diff --git a/.gitea/workflows/secrets.yml b/.gitea/workflows/secrets.yml
index 1d79698..5317edf 100644
--- a/.gitea/workflows/secrets.yml
+++ b/.gitea/workflows/secrets.yml
@@ -128,71 +128,6 @@ jobs:
             echo "release_id=" >> "$GITHUB_OUTPUT"
           fi
 
-  probe-runners:
-    name: 探测 Runner
-    runs-on: debian
-    outputs:
-      has_linux: ${{ steps.probe.outputs.has_linux }}
-      has_macos: ${{ steps.probe.outputs.has_macos }}
-      has_windows: ${{ steps.probe.outputs.has_windows }}
-    steps:
-      - name: 查询可用 Runner
-        id: probe
-        env:
-          RELEASE_TOKEN: ${{ secrets.RELEASE_TOKEN }}
-        run: |
-          fallback_all() {
-            echo "has_linux=true" >> "$GITHUB_OUTPUT"
-            echo "has_macos=true" >> "$GITHUB_OUTPUT"
-            echo "has_windows=true" >> "$GITHUB_OUTPUT"
-          }
-
-          if [ -z "$RELEASE_TOKEN" ]; then
-            echo "未配置 RELEASE_TOKEN，默认尝试所有平台"
-            fallback_all; exit 0
-          fi
-
-          command -v jq >/dev/null 2>&1 || (sudo apt-get update -qq && sudo apt-get install -y -qq jq)
-
-          http_code=$(curl -sS -o /tmp/runners.json -w '%{http_code}' \
-            -H "Authorization: token $RELEASE_TOKEN" \
-            "${{ github.server_url }}/api/v1/repos/${{ github.repository }}/actions/runners")
-
-          if [ "$http_code" != "200" ]; then
-            echo "Runner API 返回 HTTP ${http_code}，默认尝试所有平台"
-            fallback_all; exit 0
-          fi
-
-          has_runner() {
-            local label="$1"
-            jq -e --arg label "$label" '
-              (.runners // .data // . // [])
-              | any(
-                  (
-                    (.online == true)
-                    or (
-                      ((.status // "") | ascii_downcase)
-                      | IN("online", "idle", "busy", "active")
-                    )
-                  )
-                  and (
-                    (.labels // [])
-                    | map(if type == "object" then (.name // .label // "") else tostring end | ascii_downcase)
-                    | index($label)
-                  ) != null
-                )
-            ' /tmp/runners.json >/dev/null
-          }
-
-          for pair in "debian:has_linux" "darwin-arm64:has_macos" "windows:has_windows"; do
-            label="$(printf '%s' "${pair%%:*}" | tr '[:upper:]' '[:lower:]')"; key="${pair##*:}"
-            if has_runner "$label"; then
-              echo "${key}=true" >> "$GITHUB_OUTPUT"
-            else
-              echo "${key}=false" >> "$GITHUB_OUTPUT"
-            fi
-          done
-
   check:
     name: 质量检查 (fmt / clippy / test)
     runs-on: debian
@@ -227,10 +162,9 @@ jobs:
 
   build-linux:
     name: Build (x86_64-unknown-linux-musl)
-    needs: [version, probe-runners, check]
-    if: always() && needs.check.result == 'success' && needs.probe-runners.outputs.has_linux == 'true'
+    needs: [version, check]
     runs-on: debian
-    timeout-minutes: 1
+    timeout-minutes: 10
     steps:
       - name: 安装依赖
         run: |
@@ -276,10 +210,10 @@ jobs:
 
   build-macos:
     name: Build (aarch64-apple-darwin)
-    needs: [version, probe-runners, check]
-    if: always() && needs.check.result == 'success' && needs.probe-runners.outputs.has_macos == 'true'
+    needs: [version, check]
+    if: vars.BUILD_MACOS != 'false'
     runs-on: darwin-arm64
-    timeout-minutes: 1
+    timeout-minutes: 10
     steps:
       - name: 安装依赖
         run: |
@@ -323,10 +257,10 @@ jobs:
 
   build-windows:
     name: Build (x86_64-pc-windows-msvc)
-    needs: [version, probe-runners, check]
-    if: always() && needs.check.result == 'success' && needs.probe-runners.outputs.has_windows == 'true'
+    needs: [version, check]
+    if: vars.BUILD_WINDOWS == 'true'
     runs-on: windows
-    timeout-minutes: 1
+    timeout-minutes: 10
     steps:
       - name: 安装依赖
         shell: pwsh
@@ -374,8 +308,8 @@ jobs:
 
   publish-release:
     name: 发布草稿 Release
-    needs: [version, check, build-linux, build-macos, build-windows]
-    if: always() && needs.version.outputs.release_id != ''
+    needs: [version, build-linux]
+    if: needs.version.outputs.release_id != ''
     runs-on: debian
     timeout-minutes: 2
     steps:
@@ -385,21 +319,11 @@ jobs:
         run: |
           [ -z "$RELEASE_TOKEN" ] && exit 0
 
-          version_r="${{ needs.version.result }}"
-          check_r="${{ needs.check.result }}"
           linux_r="${{ needs.build-linux.result }}"
-          macos_r="${{ needs.build-macos.result }}"
-          windows_r="${{ needs.build-windows.result }}"
-
-          for result in "$version_r" "$check_r" "$linux_r" "$macos_r" "$windows_r"; do
-            case "$result" in
-              success|skipped) ;;
-              *)
-                echo "存在失败或取消的 job，保留草稿 Release"
-                exit 0
-                ;;
-            esac
-          done
+          if [ "$linux_r" != "success" ]; then
+            echo "Linux 构建未成功 (${linux_r})，保留草稿 Release"
+            exit 0
+          fi
 
           release_api="${{ github.server_url }}/api/v1/repos/${{ github.repository }}/releases/${{ needs.version.outputs.release_id }}"
           http_code=$(curl -sS -o /tmp/publish-release.json -w '%{http_code}' \
@@ -416,7 +340,7 @@ jobs:
 
   notify:
     name: 通知
-    needs: [version, probe-runners, check, build-linux, build-macos, build-windows, publish-release]
+    needs: [version, check]
     if: always() && github.event_name == 'push'
     runs-on: debian
     timeout-minutes: 1
@@ -427,6 +351,7 @@ jobs:
       - name: 发送飞书通知
         env:
           WEBHOOK_URL: ${{ vars.WEBHOOK_URL }}
+          RELEASE_TOKEN: ${{ secrets.RELEASE_TOKEN }}
         run: |
           [ -z "$WEBHOOK_URL" ] && exit 0
           command -v jq >/dev/null 2>&1 || (sudo apt-get update -qq && sudo apt-get install -y -qq jq)
@@ -438,25 +363,40 @@ jobs:
 
           version_r="${{ needs.version.result }}"
           check_r="${{ needs.check.result }}"
-          linux_r="${{ needs.build-linux.result }}"
-          macos_r="${{ needs.build-macos.result }}"
-          windows_r="${{ needs.build-windows.result }}"
-          publish_r="${{ needs.publish-release.result }}"
 
-          if [ "$version_r" = "success" ] && [ "$check_r" = "success" ] \
-            && [ "$linux_r" != "failure" ] && [ "$linux_r" != "cancelled" ] \
-            && [ "$macos_r" != "failure" ] && [ "$macos_r" != "cancelled" ] \
-            && [ "$windows_r" != "failure" ] && [ "$windows_r" != "cancelled" ] \
-            && [ "$publish_r" != "failure" ] && [ "$publish_r" != "cancelled" ]; then
-            status="构建成功 ✅"
+          # 通过 API 查询当前 run 的构建 job 状态（best-effort）
+          linux_r="unknown"; macos_r="unknown"; windows_r="unknown"; publish_r="unknown"
+          if [ -n "$RELEASE_TOKEN" ]; then
+            sleep 3
+            run_api="${{ github.server_url }}/api/v1/repos/${{ github.repository }}/actions/tasks"
+            http_code=$(curl -sS -o /tmp/jobs.json -w '%{http_code}' \
+              -H "Authorization: token $RELEASE_TOKEN" "$run_api" 2>/dev/null) || true
+            if [ "$http_code" = "200" ] && [ -f /tmp/jobs.json ]; then
+              get_status() {
+                jq -r --arg name "$1" '
+                  (.workflow_runs // .task_runs // . // [])[]?
+                  | select(.name == $name)
+                  | .status // "unknown"
+                ' /tmp/jobs.json 2>/dev/null | head -1
+              }
+              s=$(get_status "Build (x86_64-unknown-linux-musl)"); [ -n "$s" ] && linux_r="$s"
+              s=$(get_status "Build (aarch64-apple-darwin)"); [ -n "$s" ] && macos_r="$s"
+              s=$(get_status "Build (x86_64-pc-windows-msvc)"); [ -n "$s" ] && windows_r="$s"
+              s=$(get_status "发布草稿 Release"); [ -n "$s" ] && publish_r="$s"
+            fi
+          fi
+
+          if [ "$version_r" = "success" ] && [ "$check_r" = "success" ]; then
+            status="检查通过 ✅"
           else
-            status="构建失败 ❌"
+            status="检查失败 ❌"
           fi
 
           icon() {
             case "$1" in
               success) echo "✅" ;;
               skipped) echo "⏭" ;;
+              unknown) echo "⏳" ;;
               *) echo "❌" ;;
             esac
           }
@@ -471,6 +411,7 @@ jobs:
           fi
 
           msg="${msg}
+          质量检查：$(icon "$check_r")
           构建结果：linux$(icon "$linux_r") macOS$(icon "$macos_r") windows$(icon "$windows_r")
           Release：$(icon "$publish_r")
           提交：${commit}