diff --git a/frontend/src/views/AgentChat.vue b/frontend/src/views/AgentChat.vue
index 91f87d3..9063af8 100644
--- a/frontend/src/views/AgentChat.vue
+++ b/frontend/src/views/AgentChat.vue
@@ -151,8 +151,8 @@
             <el-tag size="small" :type="agent.status === 'published' ? 'success' : 'warning'">{{ agent.status === 'published' ? '已发布' : agent.status }}</el-tag>
           </div>
           <p class="hint">可以问我任何问题，或者试试下面的示例：</p>
-          <div class="preset-questions">
-            <div class="preset-q" v-for="(q, qi) in getPresetQuestions()" :key="qi" @click="sendPresetQuestion(q)">{{ q }}</div>
+          <div class="preset-questions" v-loading="presetLoading" element-loading-text="正在生成示例问题...">
+            <div class="preset-q" v-for="(q, qi) in presetQuestions" :key="qi" @click="sendPresetQuestion(q)">{{ q }}</div>
           </div>
         </template>
         <template v-else-if="chatMode === 'single'">
@@ -186,10 +186,6 @@
               <el-tag size="small" type="info">{{ msg.orchestrateResult.mode }}</el-tag>
               <span class="orch-agent-count">{{ msg.orchestrateResult.steps.length }} 个 Agent</span>
             </div>
-            <div class="orch-final">
-              <div class="orch-section-title">最终回答</div>
-              <div class="message-text" v-html="renderMarkdown(msg.orchestrateResult.final_answer)"></div>
-            </div>
             <div class="orch-steps">
               <div v-for="(step, si) in msg.orchestrateResult.steps" :key="si" class="orch-step" :class="{ expanded: step._open }">
                 <div class="orch-step-header" @click="step._open = !step._open">
@@ -257,7 +253,7 @@
           <el-button v-if="msg.role === 'user'" link size="small" @click="editMessage(i)" title="编辑"><el-icon><Edit /></el-icon></el-button>
           <el-button v-if="msg.role === 'assistant'" link size="small" @click="copyMessage(msg)" title="复制"><el-icon><DocumentCopy /></el-icon></el-button>
           <el-button link size="small" @click="createBranch(i)" title="从此分支"><el-icon><Share /></el-icon></el-button>
-          <el-button v-if="msg.status === 'error'" link type="danger" size="small" @click="retryMessage(i)" title="重试"><el-icon><Refresh /></el-icon></el-button>
+          <el-button v-if="msg.role === 'assistant' && !loading" link :type="msg.status === 'error' ? 'danger' : undefined" size="small" @click="retryMessage(i)" :title="msg.status === 'error' ? '重试' : '重新生成'"><el-icon><Refresh /></el-icon></el-button>
           <el-button link size="small" @click="deleteMessage(i)" title="删除"><el-icon style="color:var(--el-color-danger)"><Delete /></el-icon></el-button>
         </template>
       </ChatMessageBubble>
@@ -452,7 +448,7 @@
 <script setup lang="ts">
 import { ref, computed, watch, onMounted, onUnmounted, nextTick } from 'vue'
 import { useRoute } from 'vue-router'
-import { ElMessage } from 'element-plus'
+import { ElMessage, ElMessageBox } from 'element-plus'
 import { ChatLineSquare, UserFilled, Promotion, Tools, CaretRight, ChatDotSquare, Select, DocumentCopy, Refresh, VideoPause, Edit, Delete, Headset, Setting, Search, Download, Share, MagicStick } from '@element-plus/icons-vue'
 import MainLayout from '@/components/MainLayout.vue'
 import ChatMessageBubble from '@/components/ChatMessageBubble.vue'
@@ -851,12 +847,13 @@ async function loadAgents() {
 }
 
 async function switchAgent() {
-  if (!currentAgentId.value) { agent.value = null; currentSessionId.value = ''; sessions.value = []; saveState(); nextTick(scrollToBottom); return }
+  if (!currentAgentId.value) { agent.value = null; currentSessionId.value = ''; sessions.value = []; presetQuestions.value = []; saveState(); nextTick(scrollToBottom); return }
   try {
     const resp = await api.get(`/api/v1/agents/${currentAgentId.value}`)
     agent.value = resp.data
     await loadSessions()
     await loadBranches()
+    loadPresetQuestions()
     saveState()
     nextTick(scrollToBottom)
   } catch { ElMessage.error('加载 Agent 失败'); agent.value = null }
@@ -894,16 +891,47 @@ function newSession() {
   nextTick(scrollToBottom)
 }
 
-function getPresetQuestions(): string[] {
-  const name = agent.value?.name || ''; const desc = agent.value?.description || ''
-  const combined = `${name} ${desc}`.toLowerCase()
-  if (combined.includes('代码') || combined.includes('编程') || combined.includes('开发'))
-    return ['帮我写一个 Python 脚本来处理 CSV 文件', '解释一下这段代码的作用和潜在问题', '如何设计一个 RESTful API 接口？']
-  if (combined.includes('写作') || combined.includes('文案') || combined.includes('文章'))
-    return ['帮我写一篇关于 AI 发展的文章大纲', '润色这段文字，让它更加流畅易读', '给我几个吸引眼球的标题方案']
-  if (combined.includes('分析') || combined.includes('数据') || combined.includes('报告'))
-    return ['分析这组数据的趋势和异常点', '帮我总结这份报告的核心要点', '对比 A 和 B 两个方案的优劣']
-  return ['介绍一下你的能力和可以使用的工具', '帮我分析一个复杂问题', '搜索并整理最新的相关信息']
+// ── 预设问题：LLM 按 Agent 描述生成，localStorage 缓存（Agent 更新后自动失效）──
+const presetQuestions = ref<string[]>([])
+const presetLoading = ref(false)
+
+function fallbackPresetQuestions(): string[] {
+  const name = agent.value?.name || '这个 Agent'
+  return [
+    `作为${name}，你能帮我解决什么问题？`,
+    '给我一个你能处理的具体例子',
+    '我们从哪里开始比较好？',
+  ]
+}
+
+async function loadPresetQuestions() {
+  const a = agent.value
+  if (!a) { presetQuestions.value = []; return }
+  const cacheKey = `agent_preset_qs:${a.id}:${a.updated_at || ''}`
+  try {
+    const cached = localStorage.getItem(cacheKey)
+    if (cached) {
+      const qs = JSON.parse(cached)
+      if (Array.isArray(qs) && qs.length) { presetQuestions.value = qs; return }
+    }
+  } catch { /* ignore */ }
+  presetLoading.value = true
+  try {
+    const body: any = {
+      message: `你是「${a.name}」。简介：${a.description || '无'}。\n请生成 3 个用户最可能向你提问的示例问题（每个不超过 30 字）。只返回 JSON 数组，例如 ["问题1","问题2","问题3"]，不要输出任何其他内容。`,
+      model: 'deepseek-v4-flash', max_iterations: 1, temperature: 0.7,
+    }
+    if (chatModelConfigId.value) body.model_config_id = chatModelConfigId.value
+    const resp = await api.post('/api/v1/agent-chat/bare', body)
+    const content = resp.data?.content || ''
+    const m = content.match(/\[[\s\S]*\]/)
+    const qs = m ? JSON.parse(m[0]) : []
+    const valid = Array.isArray(qs) ? qs.filter(q => typeof q === 'string' && q.trim()).map(q => q.trim()).slice(0, 3) : []
+    presetQuestions.value = valid.length ? valid : fallbackPresetQuestions()
+    if (valid.length) localStorage.setItem(cacheKey, JSON.stringify(valid))
+  } catch {
+    presetQuestions.value = fallbackPresetQuestions()
+  } finally { presetLoading.value = false }
 }
 
 function sendPresetQuestion(q: string) { inputMessage.value = q; nextTick(() => sendMessage()) }
@@ -1068,7 +1096,15 @@ async function sendMessage() {
 }
 
 function toggleTrace(msg: ChatMessage) { msg._traceOpen = !msg._traceOpen }
-function clearChat() {
+async function clearChat() {
+  if (displayMessages.value.length === 0) return
+  try {
+    await ElMessageBox.confirm(
+      '清空后将开始新对话（历史会话仍保留在「对话记录」中）。',
+      '确认清空',
+      { type: 'warning', confirmButtonText: '清空', cancelButtonText: '取消' }
+    )
+  } catch { return }
   const key = currentAgentKey.value; messages.value[key] = []
   if (chatMode.value === 'single') { sessionId.value[key] = ''; currentSessionId.value = '' }
   currentBranchId.value = ''