diff --git a/.gitea/workflows/ci-cd.yml b/.gitea/workflows/ci-cd.yml
index 62c9ea68e..3857fbb50 100644
--- a/.gitea/workflows/ci-cd.yml
+++ b/.gitea/workflows/ci-cd.yml
@@ -151,6 +151,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -221,6 +222,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -337,6 +339,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -386,6 +389,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -447,6 +451,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -508,6 +513,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -572,6 +578,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -607,6 +614,7 @@ jobs:
 
         '
     - name: Notify job start
+      continue-on-error: true
       shell: sh
       env:
         CI_NOTIFY_WEBHOOK: ${{ secrets.CI_NOTIFY_WEBHOOK }}
@@ -638,6 +646,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on success
+      continue-on-error: true
       if: success()
       shell: sh
       env:
@@ -648,6 +657,7 @@ jobs:
 
         '
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -687,6 +697,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -726,6 +737,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -800,6 +812,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -874,6 +887,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -957,6 +971,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -992,6 +1007,7 @@ jobs:
 
         '
     - name: Notify job start
+      continue-on-error: true
       shell: sh
       env:
         CI_NOTIFY_WEBHOOK: ${{ secrets.CI_NOTIFY_WEBHOOK }}
@@ -1029,6 +1045,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on success
+      continue-on-error: true
       if: success()
       shell: sh
       env:
@@ -1039,6 +1056,7 @@ jobs:
 
         '
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -1078,6 +1096,7 @@ jobs:
       shell: sh
       run: "set +eu\nif [ -n \"$JOB_START_TIME\" ]; then\n  END_TIME=$(date +%s)\n  DURATION=$((END_TIME - JOB_START_TIME))\n  MINS=$((DURATION / 60))\n  SECS=$((DURATION % 60))\n  echo \"JOB_DURATION_SECONDS=$DURATION\" >> $GITHUB_ENV\n  echo \"=== Job Duration: ${MINS}m${SECS}s ===\"\nelse\n  echo \"JOB_DURATION_SECONDS=0\" >> $GITHUB_ENV\n  echo \"=== Job Duration: unknown ===\"\nfi\n"
     - name: Notify on failure
+      continue-on-error: true
       if: failure()
       shell: sh
       env:
@@ -1087,3 +1106,4 @@ jobs:
         NOTIFY_MODE=failure JOB_NAME="Production Browser E2E" python3 scripts/ci_notify.py
 
         '
+
diff --git a/scripts/ci_notify.py b/scripts/ci_notify.py
index 6aa2d641c..8d897fe3a 100644
--- a/scripts/ci_notify.py
+++ b/scripts/ci_notify.py
@@ -76,24 +76,24 @@ def main() -> int:
 
     # 根据模式设置标题、状态、颜色
     if mode == "start":
-        title = "🔄 CI 任务开始"
+        title = "🔄 CI构建任务开始"
         status = "blue"
         button_text = "查看进度"
         button_type = "primary"
     elif mode == "success":
-        title = f"✅ {job_name} 成功"
+        title = f"✅ CI构建成功 - {job_name}"
         status = "green"
         button_text = "查看详情"
         button_type = "primary"
     else:  # failure
-        title = f"❌ {job_name} 失败"
+        title = f"❌ CI构建失败 - {job_name}"
         status = "red"
         button_text = "查看失败日志"
         button_type = "danger"
 
-    # 构建卡片内容
+    # 构建卡片内容（含关键词"CI构建"以通过飞书机器人关键词校验）
     content_lines = []
-    content_lines.append(f"**任务**: {job_name}")
+    content_lines.append(f"**CI构建任务**: {job_name}")
 
     if mode != "start":
         content_lines.append(f"**耗时**: {duration}")
@@ -169,8 +169,7 @@ def main() -> int:
             pass
     except Exception as e:
         print(f"通知发送失败: {e}", file=sys.stderr)
-        # 通知失败不阻断CI主流程，仅打印告警
-        return 0
+        return 1
 
     return 0