diff --git a/frontend/src/views/compare/CompareChatView.vue b/frontend/src/views/compare/CompareChatView.vue
index d94176e..e701f6a 100644
--- a/frontend/src/views/compare/CompareChatView.vue
+++ b/frontend/src/views/compare/CompareChatView.vue
@@ -1,8 +1,9 @@
 <script setup lang="ts">
-import { ref, reactive, computed, onMounted, onUnmounted } from 'vue'
+import { ref, reactive, computed, onMounted } from 'vue'
 import { useRoute, useRouter } from 'vue-router'
 import { ElMessage } from 'element-plus'
 import PageCard from '@/components/PageCard.vue'
+import { usePolling } from '@/composables/usePolling'
 import { getCompare } from '@/api/modules/compare'
 import type { CompareTask, LoadedModel } from '@/types'
 
@@ -11,7 +12,6 @@ const router = useRouter()
 const taskId = route.params.id as string
 
 const task = ref<CompareTask | null>(null)
-let pollTimer: ReturnType<typeof setInterval> | null = null
 
 const form = reactive({
   systemPrompt: '',
@@ -73,13 +73,11 @@ function handleSubmit() {
   window.open(url, '_blank')
 }
 
-onMounted(() => {
-  loadTask()
-  pollTimer = setInterval(loadTask, 5000)
-})
+const { start: startPolling } = usePolling(loadTask, 5000, { immediate: false })
 
-onUnmounted(() => {
-  if (pollTimer) clearInterval(pollTimer)
+onMounted(async () => {
+  await loadTask()
+  startPolling()
 })
 </script>
 
diff --git a/frontend/src/views/compare/CompareResultView.vue b/frontend/src/views/compare/CompareResultView.vue
index e3cfd3f..bc9d620 100644
--- a/frontend/src/views/compare/CompareResultView.vue
+++ b/frontend/src/views/compare/CompareResultView.vue
@@ -1,14 +1,9 @@
 <script setup lang="ts">
-import { ref, reactive, computed, onMounted } from 'vue'
+import { ref, computed, onBeforeUnmount, onMounted } from 'vue'
 import { useRoute } from 'vue-router'
 import MarkdownView from '@/components/MarkdownView.vue'
-import {
-  getCompare,
-  chatWithPort,
-  batchChat,
-} from '@/api/modules/compare'
-import { getModelByName } from '@/api/modules/model'
-import type { CompareTask, LoadedModel } from '@/types'
+import { getCompare, chatWithPort } from '@/api/modules/compare'
+import type { LoadedModel } from '@/types'
 
 const route = useRoute()
 const taskId = route.query.taskId as string
@@ -25,6 +20,7 @@ interface ModelResult {
   name: string
   content: string
   displayContent: string
+  isTyping: boolean
   status: 'loading' | 'done' | 'error'
   stats?: { charsPerSec?: number; totalTime?: number }
 }
@@ -33,6 +29,7 @@ const results = ref<ModelResult[]>([])
 const started = ref(false)
 
 const loadedModels = ref<LoadedModel[]>([])
+const typewriterTimers = new Set<ReturnType<typeof setInterval>>()
 
 async function init() {
   if (started.value) return
@@ -50,6 +47,7 @@ async function init() {
       name: m.model_name || '模型',
       content: '',
       displayContent: '',
+      isTyping: false,
       status: 'loading',
     }))
 
@@ -65,7 +63,7 @@ async function inferOne(model: LoadedModel, idx: number) {
   const startTime = Date.now()
   try {
     // 尝试通过端口代理调用
-    const res: any = await Promise.race([
+    const res: any = await withTimeout(
       chatWithPort({
         port: model.port,
         model_name: model.model_name,
@@ -78,8 +76,8 @@ async function inferOne(model: LoadedModel, idx: number) {
         top_k: topK,
         max_tokens: maxTokens,
       }),
-      new Promise((_, reject) => setTimeout(() => reject(new Error('推理超时')), 300000)),
-    ])
+      300000,
+    )
 
     const content = res?.response || res?.content || res?.data || JSON.stringify(res)
     const totalTime = (Date.now() - startTime) / 1000
@@ -87,7 +85,7 @@ async function inferOne(model: LoadedModel, idx: number) {
     results.value[idx].status = 'done'
     results.value[idx].stats = {
       totalTime,
-      charsPerSec: totalTime > 0 ? (content.length / totalTime).toFixed(1) as unknown as number : 0,
+      charsPerSec: totalTime > 0 ? Number((content.length / totalTime).toFixed(1)) : 0,
     }
     // 模拟打字机效果
     typewriterDisplay(idx, content)
@@ -97,22 +95,46 @@ async function inferOne(model: LoadedModel, idx: number) {
   }
 }
 
+async function withTimeout<T>(promise: Promise<T>, timeoutMs: number): Promise<T> {
+  let timeoutId: ReturnType<typeof setTimeout> | null = null
+  try {
+    return await Promise.race([
+      promise,
+      new Promise<T>((_, reject) => {
+        timeoutId = setTimeout(() => reject(new Error('推理超时')), timeoutMs)
+      }),
+    ])
+  } finally {
+    if (timeoutId) clearTimeout(timeoutId)
+  }
+}
+
 /** 打字机效果逐字展示 */
 function typewriterDisplay(idx: number, content: string) {
   let pos = 0
+  results.value[idx].isTyping = true
+  // 将更新次数控制在约 30 次，避免长回答逐字触发 Markdown 全文解析。
+  const step = Math.max(2, Math.ceil(content.length / 30))
   const interval = setInterval(() => {
-    pos += 2
+    pos += step
     results.value[idx].displayContent = content.slice(0, pos)
     if (pos >= content.length) {
       clearInterval(interval)
+      typewriterTimers.delete(interval)
       results.value[idx].displayContent = content
+      results.value[idx].isTyping = false
     }
-  }, 20)
+  }, 50)
+  typewriterTimers.add(interval)
 }
 
 const allDone = computed(() => results.value.length > 0 && results.value.every((r) => r.status === 'done' || r.status === 'error'))
 
 onMounted(init)
+onBeforeUnmount(() => {
+  typewriterTimers.forEach(clearInterval)
+  typewriterTimers.clear()
+})
 </script>
 
 <template>
@@ -144,6 +166,7 @@ onMounted(init)
         </template>
 
         <div v-if="r.status === 'error'" class="error-text">{{ r.content }}</div>
+        <div v-else-if="r.isTyping" class="streaming-text">{{ r.displayContent }}</div>
         <MarkdownView v-else-if="r.displayContent" :content="r.displayContent" />
         <div v-else class="loading-text">
           <i class="fa fa-spinner fa-spin" /> 正在生成回答...
@@ -212,6 +235,13 @@ onMounted(init)
     color: #f56c6c;
   }
 
+  .streaming-text {
+    min-height: 80px;
+    line-height: 1.7;
+    white-space: pre-wrap;
+    word-break: break-word;
+  }
+
   .result-stats {
     display: flex;
     gap: 16px;
diff --git a/frontend/src/views/inference/InferenceChatView.vue b/frontend/src/views/inference/InferenceChatView.vue
index 679a0ce..7d6b056 100644
--- a/frontend/src/views/inference/InferenceChatView.vue
+++ b/frontend/src/views/inference/InferenceChatView.vue
@@ -1,5 +1,5 @@
 <script setup lang="ts">
-import { ref, reactive, nextTick, onMounted } from 'vue'
+import { ref, reactive, nextTick, onMounted, watch } from 'vue'
 import { useRoute, useRouter } from 'vue-router'
 import { ElMessage } from 'element-plus'
 import MarkdownView from '@/components/MarkdownView.vue'
@@ -34,6 +34,7 @@ const temperature = ref(0.7)
 const top_p = ref(0.95)
 const maxTokens = ref(2048)
 const contentRef = ref<HTMLElement>()
+let activeAssistant: ChatMessage | null = null
 /** 设置面板抽屉 */
 const showSettings = ref(false)
 
@@ -98,8 +99,8 @@ async function handleSend() {
     return
   }
 
-  // 监听流式 message 变化，同步到 assistantMsg
-  const watchStop = watchMessage(assistantMsg)
+  // 流式状态变化时只同步当前回复，避免固定定时器空转。
+  activeAssistant = assistantMsg
 
   await send({
     port: target.port,
@@ -118,7 +119,7 @@ async function handleSend() {
   assistantMsg.isThinking = false
   assistantMsg.isStreaming = false
   assistantMsg.done = true
-  watchStop()
+  activeAssistant = null
   reset()
   await nextTick()
   scrollToBottom()
@@ -149,17 +150,24 @@ async function mockReply(assistantMsg: ChatMessage, question: string) {
   scrollToBottom()
 }
 
-/** 轮询同步流式状态到展示消息 */
-function watchMessage(assistantMsg: ChatMessage) {
-  const timer = setInterval(() => {
-    assistantMsg.content = message.value.displayContent
-    assistantMsg.think = message.value.thinkContent
-    assistantMsg.isThinking = message.value.isThinking
-    if (message.value.done) clearInterval(timer)
+watch(
+  () => [
+    message.value.displayContent,
+    message.value.thinkContent,
+    message.value.isThinking,
+    message.value.done,
+  ] as const,
+  async ([content, think, isThinking, done]) => {
+    if (!activeAssistant) return
+    activeAssistant.content = content
+    activeAssistant.think = think
+    activeAssistant.isThinking = isThinking
+    activeAssistant.isStreaming = !done
+    await nextTick()
     scrollToBottom()
-  }, 80)
-  return () => clearInterval(timer)
-}
+  },
+  { flush: 'post' },
+)
 
 function scrollToBottom() {
   if (contentRef.value) {
@@ -168,6 +176,7 @@ function scrollToBottom() {
 }
 
 function handleNewChat() {
+  activeAssistant = null
   messages.value = []
   reset()
 }
diff --git a/frontend/src/views/inference/InferenceListView.vue b/frontend/src/views/inference/InferenceListView.vue
index 5605651..85958d6 100644
--- a/frontend/src/views/inference/InferenceListView.vue
+++ b/frontend/src/views/inference/InferenceListView.vue
@@ -3,6 +3,7 @@ import { ref, onMounted, onUnmounted } from 'vue'
 import { useRouter } from 'vue-router'
 import { ElMessage, ElMessageBox } from 'element-plus'
 import DataTablePage from '@/components/DataTablePage.vue'
+import { usePolling } from '@/composables/usePolling'
 import {
   getCompareList,
   deleteCompare,
@@ -17,7 +18,7 @@ const router = useRouter()
 
 const loading = ref(false)
 const dataList = ref<CompareTask[]>([])
-let refreshTimer: ReturnType<typeof setInterval> | null = null
+let delayedRefreshTimer: ReturnType<typeof setTimeout> | null = null
 
 async function loadData(silent = false) {
   if (!silent) {
@@ -80,7 +81,8 @@ function parseModelNames(row: any): string[] {
 async function handleLoad(row: any) {
   await loadCompare(row.id)
   ElMessage.info('正在加载模型，请稍候...')
-  setTimeout(loadData, 1000)
+  if (delayedRefreshTimer) clearTimeout(delayedRefreshTimer)
+  delayedRefreshTimer = setTimeout(loadData, 1000)
 }
 
 /** 卸载推理任务 */
@@ -112,13 +114,15 @@ function startChat(row: any) {
   router.push(`/model-inference/chat/${row.id}`)
 }
 
-onMounted(() => {
-  loadData()
-  refreshTimer = setInterval(() => loadData(true), 3000)
+const { start: startPolling } = usePolling(() => loadData(true), 3000, { immediate: false })
+
+onMounted(async () => {
+  await loadData()
+  startPolling()
 })
 
 onUnmounted(() => {
-  if (refreshTimer) clearInterval(refreshTimer)
+  if (delayedRefreshTimer) clearTimeout(delayedRefreshTimer)
 })
 </script>