diff --git a/.github/workflows/syslog-issue-pipeline.yml b/.github/workflows/syslog-issue-pipeline.yml
index 27ac9cfc..996977e7 100644
--- a/.github/workflows/syslog-issue-pipeline.yml
+++ b/.github/workflows/syslog-issue-pipeline.yml
@@ -34,7 +34,12 @@ jobs:
   process:
     name: 📡 处理 SYSLOG 提交 / 广播提问 (Issue)
     runs-on: ubuntu-latest
-    if: contains(toJSON(github.event.issue.labels), 'syslog')
+    # 检测 SYSLOG 提交：通过标签、标题或正文模板字段识别
+    if: >
+      contains(toJSON(github.event.issue.labels), 'syslog') ||
+      contains(github.event.issue.title, 'SYSLOG') ||
+      contains(github.event.issue.title, '系统日志') ||
+      contains(github.event.issue.body, '### 广播编号')
     permissions:
       contents: write
       issues: write
diff --git a/.github/workflows/zhuyuan-issue-reply.yml b/.github/workflows/zhuyuan-issue-reply.yml
index 6b713545..218393aa 100644
--- a/.github/workflows/zhuyuan-issue-reply.yml
+++ b/.github/workflows/zhuyuan-issue-reply.yml
@@ -11,8 +11,14 @@ jobs:
     name: 🤖 铸渊回答问题
     runs-on: ubuntu-latest
     # 仅在 Issue 新建或评论中包含 @铸渊 / 铸渊 时触发
+    # 排除 SYSLOG 提交（由 syslog-issue-pipeline.yml 处理）和 bingshuo-deploy（由 bingshuo-deploy-agent.yml 处理）
     if: >
-      github.event_name == 'issues' ||
+      (github.event_name == 'issues' &&
+       !contains(join(github.event.issue.labels.*.name, ','), 'syslog') &&
+       !contains(join(github.event.issue.labels.*.name, ','), 'bingshuo-deploy') &&
+       !contains(github.event.issue.title, 'SYSLOG') &&
+       !contains(github.event.issue.title, '系统日志') &&
+       !contains(github.event.issue.body, '### 广播编号')) ||
       (github.event_name == 'issue_comment' &&
        contains(github.event.comment.body, '铸渊'))
     permissions:
diff --git a/scripts/zhuyuan-issue-reply.js b/scripts/zhuyuan-issue-reply.js
index 0841d074..68089494 100644
--- a/scripts/zhuyuan-issue-reply.js
+++ b/scripts/zhuyuan-issue-reply.js
@@ -103,6 +103,7 @@ function containsSystemCommand(text) {
 }
 
 // === 判断Issue类型 ===
+const isSyslog = issueLabels.includes('syslog') || /SYSLOG|系统日志/.test(issueTitle) || issueBody.includes('### 广播编号');
 const isProgressQuery = issueLabels.includes('progress-query');
 const isDevQuestion = issueLabels.includes('dev-question');
 
@@ -290,6 +291,12 @@ async function handleCollaboratorComment(user) {
 async function handleIssueTrigger() {
   let reply = '';
 
+  // --- SYSLOG 提交：由 syslog-issue-pipeline 处理，此处跳过 ---
+  if (isSyslog) {
+    console.log('📡 SYSLOG Issue detected, skipping (handled by syslog-issue-pipeline)');
+    return;
+  }
+
   // --- 进度查询（指定开发者）---
   if (isProgressQuery && devInfo) {
     reply = `## ⚒️ 铸渊回复 · 进度查询\n\n`;