
+freebsd/arm64
+openbsd/amd64
+openbsd/arm64
+netbsd/amd64
+netbsd/arm64
+"
+# 去除空行
+TARGETS=$(echo "$TARGETS" | sed '/^$/d')
 echo "[shard] TOTAL=${SHARD_TOTAL} INDEX=${SHARD_INDEX}"
 
 i=0