diff --git a/chat-intent-router.mjs b/chat-intent-router.mjs
index 4ec0899..d1c4773 100644
--- a/chat-intent-router.mjs
+++ b/chat-intent-router.mjs
@@ -208,6 +208,40 @@ export function isMemoryRecallQuestion(text) {
   return MEMORY_RECALL_PATTERNS.some((pattern) => pattern.test(normalized));
 }
 
+const PAGE_WORKFLOW_QUERY_PATTERNS = [
+  /(?:生成|做成|整理|排版|导出|发布).{0,8}(?:页面|网页|html|专题|报告页|推文)/iu,
+  /(?:mindspace|MindSpace)/u,
+  /每日新闻/u,
+];
+
+const PAGE_WORKFLOW_MEMORY_PATTERNS = [
+  /(?:做成|生成|整理|排版).{0,8}(?:页面|网页|html|专题|报告)/iu,
+  /每日新闻/u,
+  /(?:mindspace|MindSpace)/u,
+  /页面.{0,8}(?:偏好|习惯|模板)/u,
+];
+
+export function queryImpliesPageWorkflow(text) {
+  const normalized = String(text ?? '').trim();
+  if (!normalized) return false;
+  return PAGE_WORKFLOW_QUERY_PATTERNS.some((pattern) => pattern.test(normalized));
+}
+
+function isPageWorkflowMemory(text) {
+  const normalized = String(text ?? '').trim();
+  if (!normalized) return false;
+  return PAGE_WORKFLOW_MEMORY_PATTERNS.some((pattern) => pattern.test(normalized));
+}
+
+export function shouldSkipAmbiguousMemoryQuery(text) {
+  const normalized = String(text ?? '').trim();
+  if (!normalized) return true;
+  if (isMemoryRecallQuestion(normalized)) return false;
+  if (pgvectorMemoryBackendInternals.extractKeywordTerms(normalized).length > 0) return false;
+  // Short acknowledgements/fillers without a topic anchor (e.g. 「可以」「先不聊了」).
+  return normalized.length <= 4;
+}
+
 function memoryItemText(item) {
   return String(item?.text ?? item?.memory_text ?? item?.content ?? '').trim();
 }
@@ -229,6 +263,13 @@ export function scoreAgentMemoryCandidate(item, query) {
   }
   let score = (lexical * 100) + keywordBoost;
   if (isEpisodicMemoryItem(item) && score > 0) score += 5;
+  if (
+    isPageWorkflowMemory(text)
+    && !queryImpliesPageWorkflow(query)
+    && !isMemoryRecallQuestion(query)
+  ) {
+    score -= 100;
+  }
   return score;
 }
 
@@ -1366,6 +1407,11 @@ export function createChatIntentRouter(options = {}) {
       agentMemoryMetrics.lastReason = 'intervention_skip';
       return { ...base, reason: 'intervention_skip' };
     }
+    if (shouldSkipAmbiguousMemoryQuery(text)) {
+      agentMemoryMetrics.skipped += 1;
+      agentMemoryMetrics.lastReason = 'ambiguous_query_skip';
+      return { ...base, reason: 'ambiguous_query_skip' };
+    }
     const startedAt = Date.now();
     try {
       let personalFailed = false;
diff --git a/chat-intent-router.test.mjs b/chat-intent-router.test.mjs
index a15dcfe..cd4be9c 100644
--- a/chat-intent-router.test.mjs
+++ b/chat-intent-router.test.mjs
@@ -31,6 +31,7 @@ import {
   resolveChatIntentRouterPolicy,
   mergeAgentMemoryCandidates,
   scoreAgentMemoryCandidate,
+  shouldSkipAmbiguousMemoryQuery,
 } from './chat-intent-router.mjs';
 
 /** Ambiguous user text that should miss FAQ/rules and exercise LLM router paths in tests. */
@@ -1398,6 +1399,66 @@ test('scoreAgentMemoryCandidate boosts episodic matches when topic overlap exist
   assert.ok(episodicScore > personalScore);
 });
 
+test('shouldSkipAmbiguousMemoryQuery skips filler without topic anchor', () => {
+  assert.equal(shouldSkipAmbiguousMemoryQuery('可以'), true);
+  assert.equal(shouldSkipAmbiguousMemoryQuery('我们继续聊聊德川家康'), false);
+  assert.equal(shouldSkipAmbiguousMemoryQuery('9岁小孩教育'), false);
+  assert.equal(shouldSkipAmbiguousMemoryQuery('你记得我们聊过什么吗'), false);
+});
+
+test('agent memory skips resolve for ambiguous short filler', async () => {
+  const calls = [];
+  const router = createChatIntentRouter({
+    env: {
+      MEMORY_AGENT_RESOLVE_ENABLED: '1',
+      MEMORY_AGENT_INJECTION_MODE: 'active',
+    },
+    memoryV2: {
+      async resolve(input) {
+        calls.push(input);
+        return { memories: [{ label: 'preference', text: '每日新闻页面偏好' }] };
+      },
+    },
+  });
+
+  const result = await router.resolveAgentMemoryContext({
+    userId: 'user-tang',
+    text: '可以',
+  });
+
+  assert.equal(result.skipped, true);
+  assert.equal(result.reason, 'ambiguous_query_skip');
+  assert.equal(result.memories.length, 0);
+  assert.equal(calls.length, 0);
+});
+
+test('agent memory merge demotes page workflow memories when query is general chat', () => {
+  const merged = mergeAgentMemoryCandidates({
+    query: '9岁小孩教育，孩子玩手机超时怎么办',
+    limit: 2,
+    personalMemories: [
+      { id: 'personal:news', label: 'preference', text: '用户希望整理每日新闻并做成页面发布' },
+      { id: 'personal:kid', label: 'experience', text: '用户关心9岁孩子教育与手机使用边界' },
+    ],
+  });
+
+  assert.equal(merged[0].id, 'personal:kid');
+});
+
+test('scoreAgentMemoryCandidate penalizes page workflow memories on general chat', () => {
+  const pageScore = scoreAgentMemoryCandidate({
+    id: 'personal:news',
+    label: 'preference',
+    text: '用户希望整理每日新闻并做成页面发布',
+  }, '可以，我们继续聊孩子教育');
+  const topicScore = scoreAgentMemoryCandidate({
+    id: 'personal:kid',
+    label: 'experience',
+    text: '用户关心9岁孩子教育与手机使用边界',
+  }, '可以，我们继续聊孩子教育');
+  assert.ok(topicScore > pageScore);
+});
+
 test('active agent memory context is hidden from displayText but available to orchestration envelope', () => {
   const enriched = applyAgentOrchestrationToUserMessage(
     {
diff --git a/scheduled-task-executor.mjs b/scheduled-task-executor.mjs
index f9db16a..79242e4 100644
--- a/scheduled-task-executor.mjs
+++ b/scheduled-task-executor.mjs
@@ -30,6 +30,8 @@ export function buildScheduledTaskExecutionPrompt(task, {
     `任务要求：${task.taskSpec}`,
     '执行约束：',
     '- 这是系统自动触发的定时任务，请直接完成可交付结果，不要反问用户。',
+    '- 禁止向用户追问时间、频率或任务内容；taskSpec 已是完整执行说明。',
+    '- 禁止调用 scheduled_task_create / scheduled_task_list / scheduled_task_cancel；只执行 taskSpec。',
     '- 若需要生成页面，必须先 load_skill → static-page-publish，再 write_file 到 public/*.html，并给出正式可访问 URL。',
     '- 若只需摘要/文本，给出完整中文结果摘要。',
     '- 完成后在回复中明确写出交付结果（链接或摘要）。',
@@ -69,6 +71,31 @@ export function formatScheduledTaskDeliveryMessage(task, deliveryText) {
   return `${header}\n\n${body}`.trim();
 }
 
+const SCHEDULED_TASK_CLARIFICATION_PATTERNS = [
+  /需确认/u,
+  /请确认/u,
+  /请问/u,
+  /未指定/u,
+  /需要澄清/u,
+  /在创建前需要确认/u,
+  /信息不完整/u,
+  /具体几点/u,
+  /缺(?:少|失)/u,
+];
+
+export function looksLikeScheduledTaskNonDelivery(text) {
+  const normalized = String(text ?? '').trim();
+  if (!normalized) return true;
+  if (SCHEDULED_TASK_CLARIFICATION_PATTERNS.some((pattern) => pattern.test(normalized))) {
+    return true;
+  }
+  if (/https?:\/\//i.test(normalized)) return false;
+  if (/public\/[^\s]+\.html/i.test(normalized)) return false;
+  if (/页面链接/u.test(normalized)) return false;
+  if (/(?:已生成|已完成|交付).{0,24}(?:页面|链接|结果)/u.test(normalized)) return false;
+  return normalized.length < 40;
+}
+
 export async function finalizeScheduledTaskPageDelivery({
   pool,
   userId,
diff --git a/scheduled-task-executor.test.mjs b/scheduled-task-executor.test.mjs
index 1042bec..85466f5 100644
--- a/scheduled-task-executor.test.mjs
+++ b/scheduled-task-executor.test.mjs
@@ -4,6 +4,7 @@ import {
   buildScheduledTaskExecutionPrompt,
   extractScheduledTaskDeliveryText,
   formatScheduledTaskDeliveryMessage,
+  looksLikeScheduledTaskNonDelivery,
 } from './scheduled-task-executor.mjs';
 
 test('buildScheduledTaskExecutionPrompt includes task spec and automation marker', () => {
@@ -19,6 +20,18 @@ test('buildScheduledTaskExecutionPrompt includes task spec and automation marker
   assert.match(text, /每日新闻页/);
   assert.match(text, /搜索今日新闻并生成 HTML 页面/);
   assert.match(text, /Scheduled Automation/);
+  assert.match(text, /禁止调用 scheduled_task_create/);
+});
+
+test('looksLikeScheduledTaskNonDelivery detects clarification replies', () => {
+  assert.equal(
+    looksLikeScheduledTaskNonDelivery('请问 7月31日具体几点执行这个任务？'),
+    true,
+  );
+  assert.equal(
+    looksLikeScheduledTaskNonDelivery('页面已生成：https://example.com/news.html'),
+    false,
+  );
 });
 
 test('extractScheduledTaskDeliveryText reads last assistant message', () => {
diff --git a/scheduled-task-worker.mjs b/scheduled-task-worker.mjs
index c1d1e88..b5bc61d 100644
--- a/scheduled-task-worker.mjs
+++ b/scheduled-task-worker.mjs
@@ -1,6 +1,7 @@
 import {
   executeScheduledTask,
   formatScheduledTaskDeliveryMessage,
+  looksLikeScheduledTaskNonDelivery,
 } from './scheduled-task-executor.mjs';
 
 export function startScheduledTaskWorker({
@@ -77,6 +78,11 @@ export function startScheduledTaskWorker({
             timeoutMs: executionTimeoutMs,
             logger,
           });
+          if (looksLikeScheduledTaskNonDelivery(result.deliveryText)) {
+            const err = new Error('定时任务未产出可交付结果');
+            err.code = 'SCHEDULED_TASK_NON_DELIVERY';
+            throw err;
+          }
           await deliverTaskResult(task, result.deliveryText);
           await scheduledTaskService.markTaskSucceeded(task, {
             result: {
diff --git a/scheduled-task-worker.test.mjs b/scheduled-task-worker.test.mjs
index 31bd9d2..b8cf693 100644
--- a/scheduled-task-worker.test.mjs
+++ b/scheduled-task-worker.test.mjs
@@ -123,3 +123,55 @@ test('scheduled task worker marks failure after execution error', async () => {
 
   assert.deepEqual(calls, ['failed:3:agent timeout', 'notify:scheduled_task_failed']);
 });
+
+test('scheduled task worker marks failure when agent only asks for clarification', async () => {
+  const calls = [];
+  const task = {
+    id: 'task-3',
+    userId: 'user-3',
+    title: '每日诗意清晨',
+    recurrence: 'daily',
+    notifyChannel: 'web',
+    attempts: 1,
+  };
+  const worker = startScheduledTaskWorker({
+    intervalMs: 60_000,
+    userAuth: { id: 'user-auth' },
+    tkmindProxy: { id: 'proxy' },
+    scheduledTaskService: {
+      async listDueTasks() {
+        return [task];
+      },
+      async lockTask() {
+        return task;
+      },
+      async markTaskRunning(input) {
+        return input;
+      },
+      async markTaskSucceeded() {
+        calls.push('success');
+      },
+      async markTaskFailed(input, err) {
+        calls.push(`failed:${err.code}`);
+        return { ...input, status: 'failed', lastError: err.message };
+      },
+    },
+    scheduleService: {
+      async createUserNotification(input) {
+        calls.push(`notify:${input.notificationType}`);
+      },
+    },
+    executeTask: async () => ({
+      sessionId: 'session-3',
+      requestId: 'req-3',
+      deliveryText: '请问每天早上几点执行？',
+    }),
+    logger: { warn() {} },
+    runOnStart: false,
+  });
+
+  await worker.runOnce();
+  worker.stop();
+
+  assert.deepEqual(calls, ['failed:SCHEDULED_TASK_NON_DELIVERY', 'notify:scheduled_task_failed']);
+});
diff --git a/wechat-mp.mjs b/wechat-mp.mjs
index 7c5b319..53df969 100644
--- a/wechat-mp.mjs
+++ b/wechat-mp.mjs
@@ -3525,6 +3525,12 @@ export function createWechatMpService({
             wechatScheduleLlmConfigService,
             llmProviderService,
             logger,
+          }).catch((err) => {
+            logger.warn?.(
+              'WeChat MP schedule intent handling failed open:',
+              err instanceof Error ? err.message : err,
+            );
+            return null;
           })
         : null;
     if (scheduleReply) {
diff --git a/wechat/intent/patterns.mjs b/wechat/intent/patterns.mjs
index a7843b1..d42e050 100644
--- a/wechat/intent/patterns.mjs
+++ b/wechat/intent/patterns.mjs
@@ -4,6 +4,7 @@ import {
   isWechatPageEditText,
   isWechatPageRetryText,
 } from './page-continuation.mjs';
+import { shouldUseScheduledTaskAutomation } from '../../scheduled-task-intent.mjs';
 
 export const PAGE_GENERATE_PATTERN =
   /(?:生成|创建|做|写|帮我.*(?:生成|创建|做|写)).*(?:html|页面|网页|page|文件)/iu;
@@ -29,6 +30,7 @@ export const CONNECTIVITY_TEST_PATTERN = /^(测试\s*\d*|test\s*\d*)[!！。.\s]
 export function isPageGenerateText(text) {
   const normalized = String(text ?? '').trim();
   if (!normalized) return false;
+  if (shouldUseScheduledTaskAutomation(normalized)) return false;
   if (PAGE_GENERATE_NEGATION_PATTERN.test(normalized)) return false;
   return (
     PAGE_GENERATE_PATTERN.test(normalized)
diff --git a/wechat/wechat-channel.test.mjs b/wechat/wechat-channel.test.mjs
index a24e596..6c47a00 100644
--- a/wechat/wechat-channel.test.mjs
+++ b/wechat/wechat-channel.test.mjs
@@ -33,6 +33,15 @@ test('classifyWechatIntent detects page.generate', () => {
   assert.equal(isPageGenerateIntent({ msgType: 'text', agentText: intent.topic }), true);
 });
 
+test('classifyWechatIntent keeps scheduled automation on chat.general', () => {
+  const intent = classifyWechatIntent({
+    msgType: 'text',
+    agentText: '我想创建一个定时执行任务，今晚 21:45 分执行做新闻页面',
+  });
+  assert.equal(intent.kind, 'chat.general');
+  assert.equal(isPageGenerateIntent({ msgType: 'text', agentText: intent.text }), false);
+});
+
 test('classifyWechatIntent detects session.reset', () => {
   assert.equal(classifyWechatIntent({ msgType: 'text', agentText: '换话题' }).kind, 'session.reset');
   assert.equal(classifyWechatIntent({ msgType: 'text', agentText: '换新会话' }).kind, 'session.reset');