diff --git a/src/App.tsx b/src/App.tsx
index 0426f02..ecf0f1d 100644
--- a/src/App.tsx
+++ b/src/App.tsx
@@ -41,6 +41,7 @@ const ServerErrorPage = lazy(() => import('./pages/500'))
 const ReviewAdmin = lazy(() => import('./pages/ReviewAdmin'))
 const NotificationAdmin = lazy(() => import('./pages/NotificationAdmin'))
 const CacheAdmin = lazy(() => import('./pages/CacheAdmin'))
+const LearningData = lazy(() => import('./pages/LearningData'))
 
 const queryClient = new QueryClient()
 
@@ -176,6 +177,7 @@ function App() {
                     }
                   />
                   <Route path="reviews" element={<Suspense fallback={<PageLoading />}><ReviewAdmin /></Suspense>} />
+                  <Route path="learning-data" element={<Suspense fallback={<PageLoading />}><LearningData /></Suspense>} />
                   <Route path="notification-admin" element={<Suspense fallback={<PageLoading />}><NotificationAdmin /></Suspense>} />
                   <Route path="*" element={<NotFoundPage />} />
                 </Route>
diff --git a/src/config/menu.tsx b/src/config/menu.tsx
index 8fcbaa4..7c92e82 100644
--- a/src/config/menu.tsx
+++ b/src/config/menu.tsx
@@ -46,6 +46,7 @@ export const adminMenuItems: AdminMenuItem[] = [
     { path: '/safety', name: '内容安全' },
   ]},
   { path: '/reviews', name: '复习数据', icon: <BookOutlined />, requiredRole: 'ADMIN' },
+  { path: '/learning-data', name: '学习数据', icon: <BookOutlined />, requiredRole: 'ADMIN' },
   { path: '/settings', name: '系统配置', icon: <SettingOutlined />, requiredRole: 'ADMIN' },
 ]
 
diff --git a/src/pages/LearningData.tsx b/src/pages/LearningData.tsx
new file mode 100644
index 0000000..a523440
--- /dev/null
+++ b/src/pages/LearningData.tsx
@@ -0,0 +1,106 @@
+import { useState } from 'react'
+import { Table, Tabs, Tag, Space, Input, Typography } from 'antd'
+import { SearchOutlined } from '@ant-design/icons'
+import { useQuery } from '@tanstack/react-query'
+import { api } from '@/services/http-client'
+
+const { Title } = Typography
+
+const statusColors: Record<string, string> = { active: 'blue', completed: 'green', cancelled: 'red' }
+
+export default function LearningData() {
+  const [tab, setTab] = useState('sessions')
+  const [search, setSearch] = useState('')
+
+  const { data: sessions, isLoading: sLoading } = useQuery({
+    queryKey: ['admin', 'learning-sessions', search],
+    queryFn: () => {
+      const p = new URLSearchParams()
+      if (search) p.set('userId', search)
+      return api.get<any>(`/admin-api/learning/sessions?${p.toString()}`)
+    },
+    enabled: tab === 'sessions',
+  })
+
+  const { data: analysis, isLoading: aLoading } = useQuery({
+    queryKey: ['admin', 'analysis-results', search],
+    queryFn: () => {
+      const p = new URLSearchParams()
+      if (search) p.set('userId', search)
+      return api.get<any>(`/admin-api/learning/analysis?${p.toString()}`)
+    },
+    enabled: tab === 'analysis',
+  })
+
+  const { data: aiUsage, isLoading: uLoading } = useQuery({
+    queryKey: ['admin', 'ai-usage', search],
+    queryFn: () => {
+      const p = new URLSearchParams()
+      if (search) p.set('userId', search)
+      return api.get<any>(`/admin-api/learning/ai-usage?${p.toString()}`)
+    },
+    enabled: tab === 'ai-usage',
+  })
+
+  const sessionColumns = [
+    { title: 'ID', dataIndex: 'id', width: 100, ellipsis: true },
+    { title: '用户', dataIndex: 'userId', width: 100, ellipsis: true },
+    { title: '知识库', dataIndex: 'knowledgeBaseId', width: 100, ellipsis: true },
+    { title: '模式', dataIndex: 'mode', width: 80 },
+    { title: '状态', dataIndex: 'status', width: 80, render: (s: string) => <Tag color={statusColors[s] || 'default'}>{s}</Tag> },
+    { title: '时长(分)', dataIndex: 'durationSeconds', width: 80, render: (s: number) => s ? Math.round(s / 60) : '-' },
+    { title: '开始时间', dataIndex: 'startedAt', width: 120, render: (d: string) => d ? new Date(d).toLocaleString() : '-' },
+    { title: '结束时间', dataIndex: 'endedAt', width: 120, render: (d: string) => d ? new Date(d).toLocaleString() : '-' },
+  ]
+
+  const analysisColumns = [
+    { title: 'ID', dataIndex: 'id', width: 100, ellipsis: true },
+    { title: '用户', dataIndex: 'userId', width: 100, ellipsis: true },
+    { title: '摘要', dataIndex: 'summary', width: 200, ellipsis: true },
+    { title: '掌握度', dataIndex: 'masteryScore', width: 80, render: (s: number | null) => s != null ? `${s}%` : '-' },
+    { title: '薄弱点', dataIndex: 'weaknesses', width: 200, render: (w: string[]) => (w || []).join('、') || '-' },
+    { title: '时间', dataIndex: 'createdAt', width: 120, render: (d: string) => new Date(d).toLocaleString() },
+  ]
+
+  const aiUsageColumns = [
+    { title: 'ID', dataIndex: 'id', width: 100, ellipsis: true },
+    { title: '用户', dataIndex: 'userId', width: 100, ellipsis: true },
+    { title: '模型', dataIndex: 'model', width: 140, ellipsis: true },
+    { title: '服务商', dataIndex: 'provider', width: 80 },
+    { title: '输入 Token', dataIndex: 'inputTokens', width: 90 },
+    { title: '输出 Token', dataIndex: 'outputTokens', width: 90 },
+    { title: '费用', dataIndex: 'estimatedCost', width: 70, render: (c: number) => c != null ? `¥${c}` : '-' },
+    { title: '成功', dataIndex: 'success', width: 60, render: (s: boolean) => <Tag color={s ? 'green' : 'red'}>{s ? '是' : '否'}</Tag> },
+    { title: '时间', dataIndex: 'createdAt', width: 120, render: (d: string) => new Date(d).toLocaleString() },
+  ]
+
+  return (
+    <div>
+      <Title level={4}>学习数据</Title>
+      <Space style={{ marginBottom: 16 }}>
+        <Input
+          placeholder="按用户 ID 搜索"
+          prefix={<SearchOutlined />}
+          value={search}
+          onChange={e => setSearch(e.target.value)}
+          allowClear
+          style={{ width: 240 }}
+        />
+      </Space>
+      <Tabs activeKey={tab} onChange={setTab} items={[
+        {
+          key: 'sessions', label: '学习会话',
+          children: <Table dataSource={sessions?.items || []} columns={sessionColumns} rowKey="id" loading={sLoading} pagination={{ total: sessions?.total || 0 }} size="small" scroll={{ x: 900 }} />,
+        },
+        {
+          key: 'analysis', label: 'AI 分析结果',
+          children: <Table dataSource={analysis?.items || []} columns={analysisColumns} rowKey="id" loading={aLoading} pagination={{ total: analysis?.total || 0 }} size="small" scroll={{ x: 900 }} />,
+        },
+        {
+          key: 'ai-usage', label: 'AI 调用日志',
+          children: <Table dataSource={aiUsage?.items || []} columns={aiUsageColumns} rowKey="id" loading={uLoading} pagination={{ total: aiUsage?.total || 0 }} size="small" scroll={{ x: 1000 }} />,
+        },
+      ]} />
+    </div>
+  )
+}