diff --git a/public/nginx.conf b/public/nginx.conf
index c96a4ef6..91c8acc4 100644
--- a/public/nginx.conf
+++ b/public/nginx.conf
@@ -65,13 +65,14 @@ http {
             root html;
         }
 
-        location ~ ^/api/v1/(system/(message|progress/|logging)|search/.*/stream$) {
+        location ~ ^/api/v1/(system/(message|progress/|logging)|search/.*/stream$|message/agent/stream$) {
             # SSE MIME类型设置
             default_type text/event-stream;
 
             # 禁用缓存
-            add_header Cache-Control no-cache;
+            add_header Cache-Control "no-cache, no-transform";
             add_header X-Accel-Buffering no;
+            gzip off;
             proxy_buffering off;
             proxy_cache off;
 
diff --git a/src/components/agent/AgentAssistantEntry.vue b/src/components/agent/AgentAssistantEntry.vue
index 8a1b76b7..1c75ee53 100644
--- a/src/components/agent/AgentAssistantEntry.vue
+++ b/src/components/agent/AgentAssistantEntry.vue
@@ -47,6 +47,8 @@ const props = withDefaults(
   },
 )
 
+const ASSISTANT_PREVIEW_MAX_LENGTH = 480
+
 const emit = defineEmits<{
   open: []
 }>()
@@ -1014,6 +1016,15 @@ function scheduleFabBubbleRemoval(id: string, duration = FAB_NOTIFICATION_BUBBLE
 function upsertFabBubble(bubble: AgentAssistantEntryBubble, options: { autoClose?: boolean; duration?: number } = {}) {
   if (!props.active || !bubble.text) return
 
+  const existingIndex = fabBubbles.value.findIndex(item => item.id === bubble.id)
+  if (existingIndex >= 0) {
+    fabBubbles.value[existingIndex] = bubble
+    setFabDocked(false)
+    nextTick(scheduleFabBubblePositionUpdate)
+    if (options.autoClose) scheduleFabBubbleRemoval(bubble.id, options.duration)
+    return
+  }
+
   const hadBubbles = hasFabBubbles.value
   const wasDocked = fabDocked.value
   const existingBubbles = fabBubbles.value.filter(item => item.id !== bubble.id)
@@ -1061,7 +1072,7 @@ function showAssistantReplyPreview(value: string) {
   showBubble({
     id: 'assistant-preview',
     kind: 'assistant',
-    text: value,
+    text: value.slice(0, ASSISTANT_PREVIEW_MAX_LENGTH),
   })
 }
 
diff --git a/src/components/agent/AgentAssistantPanel.vue b/src/components/agent/AgentAssistantPanel.vue
index 0859979f..fcf75d06 100644
--- a/src/components/agent/AgentAssistantPanel.vue
+++ b/src/components/agent/AgentAssistantPanel.vue
@@ -1,11 +1,10 @@
 <script setup lang="ts">
-import MarkdownIt from 'markdown-it'
-import mdLinkAttributes from 'markdown-it-link-attributes'
 import { useDisplay } from 'vuetify'
 import { useI18n } from 'vue-i18n'
 import { useAuthStore, useUserStore } from '@/stores'
 import { getCurrentLocale } from '@/plugins/i18n'
 import { AGENT_ASSISTANT_LAYER_Z_INDEX } from '@/constants/agentAssistant'
+import AgentMarkdownContent from './AgentMarkdownContent.vue'
 
 type AgentMessageRole = 'user' | 'assistant'
 type AgentMessageStatus = 'idle' | 'streaming' | 'done' | 'error'
@@ -240,25 +239,16 @@ let recordingChunks: BlobPart[] = []
 let messageScrollFrame: number | null = null
 let pendingMessageScrollToBottom = false
 let streamPersistTimer: number | null = null
+let streamPersistLastRunAt = 0
+let messageScrollerShouldFollow = true
+let streamDeltaFrame: number | null = null
+let pendingStreamDelta = ''
+let pendingStreamDeltaMessage: AgentChatMessage | null = null
 let userAbortRequested = false
 let streamRecoveryAbortRequested = false
 let streamRecoveryTimer: number | null = null
 let activeStreamStartedAt = 0
 
-const md = new MarkdownIt({
-  html: true,
-  breaks: true,
-  linkify: true,
-  typographer: true,
-})
-
-md.use(mdLinkAttributes, {
-  attrs: {
-    target: '_blank',
-    rel: 'noopener noreferrer',
-  },
-})
-
 // 汇总实时请求与后台恢复状态，保证恢复期间仍展示处理中并锁定会话操作。
 const isBusy = computed(() => sending.value || Boolean(pendingStreamRecovery.value))
 const canSend = computed(
@@ -1105,12 +1095,6 @@ function persistState(options: { syncHistory?: boolean } = {}) {
   if (syncHistory) upsertCurrentSessionHistory()
 }
 
-// 渲染助手消息中的 Markdown 文本。
-function renderMarkdown(value: string) {
-  if (!value) return ''
-  return md.render(value)
-}
-
 // 拼接后端 API 地址。
 function resolveApiUrl(path: string) {
   const baseUrl = import.meta.env.VITE_API_BASE_URL || '/'
@@ -1155,6 +1139,11 @@ function isMessageScrollerNearBottom() {
   return scroller.scrollHeight - scroller.scrollTop - scroller.clientHeight <= MESSAGE_SCROLL_FOLLOW_THRESHOLD
 }
 
+// 只在滚动事件中更新自动跟随意图，避免每个流式事件触发布局读取。
+function handleMessageScrollerScroll() {
+  messageScrollerShouldFollow = isMessageScrollerNearBottom()
+}
+
 // 合并滚动更新请求，降低流式输出时的布局测量频率。
 function scheduleMessageScrollerUpdate(options: { toBottom?: boolean } = {}) {
   const { toBottom = false } = options
@@ -1174,6 +1163,7 @@ function scheduleMessageScrollerUpdate(options: { toBottom?: boolean } = {}) {
 // 将消息列表滚动到底部。
 function scrollToBottom(options: { smooth?: boolean } = {}) {
   const { smooth = false } = options
+  messageScrollerShouldFollow = true
   nextTick(() => {
     const scroller = getMessageScrollerElement()
     if (!scroller) return
@@ -1217,13 +1207,17 @@ function clearMessageScrollFrame() {
   pendingMessageScrollToBottom = false
 }
 
-// 延迟持久化流式消息，避免每个 token 都写入本地存储。
+// 流式期间至多每秒保存一次轻量当前态，终态再同步完整历史。
 function scheduleStreamPersist() {
-  clearStreamPersistTimer()
+  if (streamPersistTimer !== null) return
+
+  const elapsed = Date.now() - streamPersistLastRunAt
+  const delay = Math.max(0, STREAM_STATE_PERSIST_DELAY - elapsed)
   streamPersistTimer = window.setTimeout(() => {
-    persistState()
     streamPersistTimer = null
-  }, STREAM_STATE_PERSIST_DELAY)
+    streamPersistLastRunAt = Date.now()
+    persistState({ syncHistory: false })
+  }, delay)
 }
 
 // 同步输入框高度，使多行输入不撑破底部布局。
@@ -1351,8 +1345,6 @@ function applyMessageUpdate(event: AgentStreamEvent) {
 
 // 将单个 SSE 事件应用到正在流式输出的助手消息。
 function applyStreamEvent(event: AgentStreamEvent, assistantMessage: AgentChatMessage) {
-  const shouldFollowBottom = isMessageScrollerNearBottom()
-
   switch (event.type) {
     case 'delta':
       appendAssistantTextSegment(assistantMessage, event.content || '')
@@ -1410,10 +1402,54 @@ function applyStreamEvent(event: AgentStreamEvent, assistantMessage: AgentChatMe
 
   scheduleStreamPersist()
   nextTick(() => {
-    scheduleMessageScrollerUpdate({ toBottom: shouldFollowBottom })
+    scheduleMessageScrollerUpdate({ toBottom: messageScrollerShouldFollow })
   })
 }
 
+// 将同一条助手消息的连续文本增量合并到一个动画帧，语义事件到来前会同步冲刷。
+function flushPendingStreamDelta() {
+  if (streamDeltaFrame !== null) {
+    window.cancelAnimationFrame(streamDeltaFrame)
+    streamDeltaFrame = null
+  }
+  if (!pendingStreamDeltaMessage || !pendingStreamDelta) return
+
+  const assistantMessage = pendingStreamDeltaMessage
+  const content = pendingStreamDelta
+  pendingStreamDeltaMessage = null
+  pendingStreamDelta = ''
+  applyStreamEvent({ type: 'delta', content }, assistantMessage)
+}
+
+function clearPendingStreamDelta() {
+  if (streamDeltaFrame !== null) window.cancelAnimationFrame(streamDeltaFrame)
+  streamDeltaFrame = null
+  pendingStreamDeltaMessage = null
+  pendingStreamDelta = ''
+}
+
+function schedulePendingStreamDeltaFlush() {
+  if (streamDeltaFrame !== null) return
+
+  streamDeltaFrame = window.requestAnimationFrame(() => {
+    streamDeltaFrame = null
+    flushPendingStreamDelta()
+  })
+}
+
+function queueStreamEvent(event: AgentStreamEvent, assistantMessage: AgentChatMessage) {
+  if (event.type !== 'delta') {
+    flushPendingStreamDelta()
+    applyStreamEvent(event, assistantMessage)
+    return
+  }
+
+  if (pendingStreamDeltaMessage && pendingStreamDeltaMessage !== assistantMessage) flushPendingStreamDelta()
+  pendingStreamDeltaMessage = assistantMessage
+  pendingStreamDelta += event.content || ''
+  schedulePendingStreamDeltaFlush()
+}
+
 // 解析一个 SSE 数据块。
 function parseSseBlock(block: string) {
   const data = block
@@ -1441,26 +1477,30 @@ async function readAgentStream(response: Response, assistantMessage: AgentChatMe
   const consumeEvent = (event: AgentStreamEvent | null) => {
     if (!event) return
 
-    applyStreamEvent(event, assistantMessage)
+    queueStreamEvent(event, assistantMessage)
     if (event.type === 'done' || event.type === 'error') receivedTerminalEvent = true
   }
 
-  while (true) {
-    const { value, done } = await reader.read()
-    if (done) break
+  try {
+    while (true) {
+      const { value, done } = await reader.read()
+      if (done) break
 
-    buffer += decoder.decode(value, { stream: true })
-    const blocks = buffer.split(/\n\n/)
-    buffer = blocks.pop() || ''
+      buffer += decoder.decode(value, { stream: true })
+      const blocks = buffer.split(/\r?\n\r?\n/)
+      buffer = blocks.pop() || ''
 
-    for (const block of blocks) {
-      consumeEvent(parseSseBlock(block))
+      for (const block of blocks) {
+        consumeEvent(parseSseBlock(block))
+      }
     }
-  }
 
-  buffer += decoder.decode()
-  if (buffer.trim()) {
-    consumeEvent(parseSseBlock(buffer))
+    buffer += decoder.decode()
+    if (buffer.trim()) {
+      consumeEvent(parseSseBlock(buffer))
+    }
+  } finally {
+    flushPendingStreamDelta()
   }
 
   return { receivedTerminalEvent }
@@ -2172,6 +2212,7 @@ onScopeDispose(clearPendingAttachments)
 onScopeDispose(cancelVoiceRecording)
 onScopeDispose(clearMessageScrollFrame)
 onScopeDispose(clearStreamPersistTimer)
+onScopeDispose(clearPendingStreamDelta)
 onScopeDispose(clearStreamRecoveryTimer)
 onScopeDispose(() => {
   if (typeof window === 'undefined') return
@@ -2312,6 +2353,7 @@ onScopeDispose(() => {
         ref="messageListRef"
         class="agent-assistant-messages"
         :class="{ 'agent-assistant-messages--has-content': hasMessages }"
+        @scroll.passive="handleMessageScrollerScroll"
       >
         <div class="agent-assistant-messages__content">
           <div v-if="!hasMessages" class="agent-assistant-empty">
@@ -2335,10 +2377,10 @@ onScopeDispose(() => {
 
             <div v-if="message.role === 'assistant' && message.segments.length" class="agent-assistant-segments">
               <template v-for="segment in getRenderableMessageSegments(message)" :key="segment.key">
-                <div
+                <AgentMarkdownContent
                   v-if="segment.type === 'text'"
-                  class="agent-assistant-message__bubble markdown-body"
-                  v-html="renderMarkdown(segment.content)"
+                  :content="segment.content"
+                  :streaming="message.status === 'streaming'"
                 />
                 <div v-else class="agent-assistant-tool">
                   <VIcon
@@ -2354,17 +2396,17 @@ onScopeDispose(() => {
               </template>
             </div>
 
-            <div
+            <AgentMarkdownContent
               v-else-if="message.content"
-              class="agent-assistant-message__bubble markdown-body"
-              v-html="renderMarkdown(message.content)"
+              :content="message.content"
+              :streaming="message.status === 'streaming'"
             />
 
             <div v-if="message.choices.length" class="agent-assistant-choices">
               <div v-for="choice in message.choices" :key="choice.id" class="agent-assistant-choice">
                 <div class="agent-assistant-choice__bubble">
                   <div v-if="choice.title" class="agent-assistant-choice__title">{{ choice.title }}</div>
-                  <div class="agent-assistant-choice__prompt markdown-body" v-html="renderMarkdown(choice.prompt)" />
+                  <AgentMarkdownContent :content="choice.prompt" variant="choice" />
                   <div v-if="choice.status === 'selected'" class="agent-assistant-choice__selected">
                     <VIcon icon="mdi-check-circle-outline" size="16" />
                     <span>{{
diff --git a/src/components/agent/AgentAssistantWidget.vue b/src/components/agent/AgentAssistantWidget.vue
index 88dd9b6c..4f055963 100644
--- a/src/components/agent/AgentAssistantWidget.vue
+++ b/src/components/agent/AgentAssistantWidget.vue
@@ -11,19 +11,53 @@ const thinking = ref(false)
 const entryRef = ref<AgentAssistantEntryRef | null>(null)
 const { allowsDecorativeMotion } = useAppActivityLifecycle()
 const { themeClasses } = useTheme()
+const ASSISTANT_PREVIEW_INTERVAL = 125
+let assistantPreviewTimer: number | null = null
+let assistantPreviewPendingValue = ''
+let assistantPreviewLastShownAt = 0
+let assistantPreviewHasShown = false
+
+function clearAssistantPreviewTimer() {
+  if (assistantPreviewTimer === null) return
+
+  window.clearTimeout(assistantPreviewTimer)
+  assistantPreviewTimer = null
+}
+
+function showPendingAssistantPreview() {
+  assistantPreviewTimer = null
+  if (panelOpen.value || !assistantPreviewPendingValue) return
+
+  entryRef.value?.showAssistantReplyPreview(assistantPreviewPendingValue)
+  assistantPreviewLastShownAt = performance.now()
+  assistantPreviewHasShown = true
+}
 
 // 打开 Agent 面板并清空入口预览气泡。
 function openPanel() {
   panelOpen.value = true
+  assistantPreviewPendingValue = ''
+  clearAssistantPreviewTimer()
   entryRef.value?.clearBubbles()
 }
 
-// 在面板关闭时展示助手回复预览。
+// 面板关闭时限制预览更新频率，避免每个流式 token 都触发气泡布局。
 function handleAssistantPreview(value: string) {
   if (panelOpen.value) return
 
-  entryRef.value?.showAssistantReplyPreview(value)
+  assistantPreviewPendingValue = value
+  const elapsed = performance.now() - assistantPreviewLastShownAt
+  if (!assistantPreviewHasShown || elapsed >= ASSISTANT_PREVIEW_INTERVAL) {
+    clearAssistantPreviewTimer()
+    showPendingAssistantPreview()
+    return
+  }
+
+  if (assistantPreviewTimer !== null) return
+  assistantPreviewTimer = window.setTimeout(showPendingAssistantPreview, ASSISTANT_PREVIEW_INTERVAL - elapsed)
 }
+
+onScopeDispose(clearAssistantPreviewTimer)
 </script>
 
 <template>
diff --git a/src/components/agent/AgentMarkdownContent.vue b/src/components/agent/AgentMarkdownContent.vue
new file mode 100644
index 00000000..57cb9321
--- /dev/null
+++ b/src/components/agent/AgentMarkdownContent.vue
@@ -0,0 +1,73 @@
+<script setup lang="ts">
+import { renderAgentMarkdown } from '@/utils/agentMarkdown'
+
+const props = withDefaults(
+  defineProps<{
+    content: string
+    streaming?: boolean
+    variant?: 'choice' | 'message'
+  }>(),
+  {
+    streaming: false,
+    variant: 'message',
+  },
+)
+
+const STREAM_MARKDOWN_RENDER_INTERVAL = 96
+
+const renderedHtml = shallowRef('')
+let renderTimer: number | null = null
+let lastRenderedAt = 0
+let hasRendered = false
+
+function clearRenderTimer() {
+  if (renderTimer === null) return
+
+  window.clearTimeout(renderTimer)
+  renderTimer = null
+}
+
+// 流式阶段限制 Markdown 全量解析频率；结束时立即渲染最终内容。
+function renderContent(immediate = false) {
+  const now = performance.now()
+  const elapsed = now - lastRenderedAt
+  if (immediate || !hasRendered || elapsed >= STREAM_MARKDOWN_RENDER_INTERVAL) {
+    clearRenderTimer()
+    renderedHtml.value = renderAgentMarkdown(props.content)
+    lastRenderedAt = now
+    hasRendered = true
+    return
+  }
+
+  if (renderTimer !== null) return
+  renderTimer = window.setTimeout(() => {
+    renderTimer = null
+    renderedHtml.value = renderAgentMarkdown(props.content)
+    lastRenderedAt = performance.now()
+    hasRendered = true
+  }, STREAM_MARKDOWN_RENDER_INTERVAL - elapsed)
+}
+
+watch(
+  () => props.content,
+  () => renderContent(!props.streaming),
+  { immediate: true },
+)
+
+watch(
+  () => props.streaming,
+  streaming => {
+    if (!streaming) renderContent(true)
+  },
+)
+
+onScopeDispose(clearRenderTimer)
+</script>
+
+<template>
+  <div
+    class="markdown-body"
+    :class="variant === 'choice' ? 'agent-assistant-choice__prompt' : 'agent-assistant-message__bubble'"
+    v-html="renderedHtml"
+  />
+</template>
diff --git a/src/components/agent/__tests__/AgentAssistantEntry.spec.ts b/src/components/agent/__tests__/AgentAssistantEntry.spec.ts
index db06680d..c06da5e0 100644
--- a/src/components/agent/__tests__/AgentAssistantEntry.spec.ts
+++ b/src/components/agent/__tests__/AgentAssistantEntry.spec.ts
@@ -68,4 +68,44 @@ describe('AgentAssistantEntry lifecycle motion', () => {
 
     wrapper.unmount()
   })
+
+  it('updates an existing assistant preview without recreating its resize observer', async () => {
+    const observe = vi.fn()
+    const disconnect = vi.fn()
+    const resizeObserverConstructor = vi.fn()
+    vi.stubGlobal(
+      'ResizeObserver',
+      class {
+        constructor() {
+          resizeObserverConstructor()
+        }
+
+        observe = observe
+        disconnect = disconnect
+      },
+    )
+    const wrapper = shallowMount(AgentAssistantEntry, {
+      global: {
+        stubs: {
+          AgentPetStage: true,
+          VIcon: true,
+        },
+      },
+      props: {
+        active: true,
+        motionActive: true,
+      },
+    })
+
+    wrapper.vm.showAssistantReplyPreview('第一段')
+    await nextTick()
+    expect(resizeObserverConstructor).toHaveBeenCalledTimes(1)
+
+    wrapper.vm.showAssistantReplyPreview('第二段')
+    await nextTick()
+    expect(resizeObserverConstructor).toHaveBeenCalledTimes(1)
+    expect(wrapper.find('.agent-assistant-fab__bubble').text()).toContain('第二段')
+
+    wrapper.unmount()
+  })
 })
diff --git a/src/components/agent/__tests__/AgentAssistantPanel.spec.ts b/src/components/agent/__tests__/AgentAssistantPanel.spec.ts
index 65eaabeb..f6896540 100644
--- a/src/components/agent/__tests__/AgentAssistantPanel.spec.ts
+++ b/src/components/agent/__tests__/AgentAssistantPanel.spec.ts
@@ -27,6 +27,12 @@ interface MockServerSession {
   messages: Array<Record<string, unknown>>
 }
 
+const agentMarkdownContentStub = {
+  props: ['content', 'variant'],
+  template:
+    "<div :class=\"variant === 'choice' ? 'agent-assistant-choice__prompt' : 'agent-assistant-message__bubble'\">{{ content }}</div>",
+}
+
 // 构造符合 Agent 标准响应包装的 fetch 返回值。
 function createAgentResponse(data: unknown) {
   return {
@@ -111,6 +117,7 @@ describe('AgentAssistantPanel stream recovery', () => {
       props: { modelValue: true },
       global: {
         stubs: {
+          AgentMarkdownContent: agentMarkdownContentStub,
           IconBtn: { template: '<button><slot /></button>' },
           PerfectScrollbar: { template: '<div><slot /></div>' },
           VIcon: true,
@@ -203,6 +210,7 @@ describe('AgentAssistantPanel stream recovery', () => {
       props: { modelValue: true },
       global: {
         stubs: {
+          AgentMarkdownContent: agentMarkdownContentStub,
           IconBtn: { template: '<button><slot /></button>' },
           PerfectScrollbar: { template: '<div><slot /></div>' },
           VIcon: true,
@@ -265,6 +273,7 @@ describe('AgentAssistantPanel stream recovery', () => {
       props: { modelValue: true },
       global: {
         stubs: {
+          AgentMarkdownContent: agentMarkdownContentStub,
           IconBtn: { template: '<button><slot /></button>' },
           PerfectScrollbar: { template: '<div><slot /></div>' },
           VIcon: true,
@@ -298,4 +307,47 @@ describe('AgentAssistantPanel stream recovery', () => {
 
     wrapper.unmount()
   })
+
+  it('coalesces consecutive text deltas into one UI update before a terminal event', async () => {
+    const streamEvents = [
+      { type: 'start', session_id: 'web-agent:coalesced' },
+      ...Array.from({ length: 100 }, (_item, index) => ({ type: 'delta', content: String(index % 10) })),
+      { type: 'done' },
+    ]
+    const streamBody = streamEvents.map(event => `data: ${JSON.stringify(event)}\n\n`).join('')
+    vi.stubGlobal(
+      'fetch',
+      vi.fn(async (input: RequestInfo | URL, init?: RequestInit) => {
+        if (String(input).endsWith('/message/agent/stream') && init?.method === 'POST') {
+          return new Response(streamBody, {
+            status: 200,
+            headers: { 'Content-Type': 'text/event-stream' },
+          })
+        }
+        return createAgentResponse([])
+      }),
+    )
+
+    const wrapper = shallowMount(AgentAssistantPanel, {
+      props: { modelValue: true },
+      global: {
+        stubs: {
+          AgentMarkdownContent: agentMarkdownContentStub,
+          IconBtn: { template: '<button><slot /></button>' },
+          PerfectScrollbar: { template: '<div><slot /></div>' },
+          VIcon: true,
+        },
+      },
+    })
+    await wrapper.find('textarea').setValue('测试突发事件')
+    await wrapper.find('textarea').trigger('keydown', { key: 'Enter' })
+    await flushPromises()
+
+    expect(wrapper.emitted('assistant-preview')).toHaveLength(1)
+    expect(wrapper.find('.agent-assistant-message--assistant .agent-assistant-message__bubble').text()).toBe(
+      Array.from({ length: 100 }, (_item, index) => String(index % 10)).join(''),
+    )
+
+    wrapper.unmount()
+  })
 })
diff --git a/src/components/agent/__tests__/AgentAssistantWidget.spec.ts b/src/components/agent/__tests__/AgentAssistantWidget.spec.ts
index 18cfe8fa..449d7d29 100644
--- a/src/components/agent/__tests__/AgentAssistantWidget.spec.ts
+++ b/src/components/agent/__tests__/AgentAssistantWidget.spec.ts
@@ -1,5 +1,5 @@
 import { mount } from '@vue/test-utils'
-import { ref } from 'vue'
+import { defineComponent, h, nextTick, ref } from 'vue'
 import { afterEach, describe, expect, it, vi } from 'vitest'
 import AgentAssistantWidget from '@/components/agent/AgentAssistantWidget.vue'
 import { AGENT_ASSISTANT_LAYER_Z_INDEX } from '@/constants/agentAssistant'
@@ -14,6 +14,7 @@ vi.mock('@/composables/useAppActivityLifecycle', () => ({
 
 describe('AgentAssistantWidget layering', () => {
   afterEach(() => {
+    vi.useRealTimers()
     document.body
       .querySelectorAll('.agent-assistant-layer, .agent-assistant-test-host')
       .forEach(element => element.remove())
@@ -50,4 +51,44 @@ describe('AgentAssistantWidget layering', () => {
     expect(AGENT_ASSISTANT_LAYER_Z_INDEX.panel).toBe(2_147_483_646)
     expect(AGENT_ASSISTANT_LAYER_Z_INDEX.overlay).toBe(2_147_483_647)
   })
+
+  it('limits closed-panel assistant preview updates and keeps the latest text', async () => {
+    vi.useFakeTimers()
+    const showAssistantReplyPreview = vi.fn()
+    const entryStub = defineComponent({
+      setup(_props, { expose }) {
+        expose({ clearBubbles: vi.fn(), showAssistantReplyPreview })
+        return () => h('div', { 'data-agent-assistant-entry': '' })
+      },
+    })
+    const panelStub = defineComponent({
+      emits: ['assistant-preview', 'thinking-change', 'update:modelValue'],
+      setup() {
+        return () => h('div', { 'data-agent-assistant-panel': '' })
+      },
+    })
+    const wrapper = mount(AgentAssistantWidget, {
+      global: {
+        stubs: {
+          AgentAssistantEntry: entryStub,
+          AgentAssistantPanel: panelStub,
+        },
+      },
+    })
+    const panel = wrapper.findComponent(panelStub)
+
+    panel.vm.$emit('assistant-preview', '第一段')
+    panel.vm.$emit('assistant-preview', '第二段')
+    panel.vm.$emit('assistant-preview', '最终预览')
+    await nextTick()
+
+    expect(showAssistantReplyPreview).toHaveBeenCalledTimes(1)
+    expect(showAssistantReplyPreview).toHaveBeenLastCalledWith('第一段')
+
+    await vi.advanceTimersByTimeAsync(125)
+    expect(showAssistantReplyPreview).toHaveBeenCalledTimes(2)
+    expect(showAssistantReplyPreview).toHaveBeenLastCalledWith('最终预览')
+
+    wrapper.unmount()
+  })
 })
diff --git a/src/components/agent/__tests__/AgentMarkdownContent.spec.ts b/src/components/agent/__tests__/AgentMarkdownContent.spec.ts
new file mode 100644
index 00000000..40b7fec3
--- /dev/null
+++ b/src/components/agent/__tests__/AgentMarkdownContent.spec.ts
@@ -0,0 +1,38 @@
+import { mount } from '@vue/test-utils'
+import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest'
+import AgentMarkdownContent from '@/components/agent/AgentMarkdownContent.vue'
+
+describe('AgentMarkdownContent', () => {
+  beforeEach(() => {
+    vi.useFakeTimers()
+  })
+
+  afterEach(() => {
+    vi.useRealTimers()
+  })
+
+  it('throttles streaming Markdown and renders the final content immediately', async () => {
+    const wrapper = mount(AgentMarkdownContent, {
+      props: { content: '**开始**', streaming: true },
+    })
+
+    expect(wrapper.html()).toContain('<strong>开始</strong>')
+    await wrapper.setProps({ content: '**开始继续**' })
+    expect(wrapper.html()).not.toContain('<strong>开始继续</strong>')
+
+    await vi.advanceTimersByTimeAsync(96)
+    expect(wrapper.html()).toContain('<strong>开始继续</strong>')
+
+    await wrapper.setProps({ content: '**最终结果**', streaming: false })
+    expect(wrapper.html()).toContain('<strong>最终结果</strong>')
+  })
+
+  it('escapes raw HTML from Agent output', () => {
+    const wrapper = mount(AgentMarkdownContent, {
+      props: { content: '<img src=x onerror="alert(1)">' },
+    })
+
+    expect(wrapper.html()).not.toContain('<img')
+    expect(wrapper.text()).toContain('<img src=x onerror=')
+  })
+})
diff --git a/src/utils/agentMarkdown.ts b/src/utils/agentMarkdown.ts
new file mode 100644
index 00000000..07ef94e8
--- /dev/null
+++ b/src/utils/agentMarkdown.ts
@@ -0,0 +1,21 @@
+import MarkdownIt from 'markdown-it'
+import mdLinkAttributes from 'markdown-it-link-attributes'
+
+const agentMarkdown = new MarkdownIt({
+  html: false,
+  breaks: true,
+  linkify: true,
+  typographer: true,
+})
+
+agentMarkdown.use(mdLinkAttributes, {
+  attrs: {
+    target: '_blank',
+    rel: 'noopener noreferrer',
+  },
+})
+
+// Agent 内容来自模型和工具输出，禁用原始 HTML 后统一转换为可展示 Markdown。
+export function renderAgentMarkdown(content: string) {
+  return content ? agentMarkdown.render(content) : ''
+}