diff --git a/src/components/agent/AgentAssistantPanel.vue b/src/components/agent/AgentAssistantPanel.vue
index c2a7f9b9..9ee51b42 100644
--- a/src/components/agent/AgentAssistantPanel.vue
+++ b/src/components/agent/AgentAssistantPanel.vue
@@ -214,6 +214,7 @@ const messages = ref<AgentChatMessage[]>([])
 const historySessions = ref<AgentSessionHistoryItem[]>([])
 const sessionId = ref('')
 const sending = ref(false)
+const isComposing = ref(false)
 const streamError = ref('')
 const historyMenuOpen = ref(false)
 const messageListRef = ref<HTMLElement | null>(null)
@@ -1269,6 +1270,45 @@ function normalizeToolMessage(message: string) {
   return message.replace(/^=>\s*/, '').trim()
 }
 
+// 解析非啰嗦模式的工具汇总，供相邻工具状态按类别累计次数。
+function parseToolSummary(message: string) {
+  const summaryMatch = message.match(/^（(.+)）$/)
+  if (!summaryMatch) return null
+
+  const parts = summaryMatch[1].split('，').map(part => {
+    const countMatch = part.trim().match(/^(.*?\D)(\d+)(\D.*)$/)
+    if (!countMatch) return null
+    return {
+      prefix: countMatch[1],
+      count: Number(countMatch[2]),
+      suffix: countMatch[3],
+    }
+  })
+  return parts.every(Boolean) ? (parts as Array<{ prefix: string; count: number; suffix: string }>) : null
+}
+
+// 仅合并相邻的非啰嗦工具汇总；正文或具体工具提示会自然终止当前聚合组。
+function mergeToolSummaries(currentMessage: string, nextMessage: string) {
+  const currentParts = parseToolSummary(currentMessage)
+  const nextParts = parseToolSummary(nextMessage)
+  if (!currentParts || !nextParts) return null
+
+  const mergedParts = currentParts.map(part => ({ ...part }))
+  const partIndexes = new Map(mergedParts.map((part, index) => [`${part.prefix}\u0000${part.suffix}`, index]))
+  nextParts.forEach(part => {
+    const key = `${part.prefix}\u0000${part.suffix}`
+    const existingIndex = partIndexes.get(key)
+    if (existingIndex === undefined) {
+      partIndexes.set(key, mergedParts.length)
+      mergedParts.push({ ...part })
+      return
+    }
+    mergedParts[existingIndex].count += part.count
+  })
+
+  return `（${mergedParts.map(part => `${part.prefix}${part.count}${part.suffix}`).join('，')}）`
+}
+
 // 将当前消息里的运行中工具标记为完成。
 function markToolsDone(message: AgentChatMessage) {
   message.tools.forEach(tool => {
@@ -1305,7 +1345,20 @@ function getRenderableMessageSegments(message: AgentChatMessage): AgentRenderabl
     }
 
     const tool = message.tools[segment.toolIndex]
-    if (tool) renderableSegments.push({ type: 'tool', key: `tool-${tool.id}`, tool })
+    if (tool) {
+      const previousSegment = renderableSegments.at(-1)
+      const mergedMessage =
+        previousSegment?.type === 'tool' ? mergeToolSummaries(previousSegment.tool.message, tool.message) : null
+      if (previousSegment?.type === 'tool' && mergedMessage) {
+        previousSegment.tool = {
+          ...previousSegment.tool,
+          message: mergedMessage,
+          status: previousSegment.tool.status === 'running' || tool.status === 'running' ? 'running' : 'done',
+        }
+      } else {
+        renderableSegments.push({ type: 'tool', key: `tool-${tool.id}`, tool })
+      }
+    }
     return renderableSegments
   }, [])
 }
@@ -2180,11 +2233,19 @@ function handlePageShow() {
 
 // 处理输入框回车发送。
 function handleInputKeydown(event: KeyboardEvent) {
-  if (event.key !== 'Enter' || event.shiftKey) return
+  if (event.key !== 'Enter' || event.shiftKey || isComposing.value || event.isComposing || event.keyCode === 229) return
   event.preventDefault()
   sendMessage()
 }
 
+function handleCompositionStart() {
+  isComposing.value = true
+}
+
+function handleCompositionEnd() {
+  isComposing.value = false
+}
+
 watch(isOpen, syncAgentAssistantOpenState, { immediate: true })
 watch(drawerWidth, () => {
   if (isOpen.value) syncAgentAssistantOpenState(true)
@@ -2595,6 +2656,8 @@ onScopeDispose(() => {
             :placeholder="inputPlaceholder"
             @input="handleInputChange"
             @keydown="handleInputKeydown"
+            @compositionstart="handleCompositionStart"
+            @compositionend="handleCompositionEnd"
           />
           <IconBtn
             class="agent-assistant-record agent-assistant-surface-btn"
diff --git a/src/components/agent/__tests__/AgentAssistantPanel.spec.ts b/src/components/agent/__tests__/AgentAssistantPanel.spec.ts
index d1da4d2a..0ebb1889 100644
--- a/src/components/agent/__tests__/AgentAssistantPanel.spec.ts
+++ b/src/components/agent/__tests__/AgentAssistantPanel.spec.ts
@@ -246,6 +246,39 @@ describe('AgentAssistantPanel stream recovery', () => {
     wrapper.unmount()
   })
 
+  it('does not send when Enter confirms an IME composition', async () => {
+    const fetchMock = vi.fn(async () => createAgentResponse([]))
+    vi.stubGlobal('fetch', fetchMock)
+
+    const wrapper = shallowMount(AgentAssistantPanel, {
+      props: { modelValue: true },
+      global: {
+        stubs: {
+          AgentMarkdownContent: agentMarkdownContentStub,
+          IconBtn: { template: '<button><slot /></button>' },
+          PerfectScrollbar: { template: '<div><slot /></div>' },
+          VIcon: true,
+        },
+      },
+    })
+    const textarea = wrapper.find('textarea')
+    await flushPromises()
+    fetchMock.mockClear()
+    await textarea.setValue('搜索电影')
+    await textarea.trigger('compositionstart')
+    await textarea.trigger('keydown', { key: 'Enter', isComposing: true })
+    await textarea.trigger('compositionend')
+    await flushPromises()
+
+    expect(fetchMock).not.toHaveBeenCalled()
+
+    await textarea.trigger('keydown', { key: 'Enter' })
+    await flushPromises()
+    expect(fetchMock).toHaveBeenCalled()
+
+    wrapper.unmount()
+  })
+
   it('renders interleaved assistant text and tool events in their SSE order', async () => {
     const serverSessionId = 'web-agent:ordered-segments'
     const streamEvents = [
@@ -354,6 +387,56 @@ describe('AgentAssistantPanel stream recovery', () => {
     wrapper.unmount()
   })
 
+  it('aggregates adjacent non-verbose tools and starts a new group after text', async () => {
+    const streamEvents = [
+      { type: 'start', session_id: 'web-agent:tool-groups' },
+      { type: 'tool', message: '（查询了 1 次数据）' },
+      { type: 'tool', message: '（查看了 1 个目录）' },
+      { type: 'tool', message: '（查询了 1 次数据）' },
+      { type: 'delta', content: '继续分析。' },
+      { type: 'tool', message: '（读取了 1 个文件）' },
+      { type: 'tool', message: '（读取了 1 个文件）' },
+      { 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('分析插件')
+    await wrapper.find('textarea').trigger('keydown', { key: 'Enter' })
+    await flushPromises()
+
+    const renderedSegments = wrapper.findAll('.agent-assistant-segments > *')
+    expect(renderedSegments).toHaveLength(3)
+    expect(renderedSegments[0].text()).toContain('查询了 2 次数据，查看了 1 个目录')
+    expect(renderedSegments[1].classes()).toContain('agent-assistant-message__bubble')
+    expect(renderedSegments[1].text()).toBe('继续分析。')
+    expect(renderedSegments[2].text()).toContain('读取了 2 个文件')
+
+    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' },
diff --git a/src/locales/en-US.ts b/src/locales/en-US.ts
index 8fd12ce2..7e59cca7 100644
--- a/src/locales/en-US.ts
+++ b/src/locales/en-US.ts
@@ -782,7 +782,7 @@ export default {
     emptyTitle: 'What should we handle today?',
     emptySubtitle: 'Ask about sites, subscriptions, downloads, or organization tasks.',
     placeholder: 'Ask MoviePilot, Type / for commands',
-    processingPlaceholder: 'MoviePilot is working, please wait...',
+    processingPlaceholder: 'Processing...',
     commandLoading: 'Loading commands...',
     commandLoadFailed: 'Failed to load commands',
     stop: 'Stop generating',
diff --git a/src/locales/zh-CN.ts b/src/locales/zh-CN.ts
index 5406bc0a..27107631 100644
--- a/src/locales/zh-CN.ts
+++ b/src/locales/zh-CN.ts
@@ -771,7 +771,7 @@ export default {
     emptyTitle: '今天想处理什么？',
     emptySubtitle: '站点、订阅、下载、整理任务，都可以直接问我。',
     placeholder: '询问 MoviePilot，输入 / 使用命令',
-    processingPlaceholder: '智能体正在处理，请稍候...',
+    processingPlaceholder: '处理中...',
     commandLoading: '正在加载命令...',
     commandLoadFailed: '命令列表加载失败',
     stop: '停止生成',
diff --git a/src/locales/zh-TW.ts b/src/locales/zh-TW.ts
index 7a5261c5..b6a994bb 100644
--- a/src/locales/zh-TW.ts
+++ b/src/locales/zh-TW.ts
@@ -771,7 +771,7 @@ export default {
     emptyTitle: '今天想處理什麼？',
     emptySubtitle: '站點、訂閱、下載、整理任務，都可以直接問我。',
     placeholder: '詢問 MoviePilot，輸入 / 使用命令',
-    processingPlaceholder: '智能體正在處理，請稍候...',
+    processingPlaceholder: '處理中...',
     commandLoading: '正在載入命令...',
     commandLoadFailed: '命令列表載入失敗',
     stop: '停止生成',