diff --git a/.gitea/workflows/ci.yml b/.gitea/workflows/ci.yml
index bb73040..4b98af7 100644
--- a/.gitea/workflows/ci.yml
+++ b/.gitea/workflows/ci.yml
@@ -50,8 +50,8 @@ jobs:
           /tmp/ci-venv-test/bin/pytest tests/ -m "not e2e" -x -q
 
   # ── Job 3: CI 失败通知 ───────────────────────────────
-  # v1.23 不支持 failure()，用 always() + shell 检查 commit status 替代
-  # 修复：只有明确的 failure 才发通知，空状态/未知状态不发（避免误报）
+  # 使用 needs.<job>.result 直接判断，不查询 commit status API
+  # 根因：notify 自身的 pending status 会污染 commit status 查询结果（竞态条件）
   notify-on-failure:
     runs-on: macos-arm64
     needs: [lint, test]
@@ -60,32 +60,34 @@ jobs:
       - name: Check results and notify
         env:
           GITEA_TOKEN: ${{ secrets.GITEA_TOKEN }}
+          LINT_RESULT: ${{ needs.lint.result }}
+          TEST_RESULT: ${{ needs.test.result }}
         run: |
-          # 查询当前 commit 的 status
-          STATUS=$(curl -sf \
-            -H "Authorization: token $GITEA_TOKEN" \
-            "${{ gitea.api_url }}/repos/${{ gitea.repository }}/commits/${{ gitea.sha }}/status" \
-            | python3 -c "import sys,json; print(json.load(sys.stdin).get('state',''))" 2>/dev/null || echo "")
+          echo "Lint result: $LINT_RESULT"
+          echo "Test result: $TEST_RESULT"
 
-          echo "Commit status: [$STATUS]"
-
-          # 只在明确 failure 时发通知（空/unknown/success/pending 都不发）
-          if [ "$STATUS" = "failure" ]; then
-            echo "CI explicitly failed, sending notification..."
+          # 只有 lint 或 test 明确失败时才发通知
+          if [ "$LINT_RESULT" = "failure" ] || [ "$TEST_RESULT" = "failure" ]; then
+            echo "CI has failures, sending notification..."
 
             # 如果是 PR 事件，写评论通知
             PR_NUMBER="${{ gitea.event.pull_request.number }}"
             if [ -n "$PR_NUMBER" ]; then
+              # 构建失败摘要
+              FAILED_JOBS=""
+              [ "$LINT_RESULT" = "failure" ] && FAILED_JOBS="${FAILED_JOBS}lint "
+              [ "$TEST_RESULT" = "failure" ] && FAILED_JOBS="${FAILED_JOBS}test "
+
               curl -sf -X POST \
                 -H "Authorization: token $GITEA_TOKEN" \
                 -H "Content-Type: application/json" \
                 "${{ gitea.api_url }}/repos/${{ gitea.repository }}/issues/${PR_NUMBER}/comments" \
-                -d "{\"body\": \"[CI] 失败\\n\\n分支: ${{ gitea.ref_name }}\\n触发 commit: \`${{ gitea.sha }}\`\\n请检查 CI 日志并修复。\"}" \
+                -d "{\"body\": \"[CI] 失败\\n\\n分支: ${{ gitea.ref_name }}\\n触发 commit: \`${{ gitea.sha }}\`\\n失败 Job: ${FAILED_JOBS}\\n请检查 CI 日志并修复。\"}" \
                 || echo "Failed to post PR comment"
               echo "PR comment posted."
             else
               echo "Not a PR event, skipping PR comment."
             fi
           else
-            echo "CI status is [$STATUS], no failure notification needed."
+            echo "No explicit failures (results: lint=$LINT_RESULT, test=$TEST_RESULT), no notification needed."
           fi