实现多选重要性，采用逗号分隔

## 主要改动

### 1. 修复分页显示问题
- 修复总页数计算错误（使用服务端 total 而非缓存 cachedCount）
- 修复目标页数据检查逻辑（排除 null 占位符）

### 2. 实现请求拆分策略 (Critical Fix)
- 将合并请求（per_page: 15）拆分为单页循环请求（per_page: 5）
- 解决后端无法处理动态 per_page 导致返回空数据的问题
- 后台预加载和显示 loading 两个场景均已拆分

### 3. 优化智能预加载逻辑
- 连续翻页（上/下页）：预加载前后各 2 页
- 跳转翻页（点页码）：只加载当前页
- 目标页已缓存时立即切换，后台静默预加载其他页

### 4. Redux 状态管理优化
- 添加 pageSize 参数用于正确计算索引
- 重写 reducer 插入逻辑（append/replace/jump 三种模式）
- 只在 append 模式去重，避免替换和跳页时数据丢失
- 修复 selector 计算有效数量（排除 null）

### 5. 修复 React Hook 规则违规
- 将所有 useColorModeValue 移至组件顶层
- 添加缺失的 HStack 导入

## 影响范围
- 仅影响社区页面动态新闻分页功能
- 无后端变更，向后兼容

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

.env.production

@@ -0,0 +1,42 @@
+# ========================================
+# 生产环境配置
+# ========================================
+# 使用方式: npm run build
+#
+# 工作原理：
+# 1. 此文件专门用于生产环境构建
+# 2. 构建时会将环境变量嵌入到打包文件中
+# 3. 确保 PostHog 等服务使用正确的生产配置
+# ========================================
+
+# 环境标识
+REACT_APP_ENV=production
+NODE_ENV=production
+
+# Mock 配置（生产环境禁用 Mock）
+REACT_APP_ENABLE_MOCK=false
+
+# 后端 API 地址（生产环境）
+REACT_APP_API_URL=http://49.232.185.254:5001
+
+# PostHog 分析配置（生产环境）
+# PostHog API Key（从 PostHog 项目设置中获取）
+REACT_APP_POSTHOG_KEY=phc_xKlRyG69Bx7hgOdFeCeLUvQWvSjw18ZKFgCwCeYezWF
+# PostHog API Host（使用 PostHog Cloud）
+REACT_APP_POSTHOG_HOST=https://app.posthog.com
+# 启用会话录制（Session Recording）用于回放用户操作、排查问题
+REACT_APP_ENABLE_SESSION_RECORDING=true
+
+# React 构建优化配置
+# 禁用 source map 生成（生产环境不需要，提升打包速度和安全性）
+GENERATE_SOURCEMAP=false
+# 跳过预检查（加快启动速度）
+SKIP_PREFLIGHT_CHECK=true
+# 禁用 ESLint 检查（生产构建时不需要）
+DISABLE_ESLINT_PLUGIN=true
+# TypeScript 编译错误时继续
+TSC_COMPILE_ON_ERROR=true
+# 图片内联大小限制
+IMAGE_INLINE_SIZE_LIMIT=10000
+# Node.js 内存限制（适用于大型项目）
+NODE_OPTIONS=--max_old_space_size=4096

CLAUDE.md

@@ -4,40 +4,61 @@ This file provides guidance to Claude Code (claude.ai/code) when working with co
 
 ## Project Overview
 
-This is a hybrid React dashboard application with a Flask/Python backend. The project is built on the Argon Dashboard Chakra PRO template and includes financial/trading analysis features.
+This is a hybrid React dashboard application with a Flask/Python backend for financial/trading analysis. Built on the Argon Dashboard Chakra PRO template with extensive customization.
 
 ### Frontend (React + Chakra UI)
 - **Framework**: React 18.3.1 with Chakra UI 2.8.2
+- **State Management**: Redux Toolkit (@reduxjs/toolkit)
+- **Routing**: React Router DOM v6 with lazy loading for code splitting
 - **Styling**: Tailwind CSS + custom Chakra theme
-- **Build Tool**: React Scripts with custom Gulp tasks
-- **Charts**: ApexCharts, ECharts, and custom visualization components
+- **Build Tool**: CRACO (Create React App Configuration Override) with custom webpack optimizations
+- **Charts**: ApexCharts, ECharts, Recharts, D3
+- **UI Components**: Ant Design (antd) alongside Chakra UI
+- **Other Libraries**: Three.js (@react-three), FullCalendar, Leaflet maps
 
 ### Backend (Flask/Python)
 - **Framework**: Flask with SQLAlchemy ORM
-- **Database**: ClickHouse for analytics + MySQL/PostgreSQL
-- **Features**: Real-time data processing, trading analysis, user authentication
-- **Task Queue**: Celery for background processing
+- **Database**: ClickHouse for analytics queries + MySQL/PostgreSQL
+- **Real-time**: Flask-SocketIO for WebSocket connections
+- **Task Queue**: Celery with Redis for background processing
+- **External APIs**: Tencent Cloud SMS, WeChat Pay integration
 
 ## Development Commands
 
 ### Frontend Development
 ```bash
-npm start                    # Start development server (port 3000, proxies to localhost:5001)
-npm run build               # Production build with license headers
-npm test                    # Run React test suite
-npm run lint:check          # Check ESLint rules
-npm run lint:fix            # Auto-fix ESLint issues
-npm run install:clean       # Clean install (removes node_modules and package-lock)
+npm start                    # Start with mock data (.env.mock), proxies to localhost:5001
+npm run start:real           # Start with real backend (.env.local)
+npm run start:dev            # Start with development config (.env.development)
+npm run start:test           # Starts both backend (app_2.py) and frontend (.env.test) concurrently
+npm run dev                  # Alias for 'npm start'
+npm run backend              # Start Flask server only (python app_2.py)
+
+npm run build                # Production build with Gulp license headers
+npm run build:analyze        # Build with webpack bundle analyzer
+npm test                     # Run React test suite with CRACO
+
+npm run lint:check           # Check ESLint rules (exits 0)
+npm run lint:fix             # Auto-fix ESLint issues
+npm run clean                # Remove node_modules and package-lock.json
+npm run reinstall            # Clean install (runs clean + install)
 ```
 
 ### Backend Development
 ```bash
-python app_2.py            # Start Flask server (main backend)
-python simulation_background_processor.py  # Background data processor
+python app.py              # Main Flask server (newer version)
+python app_2.py            # Flask server (appears to be current main)
+python simulation_background_processor.py  # Background data processor for simulations
+```
+
+### Deployment
+```bash
+npm run deploy               # Executes scripts/deploy-from-local.sh
+npm run deploy:setup         # Setup deployment (scripts/setup-deployment.sh)
+npm run rollback             # Rollback deployment (scripts/rollback-from-local.sh)
 ```
 
 ### Python Dependencies
-Install from requirements.txt:
 ```bash
 pip install -r requirements.txt
 ```
@@ -45,47 +66,69 @@ pip install -r requirements.txt
 ## Architecture
 
 ### Frontend Structure
-- `src/layouts/` - Main layout components (Admin, Auth, Home)
-- `src/views/` - Page components organized by feature (Dashboard, Company, Community, etc.)
-- `src/components/` - Reusable UI components (Charts, Cards, Buttons, etc.)
-- `src/theme/` - Chakra UI theme customization
-- `src/routes.js` - Application routing configuration
-- `src/contexts/` - React context providers
-- `src/services/` - API service layer
+- **src/App.js** - Main application entry with route definitions (routing moved from src/routes.js)
+- **src/layouts/** - Layout wrappers (Auth, Home, MainLayout)
+- **src/views/** - Page components (Community, Company, TradingSimulation, etc.)
+- **src/components/** - Reusable UI components
+- **src/contexts/** - React contexts (AuthContext, NotificationContext, IndustryContext)
+- **src/store/** - Redux store with slices (posthogSlice, etc.)
+- **src/services/** - API service layer
+- **src/theme/** - Chakra UI theme customization
+- **src/mocks/** - MSW (Mock Service Worker) handlers for development
+  - src/mocks/handlers/ - Request handlers by domain
+  - src/mocks/data/ - Mock data files
+  - src/mocks/browser.js - MSW browser setup
 
 ### Backend Structure
-- `app_2.py` - Main Flask application with routes and business logic
-- `simulation_background_processor.py` - Background data processing service
-- `wechat_pay.py` / `wechat_pay_config.py` - Payment integration
-- `tdays.csv` - Trading days data
+- **app.py / app_2.py** - Main Flask application with routes, authentication, and business logic
+- **simulation_background_processor.py** - Background processor for trading simulations
+- **wechat_pay.py / wechat_pay_config.py** - WeChat payment integration
+- **concept_api.py** - API for concept/industry analysis
+- **tdays.csv** - Trading days calendar data (loaded into memory at startup)
 
 ### Key Integrations
-- ClickHouse for high-performance analytics queries
-- Celery + Redis for background task processing
-- Flask-SocketIO for real-time data updates
-- Tencent Cloud services (SMS, etc.)
-- WeChat Pay integration
+- **ClickHouse** - High-performance analytics queries
+- **Celery + Redis** - Background task processing
+- **Flask-SocketIO** - Real-time data updates via WebSocket
+- **Tencent Cloud** - SMS services
+- **WeChat Pay** - Payment processing
+- **PostHog** - Analytics (initialized in Redux)
+- **MSW** - API mocking for development/testing
+
+### Routing & Code Splitting
+- Routing is defined in **src/App.js** (not src/routes.js - that file is deprecated)
+- Heavy components use React.lazy() for code splitting (Community, TradingSimulation, etc.)
+- Protected routes use ProtectedRoute and ProtectedRouteRedirect components
 
 ## Configuration
 
-### Proxy Setup
-The React dev server proxies API calls to `http://localhost:5001` (see package.json).
-
 ### Environment Files
-- `.env` - Environment variables for both frontend and backend
+Multiple environment configurations available:
+- **.env.mock** - Mock data mode (default for `npm start`)
+- **.env.local** - Real backend connection
+- **.env.development** - Development environment
+- **.env.test** - Test environment
 
-### Build Process
-The build process includes custom Gulp tasks that add Creative Tim license headers to JS, CSS, and HTML files.
+### Build Configuration (craco.config.js)
+- **Webpack caching**: Filesystem cache for faster rebuilds (50-80% improvement)
+- **Code splitting**: Aggressive chunk splitting by library (react-vendor, charts-lib, chakra-ui, antd-lib, three-lib, etc.)
+- **Path aliases**: `@` → src/, `@components` → src/components/, `@views` → src/views/, `@assets` → src/assets/, `@contexts` → src/contexts/
+- **Optimizations**: ESLint plugin removed from build for speed, Babel caching enabled, moment locale stripping
+- **Source maps**: Disabled in production, eval-cheap-module-source-map in development
+- **Dev server proxy**: `/api` requests proxy to http://49.232.185.254:5001
 
-### Styling Architecture
-- Tailwind CSS for utility classes
-- Custom Chakra UI theme with extended color palette
-- Component-specific SCSS files in `src/assets/scss/`
+### Important Build Notes
+- Uses NODE_OPTIONS='--openssl-legacy-provider --max_old_space_size=4096' for Node compatibility
+- Gulp task adds Creative Tim license headers post-build
+- Bundle analyzer available via `ANALYZE=true npm run build:analyze`
+- Pre-build: kills any process on port 3000
 
 ## Testing
-- React Testing Library setup for frontend components
-- Test command: `npm test`
+- **React Testing Library** for component tests
+- **MSW** (Mock Service Worker) for API mocking during tests
+- Run tests: `npm test`
 
 ## Deployment
-- Build: `npm run build`
-- Deploy: `npm run deploy` (builds the project)
+- Deployment scripts in **scripts/** directory
+- Build output processed by Gulp for licensing
+- Supports rollback via scripts/rollback-from-local.sh

app.py

@@ -2602,13 +2602,9 @@ def get_wechat_qrcode():
     # 生成唯一state参数
     state = uuid.uuid4().hex
 
-    print(f"🆕 [QRCODE] 生成新的微信二维码, state={state[:8]}...")
-
     # URL编码回调地址
     redirect_uri = urllib.parse.quote_plus(WECHAT_REDIRECT_URI)
 
-    print(f"🔗 [QRCODE] 回调地址: {WECHAT_REDIRECT_URI}")
-
     # 构建微信授权URL
     wechat_auth_url = (
         f"https://open.weixin.qq.com/connect/qrconnect?"
@@ -2626,8 +2622,6 @@ def get_wechat_qrcode():
         'wechat_unionid': None
     }
 
-    print(f"✅ [QRCODE] session 已存储, 当前总数: {len(wechat_qr_sessions)}")
-
     return jsonify({"code":0,
                     "data":
     {
@@ -2691,8 +2685,6 @@ def check_wechat_scan():
         del wechat_qr_sessions[session_id]
         return jsonify({'status': 'expired'}), 200
 
-    print(f"📡 [CHECK] session_id: {session_id[:8]}..., status: {session['status']}, user_info: {session.get('user_info')}")
-
     return jsonify({
         'status': session['status'],
         'user_info': session.get('user_info'),
@@ -2751,17 +2743,12 @@ def wechat_callback():
 
     # 验证state
     if state not in wechat_qr_sessions:
-        print(f"❌ [CALLBACK] state 不在 wechat_qr_sessions 中: {state[:8]}...")
-        print(f"   当前 sessions: {list(wechat_qr_sessions.keys())}")
         return redirect('/auth/signin?error=session_expired')
 
     session_data = wechat_qr_sessions[state]
 
-    print(f"✅ [CALLBACK] 找到 session_data, mode={session_data.get('mode')}")
-
     # 检查过期
     if time.time() > session_data['expires']:
-        print(f"❌ [CALLBACK] session 已过期")
         del wechat_qr_sessions[state]
         return redirect('/auth/signin?error=session_expired')
 
@@ -2790,8 +2777,6 @@ def wechat_callback():
             print(f"❌ 获取微信用户信息失败: openid={token_data['openid']}")
             return redirect('/auth/signin?error=userinfo_failed')
 
-        print(f"✅ [CALLBACK] 获取用户信息成功, nickname={user_info.get('nickname', 'N/A')}")
-
         # 查找或创建用户 / 或处理绑定
         openid = token_data['openid']
         unionid = user_info.get('unionid') or token_data.get('unionid')
@@ -2842,8 +2827,7 @@ def wechat_callback():
             user = User.query.filter_by(wechat_open_id=openid).first()
 
         if not user:
-            # 创建新用户（自动注册）
-            is_new_user = True
+            # 创建新用户
             # 先清理微信昵称
             raw_nickname = user_info.get('nickname', '微信用户')
             # 创建临时用户实例以使用清理方法
@@ -2893,22 +2877,8 @@ def wechat_callback():
                 session_item['user_info'] = {'user_id': user.id}
                 print(f"✅ 微信扫码状态已更新: {session_item['status']}, user_id: {user.id}")
 
-        # 返回一个简单的成功页面（前端轮询会检测到状态变化）
-        return '''
-        <html>
-        <head><title>授权成功</title></head>
-        <body>
-            <h2>微信授权成功</h2>
-            <p>请返回原页面继续操作...</p>
-            <script>
-                // 尝试关闭窗口（如果是弹窗的话）
-                setTimeout(function() {
-                    window.close();
-                }, 1000);
-            </script>
-        </body>
-        </html>
-        ''', 200
+        # 直接跳转到首页
+        return redirect('/home')
 
     except Exception as e:
         print(f"❌ 微信登录失败: {e}")
@@ -2934,16 +2904,16 @@ def login_with_wechat():
         return jsonify({'success': False, 'error': 'session_id不能为空'}), 400
 
     # 验证session
-    wechat_session = wechat_qr_sessions.get(session_id)
-    if not wechat_session:
+    session = wechat_qr_sessions.get(session_id)
+    if not session:
         return jsonify({'success': False, 'error': '会话不存在或已过期'}), 400
 
     # 检查session状态
-    if wechat_session['status'] not in ['login_success', 'register_success']:
+    if session['status'] not in ['login_ready', 'register_ready']:
         return jsonify({'success': False, 'error': '会话状态无效'}), 400
 
     # 检查是否有用户信息
-    user_info = wechat_session.get('user_info')
+    user_info = session.get('user_info')
     if not user_info or not user_info.get('user_id'):
         return jsonify({'success': False, 'error': '用户信息不完整'}), 400
 
@@ -2955,33 +2925,18 @@ def login_with_wechat():
         # 更新最后登录时间
         user.update_last_seen()
 
-        # 设置 Flask session
-        session.permanent = True
-        session['user_id'] = user.id
-        session['username'] = user.username
-        session['logged_in'] = True
-        session['wechat_login'] = True  # 标记是微信登录
-
-        # Flask-Login 登录
-        login_user(user, remember=True)
-
-        # 判断是否为新用户
-        is_new_user = user_info.get('is_new_user', False)
-
-        # 清除 wechat_qr_sessions
+        # 清除session
         del wechat_qr_sessions[session_id]
 
         # 生成登录响应
         response_data = {
             'success': True,
-            'message': '注册成功' if is_new_user else '登录成功',
-            'isNewUser': is_new_user,
+            'message': '登录成功' if session['status'] == 'login_ready' else '注册并登录成功',
             'user': {
                 'id': user.id,
                 'username': user.username,
                 'nickname': user.nickname or user.username,
                 'email': user.email,
-                'phone': user.phone,
                 'avatar_url': user.avatar_url,
                 'has_wechat': True,
                 'wechat_open_id': user.wechat_open_id,
@@ -6644,8 +6599,15 @@ def api_get_events():
             query = query.filter_by(status=event_status)
         if event_type != 'all':
             query = query.filter_by(event_type=event_type)
+        # 支持多个重要性级别筛选，用逗号分隔（如 importance=S,A）
         if importance != 'all':
-            query = query.filter_by(importance=importance)
+            if ',' in importance:
+                # 多个重要性级别
+                importance_list = [imp.strip() for imp in importance.split(',') if imp.strip()]
+                query = query.filter(Event.importance.in_(importance_list))
+            else:
+                # 单个重要性级别
+                query = query.filter_by(importance=importance)
         if creator_id:
             query = query.filter_by(creator_id=creator_id)
         # 新增：行业代码过滤（申银万国行业分类）

craco.config.js

@@ -244,6 +244,13 @@ module.exports = {
         secure: false,
         logLevel: 'debug',
       },
+      '/concept-api': {
+        target: 'http://49.232.185.254:6801',
+        changeOrigin: true,
+        secure: false,
+        logLevel: 'debug',
+        pathRewrite: { '^/concept-api': '' },
+      },
     },
   },
 };

package.json

@@ -101,7 +101,7 @@
     "frontend:test": "NODE_OPTIONS='--openssl-legacy-provider --max_old_space_size=4096' env-cmd -f .env.test craco start",
     "dev": "npm start",
     "backend": "python app_2.py",
-    "build": "NODE_OPTIONS='--openssl-legacy-provider --max_old_space_size=4096' craco build && gulp licenses",
+    "build": "NODE_OPTIONS='--openssl-legacy-provider --max_old_space_size=4096' env-cmd -f .env.production craco build && gulp licenses",
     "build:analyze": "NODE_OPTIONS='--openssl-legacy-provider --max_old_space_size=4096' ANALYZE=true craco build",
     "test": "craco test --env=jsdom",
     "eject": "react-scripts eject",

src/components/Auth/WechatRegister.js

@@ -501,26 +501,26 @@ export default function WechatRegister() {
                 bg="gray.50"
                 boxShadow="sm"             // ✅ 添加轻微阴影
             >
-                {wechatStatus !== WECHAT_STATUS.NONE ? (
+                {wechatStatus === WECHAT_STATUS.WAITING ? (
                     /* 已获取二维码：显示iframe */
                     <iframe
                         src={wechatAuthUrl}
                         title="微信扫码登录"
                         width="300"
                         height="350"
-                        scrolling="no"  // ✅ 新增:禁止滚动         
+                        scrolling="no"  // ✅ 新增:禁止滚动
+                        // sandbox="allow-scripts allow-same-origin allow-forms"  // ✅ 阻止iframe跳转父页面
                         style={{
                             border: 'none',
                             transform: 'scale(0.77) translateY(-35px)',  // ✅ 裁剪顶部logo
                             transformOrigin: 'top left',
                             marginLeft: '-5px',
                             pointerEvents: 'auto',  // 允许点击                                                                                                     │ │
-                            overflow: 'hidden',      // 尝试隐藏滚动条（可能不起作用）    
+                            overflow: 'hidden',      // 尝试隐藏滚动条（可能不起作用）
                         }}
                         // 使用 onWheel 事件阻止滚动                                                                                                                │ │
                         onWheel={(e) => e.preventDefault()}  // ✅ 在父容器上阻止滚动
                         onTouchMove={(e) => e.preventDefault()}  // ✅ 移动端也阻止
-                        
                     />
                 ) : (
                     /* 未获取：显示占位符 */

src/components/Navbars/components/Navigation/DesktopNav.js

@@ -12,12 +12,12 @@ import {
     Text,
     Flex,
     Badge,
-    useColorModeValue,
-    useDisclosure
+    useColorModeValue
 } from '@chakra-ui/react';
 import { ChevronDownIcon } from '@chakra-ui/icons';
 import { useNavigate, useLocation } from 'react-router-dom';
 import { useNavigationEvents } from '../../../../hooks/useNavigationEvents';
+import { useDelayedMenu } from '../../../../hooks/useDelayedMenu';
 
 /**
  * 桌面版主导航菜单组件
@@ -37,11 +37,11 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
     // 🎯 初始化导航埋点Hook
     const navEvents = useNavigationEvents({ component: 'top_nav' });
 
-    // 🎯 为每个菜单创建独立的 useDisclosure Hook
-    const { isOpen: isHighFreqOpen, onOpen: onHighFreqOpen, onClose: onHighFreqClose } = useDisclosure();
-    const { isOpen: isMarketReviewOpen, onOpen: onMarketReviewOpen, onClose: onMarketReviewClose } = useDisclosure();
-    const { isOpen: isAgentCommunityOpen, onOpen: onAgentCommunityOpen, onClose: onAgentCommunityClose } = useDisclosure();
-    const { isOpen: isContactUsOpen, onOpen: onContactUsOpen, onClose: onContactUsClose } = useDisclosure();
+    // 🎯 为每个菜单创建延迟关闭控制（200ms 延迟）
+    const highFreqMenu = useDelayedMenu({ closeDelay: 200 });
+    const marketReviewMenu = useDelayedMenu({ closeDelay: 200 });
+    const agentCommunityMenu = useDelayedMenu({ closeDelay: 200 });
+    const contactUsMenu = useDelayedMenu({ closeDelay: 200 });
 
     // 辅助函数：判断导航项是否激活
     const isActive = useCallback((paths) => {
@@ -53,7 +53,7 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
     return (
         <HStack spacing={8}>
             {/* 高频跟踪 */}
-            <Menu isOpen={isHighFreqOpen} onClose={onHighFreqClose}>
+            <Menu isOpen={highFreqMenu.isOpen} onClose={highFreqMenu.onClose}>
                 <MenuButton
                     as={Button}
                     variant="ghost"
@@ -64,18 +64,24 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
                     borderBottom={isActive(['/community', '/concepts']) ? '2px solid' : 'none'}
                     borderColor="blue.600"
                     _hover={{ bg: isActive(['/community', '/concepts']) ? 'blue.100' : 'gray.50' }}
-                    onMouseEnter={onHighFreqOpen}
-                    onMouseLeave={onHighFreqClose}
+                    onMouseEnter={highFreqMenu.handleMouseEnter}
+                    onMouseLeave={highFreqMenu.handleMouseLeave}
+                    onClick={highFreqMenu.handleClick}
                 >
                     高频跟踪
                 </MenuButton>
-                <MenuList minW="260px" p={2} onMouseEnter={onHighFreqOpen}>
+                <MenuList
+                    minW="260px"
+                    p={2}
+                    onMouseEnter={highFreqMenu.handleMouseEnter}
+                    onMouseLeave={highFreqMenu.handleMouseLeave}
+                >
                     <MenuItem
                         onClick={() => {
                             // 🎯 追踪菜单项点击
                             navEvents.trackMenuItemClicked('事件中心', 'dropdown', '/community');
                             navigate('/community');
-                            onHighFreqClose(); // 跳转后关闭菜单
+                            highFreqMenu.onClose(); // 跳转后关闭菜单
                         }}
                         borderRadius="md"
                         bg={location.pathname.includes('/community') ? 'blue.50' : 'transparent'}
@@ -96,7 +102,7 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
                             // 🎯 追踪菜单项点击
                             navEvents.trackMenuItemClicked('概念中心', 'dropdown', '/concepts');
                             navigate('/concepts');
-                            onHighFreqClose(); // 跳转后关闭菜单
+                            highFreqMenu.onClose(); // 跳转后关闭菜单
                         }}
                         borderRadius="md"
                         bg={location.pathname.includes('/concepts') ? 'blue.50' : 'transparent'}
@@ -113,7 +119,7 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
             </Menu>
 
             {/* 行情复盘 */}
-            <Menu isOpen={isMarketReviewOpen} onClose={onMarketReviewClose}>
+            <Menu isOpen={marketReviewMenu.isOpen} onClose={marketReviewMenu.onClose}>
                 <MenuButton
                     as={Button}
                     variant="ghost"
@@ -124,16 +130,22 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
                     borderBottom={isActive(['/limit-analyse', '/stocks', '/trading-simulation']) ? '2px solid' : 'none'}
                     borderColor="blue.600"
                     _hover={{ bg: isActive(['/limit-analyse', '/stocks', '/trading-simulation']) ? 'blue.100' : 'gray.50' }}
-                    onMouseEnter={onMarketReviewOpen}
-                    onMouseLeave={onMarketReviewClose}
+                    onMouseEnter={marketReviewMenu.handleMouseEnter}
+                    onMouseLeave={marketReviewMenu.handleMouseLeave}
+                    onClick={marketReviewMenu.handleClick}
                 >
                     行情复盘
                 </MenuButton>
-                <MenuList minW="260px" p={2} onMouseEnter={onMarketReviewOpen}>
+                <MenuList
+                    minW="260px"
+                    p={2}
+                    onMouseEnter={marketReviewMenu.handleMouseEnter}
+                    onMouseLeave={marketReviewMenu.handleMouseLeave}
+                >
                     <MenuItem
                         onClick={() => {
                             navigate('/limit-analyse');
-                            onMarketReviewClose(); // 跳转后关闭菜单
+                            marketReviewMenu.onClose(); // 跳转后关闭菜单
                         }}
                         borderRadius="md"
                         bg={location.pathname.includes('/limit-analyse') ? 'blue.50' : 'transparent'}
@@ -149,7 +161,7 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
                     <MenuItem
                         onClick={() => {
                             navigate('/stocks');
-                            onMarketReviewClose(); // 跳转后关闭菜单
+                            marketReviewMenu.onClose(); // 跳转后关闭菜单
                         }}
                         borderRadius="md"
                         bg={location.pathname.includes('/stocks') ? 'blue.50' : 'transparent'}
@@ -165,7 +177,7 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
                     <MenuItem
                         onClick={() => {
                             navigate('/trading-simulation');
-                            onMarketReviewClose(); // 跳转后关闭菜单
+                            marketReviewMenu.onClose(); // 跳转后关闭菜单
                         }}
                         borderRadius="md"
                         bg={location.pathname.includes('/trading-simulation') ? 'blue.50' : 'transparent'}
@@ -182,17 +194,23 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
             </Menu>
 
             {/* AGENT社群 */}
-            <Menu isOpen={isAgentCommunityOpen} onClose={onAgentCommunityClose}>
+            <Menu isOpen={agentCommunityMenu.isOpen} onClose={agentCommunityMenu.onClose}>
                 <MenuButton
                     as={Button}
                     variant="ghost"
                     rightIcon={<ChevronDownIcon />}
-                    onMouseEnter={onAgentCommunityOpen}
-                    onMouseLeave={onAgentCommunityClose}
+                    onMouseEnter={agentCommunityMenu.handleMouseEnter}
+                    onMouseLeave={agentCommunityMenu.handleMouseLeave}
+                    onClick={agentCommunityMenu.handleClick}
                 >
                     AGENT社群
                 </MenuButton>
-                <MenuList minW="300px" p={4} onMouseEnter={onAgentCommunityOpen}>
+                <MenuList
+                    minW="300px"
+                    p={4}
+                    onMouseEnter={agentCommunityMenu.handleMouseEnter}
+                    onMouseLeave={agentCommunityMenu.handleMouseLeave}
+                >
                     <MenuItem
                         isDisabled
                         cursor="not-allowed"
@@ -211,17 +229,23 @@ const DesktopNav = memo(({ isAuthenticated, user }) => {
             </Menu>
 
             {/* 联系我们 */}
-            <Menu isOpen={isContactUsOpen} onClose={onContactUsClose}>
+            <Menu isOpen={contactUsMenu.isOpen} onClose={contactUsMenu.onClose}>
                 <MenuButton
                     as={Button}
                     variant="ghost"
                     rightIcon={<ChevronDownIcon />}
-                    onMouseEnter={onContactUsOpen}
-                    onMouseLeave={onContactUsClose}
+                    onMouseEnter={contactUsMenu.handleMouseEnter}
+                    onMouseLeave={contactUsMenu.handleMouseLeave}
+                    onClick={contactUsMenu.handleClick}
                 >
                     联系我们
                 </MenuButton>
-                <MenuList minW="260px" p={4} onMouseEnter={onContactUsOpen}>
+                <MenuList
+                    minW="260px"
+                    p={4}
+                    onMouseEnter={contactUsMenu.handleMouseEnter}
+                    onMouseLeave={contactUsMenu.handleMouseLeave}
+                >
                     <Text fontSize="sm" color={contactTextColor}>敬请期待</Text>
                 </MenuList>
             </Menu>

src/components/Navbars/components/Navigation/MoreMenu.js

@@ -12,11 +12,11 @@ import {
     Text,
     Flex,
     HStack,
-    Badge,
-    useDisclosure
+    Badge
 } from '@chakra-ui/react';
 import { ChevronDownIcon } from '@chakra-ui/icons';
 import { useNavigate, useLocation } from 'react-router-dom';
+import { useDelayedMenu } from '../../../../hooks/useDelayedMenu';
 
 /**
  * 平板版"更多"下拉菜单组件
@@ -30,8 +30,8 @@ const MoreMenu = memo(({ isAuthenticated, user }) => {
     const navigate = useNavigate();
     const location = useLocation();
 
-    // 🎯 为"更多"菜单创建 useDisclosure Hook
-    const { isOpen, onOpen, onClose } = useDisclosure();
+    // 🎯 使用延迟关闭菜单控制
+    const moreMenu = useDelayedMenu({ closeDelay: 200 });
 
     // 辅助函数：判断导航项是否激活
     const isActive = useCallback((paths) => {
@@ -41,23 +41,29 @@ const MoreMenu = memo(({ isAuthenticated, user }) => {
     if (!isAuthenticated || !user) return null;
 
     return (
-        <Menu isOpen={isOpen} onClose={onClose}>
+        <Menu isOpen={moreMenu.isOpen} onClose={moreMenu.onClose}>
             <MenuButton
                 as={Button}
                 variant="ghost"
                 rightIcon={<ChevronDownIcon />}
                 fontWeight="medium"
-                onMouseEnter={onOpen}
-                onMouseLeave={onClose}
+                onMouseEnter={moreMenu.handleMouseEnter}
+                onMouseLeave={moreMenu.handleMouseLeave}
+                onClick={moreMenu.handleClick}
             >
                 更多
             </MenuButton>
-            <MenuList minW="300px" p={2} onMouseEnter={onOpen}>
+            <MenuList
+                minW="300px"
+                p={2}
+                onMouseEnter={moreMenu.handleMouseEnter}
+                onMouseLeave={moreMenu.handleMouseLeave}
+            >
                 {/* 高频跟踪组 */}
                 <Text fontSize="xs" fontWeight="bold" px={3} py={2} color="gray.500">高频跟踪</Text>
                 <MenuItem
                     onClick={() => {
-                        onClose(); // 先关闭菜单
+                        moreMenu.onClose(); // 先关闭菜单
                         navigate('/community');
                     }}
                     borderRadius="md"
@@ -73,7 +79,7 @@ const MoreMenu = memo(({ isAuthenticated, user }) => {
                 </MenuItem>
                 <MenuItem
                     onClick={() => {
-                        onClose(); // 先关闭菜单
+                        moreMenu.onClose(); // 先关闭菜单
                         navigate('/concepts');
                     }}
                     borderRadius="md"
@@ -91,7 +97,7 @@ const MoreMenu = memo(({ isAuthenticated, user }) => {
                 <Text fontSize="xs" fontWeight="bold" px={3} py={2} color="gray.500">行情复盘</Text>
                 <MenuItem
                     onClick={() => {
-                        onClose(); // 先关闭菜单
+                        moreMenu.onClose(); // 先关闭菜单
                         navigate('/limit-analyse');
                     }}
                     borderRadius="md"
@@ -104,7 +110,7 @@ const MoreMenu = memo(({ isAuthenticated, user }) => {
                 </MenuItem>
                 <MenuItem
                     onClick={() => {
-                        onClose(); // 先关闭菜单
+                        moreMenu.onClose(); // 先关闭菜单
                         navigate('/stocks');
                     }}
                     borderRadius="md"
@@ -117,7 +123,7 @@ const MoreMenu = memo(({ isAuthenticated, user }) => {
                 </MenuItem>
                 <MenuItem
                     onClick={() => {
-                        onClose(); // 先关闭菜单
+                        moreMenu.onClose(); // 先关闭菜单
                         navigate('/trading-simulation');
                     }}
                     borderRadius="md"

src/hooks/useDelayedMenu.js

@@ -0,0 +1,142 @@
+// src/hooks/useDelayedMenu.js
+// 导航菜单延迟关闭 Hook - 优化 hover 和 click 交互体验
+
+import { useState, useRef, useCallback } from 'react';
+
+/**
+ * 自定义 Hook：提供带延迟关闭功能的菜单控制
+ *
+ * 解决问题：
+ * 1. 用户快速移动鼠标导致菜单意外关闭
+ * 2. Hover 和 Click 状态冲突
+ * 3. 从 MenuButton 移动到 MenuList 时菜单闪烁
+ *
+ * 功能特性：
+ * - ✅ Hover 进入：立即打开菜单
+ * - ✅ Hover 离开：延迟关闭（默认 200ms）
+ * - ✅ Click 切换：支持点击切换打开/关闭状态
+ * - ✅ 智能取消：再次 hover 进入时取消关闭定时器
+ *
+ * @param {Object} options - 配置选项
+ * @param {number} options.closeDelay - 延迟关闭时间（毫秒），默认 200ms
+ * @returns {Object} 菜单控制对象
+ */
+export function useDelayedMenu({ closeDelay = 200 } = {}) {
+    const [isOpen, setIsOpen] = useState(false);
+    const closeTimerRef = useRef(null);
+    const isClickedRef = useRef(false); // 追踪是否通过点击打开
+
+    /**
+     * 打开菜单
+     * - 立即打开，无延迟
+     * - 清除任何待执行的关闭定时器
+     */
+    const onOpen = useCallback(() => {
+        // 清除待执行的关闭定时器
+        if (closeTimerRef.current) {
+            clearTimeout(closeTimerRef.current);
+            closeTimerRef.current = null;
+        }
+        setIsOpen(true);
+    }, []);
+
+    /**
+     * 延迟关闭菜单
+     * - 设置定时器，延迟后关闭
+     * - 如果在延迟期间再次 hover 进入，会被 onOpen 取消
+     */
+    const onDelayedClose = useCallback(() => {
+        // 如果是点击打开的，hover 离开时不自动关闭
+        if (isClickedRef.current) {
+            return;
+        }
+
+        // 清除之前的定时器（防止重复设置）
+        if (closeTimerRef.current) {
+            clearTimeout(closeTimerRef.current);
+        }
+
+        // 设置延迟关闭定时器
+        closeTimerRef.current = setTimeout(() => {
+            setIsOpen(false);
+            closeTimerRef.current = null;
+        }, closeDelay);
+    }, [closeDelay]);
+
+    /**
+     * 立即关闭菜单
+     * - 无延迟，立即关闭
+     * - 清除所有定时器和状态标记
+     */
+    const onClose = useCallback(() => {
+        // 清除定时器
+        if (closeTimerRef.current) {
+            clearTimeout(closeTimerRef.current);
+            closeTimerRef.current = null;
+        }
+        setIsOpen(false);
+        isClickedRef.current = false;
+    }, []);
+
+    /**
+     * 切换菜单状态（用于点击）
+     * - 如果关闭 → 打开，并标记为点击打开
+     * - 如果打开 → 关闭，并清除点击标记
+     */
+    const onToggle = useCallback(() => {
+        if (isOpen) {
+            // 当前已打开 → 关闭
+            onClose();
+        } else {
+            // 当前已关闭 → 打开
+            onOpen();
+            isClickedRef.current = true; // 标记为点击打开
+        }
+    }, [isOpen, onOpen, onClose]);
+
+    /**
+     * Hover 进入处理
+     * - 打开菜单
+     * - 清除点击标记（允许 hover 离开时自动关闭）
+     */
+    const handleMouseEnter = useCallback(() => {
+        onOpen();
+        isClickedRef.current = false; // 清除点击标记，允许 hover 控制
+    }, [onOpen]);
+
+    /**
+     * Hover 离开处理
+     * - 延迟关闭菜单
+     */
+    const handleMouseLeave = useCallback(() => {
+        onDelayedClose();
+    }, [onDelayedClose]);
+
+    /**
+     * 点击处理
+     * - 切换菜单状态
+     */
+    const handleClick = useCallback(() => {
+        onToggle();
+    }, [onToggle]);
+
+    // 组件卸载时清理定时器
+    const cleanup = useCallback(() => {
+        if (closeTimerRef.current) {
+            clearTimeout(closeTimerRef.current);
+            closeTimerRef.current = null;
+        }
+    }, []);
+
+    return {
+        isOpen,
+        onOpen,
+        onClose,
+        onDelayedClose,
+        onToggle,
+        handleMouseEnter,
+        handleMouseLeave,
+        handleClick,
+        cleanup
+    };
+}

src/store/slices/communityDataSlice.js

@@ -170,6 +170,7 @@ export const fetchDynamicNews = createAsyncThunk(
   async ({
     page = 1,
     per_page = 5,
+    pageSize = 5,  // 每页实际显示的数据量（用于计算索引）
     clearCache = false,
     prependMode = false
   } = {}, { rejectWithValue }) => {
@@ -196,6 +197,9 @@ export const fetchDynamicNews = createAsyncThunk(
         return {
           events: response.data.events,
           total: response.data.pagination?.total || 0,
+          page,
+          per_page,
+          pageSize,  // 返回 pageSize 用于索引计算
           clearCache,
           prependMode
         };
@@ -205,6 +209,9 @@ export const fetchDynamicNews = createAsyncThunk(
       return {
         events: [],
         total: 0,
+        page,
+        per_page,
+        pageSize,  // 返回 pageSize 用于索引计算
         clearCache,
         prependMode
       };
@@ -371,7 +378,7 @@ const communityDataSlice = createSlice({
         state.error.dynamicNews = null;
       })
       .addCase(fetchDynamicNews.fulfilled, (state, action) => {
-        const { events, total, clearCache, prependMode } = action.payload;
+        const { events, total, page, per_page, pageSize, clearCache, prependMode } = action.payload;
 
         if (clearCache) {
           // 清空缓存模式：直接替换
@@ -389,14 +396,67 @@ const communityDataSlice = createSlice({
             totalCount: state.dynamicNews.length
           });
         } else {
-          // 追加到尾部模式（默认）：去重后追加
-          const existingIds = new Set(state.dynamicNews.map(e => e.id));
-          const newEvents = events.filter(e => !existingIds.has(e.id));
-          state.dynamicNews = [...state.dynamicNews, ...newEvents];
-          logger.debug('CommunityData', '追加新数据到尾部', {
-            newCount: newEvents.length,
-            totalCount: state.dynamicNews.length
-          });
+          // 智能插入模式：根据页码计算正确的插入位置
+          // 使用 pageSize（每页显示量）而不是 per_page（请求数量）
+          const startIndex = (page - 1) * (pageSize || per_page);
+
+          // 判断插入模式
+          const isAppend = startIndex === state.dynamicNews.length;
+          const isReplace = startIndex < state.dynamicNews.length;
+          const isJump = startIndex > state.dynamicNews.length;
+
+          // 只在 append 模式下去重（避免定时刷新重复）
+          // 替换和跳页模式直接使用原始数据（避免因去重导致数据丢失）
+          if (isAppend) {
+            // Append 模式：连续加载，需要去重
+            const existingIds = new Set(
+              state.dynamicNews
+                .filter(e => e !== null)
+                .map(e => e.id)
+            );
+            const newEvents = events.filter(e => !existingIds.has(e.id));
+            state.dynamicNews = [...state.dynamicNews, ...newEvents];
+
+            logger.debug('CommunityData', '连续追加数据（去重）', {
+              page,
+              startIndex,
+              endIndex: startIndex + newEvents.length,
+              originalEventsCount: events.length,
+              newEventsCount: newEvents.length,
+              filteredCount: events.length - newEvents.length,
+              totalCount: state.dynamicNews.length
+            });
+          } else if (isReplace) {
+            // 替换模式：直接覆盖，不去重
+            const endIndex = startIndex + events.length;
+            const before = state.dynamicNews.slice(0, startIndex);
+            const after = state.dynamicNews.slice(endIndex);
+            state.dynamicNews = [...before, ...events, ...after];
+
+            logger.debug('CommunityData', '替换重叠数据（不去重）', {
+              page,
+              startIndex,
+              endIndex,
+              eventsCount: events.length,
+              beforeLength: before.length,
+              afterLength: after.length,
+              totalCount: state.dynamicNews.length
+            });
+          } else {
+            // 跳页模式：填充间隔，不去重
+            const gap = startIndex - state.dynamicNews.length;
+            const fillers = Array(gap).fill(null);
+            state.dynamicNews = [...state.dynamicNews, ...fillers, ...events];
+
+            logger.debug('CommunityData', '跳页加载，填充间隔（不去重）', {
+              page,
+              startIndex,
+              endIndex: startIndex + events.length,
+              gap,
+              eventsCount: events.length,
+              totalCount: state.dynamicNews.length
+            });
+          }
         }
 
         state.dynamicNewsTotal = total;
@@ -449,11 +509,11 @@ export const selectHotEventsWithLoading = (state) => ({
 });
 
 export const selectDynamicNewsWithLoading = (state) => ({
-  data: state.communityData.dynamicNews,              // 完整缓存列表
+  data: state.communityData.dynamicNews,              // 完整缓存列表（可能包含 null 占位符）
   loading: state.communityData.loading.dynamicNews,
   error: state.communityData.error.dynamicNews,
   total: state.communityData.dynamicNewsTotal,        // 服务端总数量
-  cachedCount: state.communityData.dynamicNews.length, // 已缓存数量
+  cachedCount: state.communityData.dynamicNews.filter(e => e !== null).length, // 已缓存有效数量（排除 null）
   lastUpdated: state.communityData.lastUpdated.dynamicNews
 });
 

src/views/Community/components/DynamicNewsCard.js

@@ -16,7 +16,8 @@ import {
   Badge,
   Center,
   Spinner,
-  useColorModeValue
+  useColorModeValue,
+  useToast
 } from '@chakra-ui/react';
 import { TimeIcon } from '@chakra-ui/icons';
 import EventScrollList from './DynamicNewsCard/EventScrollList';
@@ -54,6 +55,7 @@ const DynamicNewsCard = forwardRef(({
   ...rest
 }, ref) => {
   const dispatch = useDispatch();
+  const toast = useToast();
   const cardBg = useColorModeValue('white', 'gray.800');
   const borderColor = useColorModeValue('gray.200', 'gray.700');
 
@@ -69,52 +71,243 @@ const DynamicNewsCard = forwardRef(({
   const [selectedEvent, setSelectedEvent] = useState(null);
   const [mode, setMode] = useState('carousel'); // 'carousel' 或 'grid'，默认单排
   const [currentPage, setCurrentPage] = useState(1); // 当前页码
+  const [loadingPage, setLoadingPage] = useState(null); // 正在加载的目标页码（用于 UX 提示）
 
   // 根据模式决定每页显示数量
   const pageSize = mode === 'carousel' ? 5 : 10;
 
-  // 计算总页数（基于缓存数量）
-  const totalPages = Math.ceil(cachedCount / pageSize) || 1;
+  // 计算总页数（基于服务端总数据量）
+  const totalPages = Math.ceil(total / pageSize) || 1;
 
   // 检查是否还有更多数据
   const hasMore = cachedCount < total;
 
-  // 从缓存中切片获取当前页数据
+  // 从缓存中切片获取当前页数据（过滤 null 占位符）
   const currentPageEvents = useMemo(() => {
     const startIndex = (currentPage - 1) * pageSize;
     const endIndex = startIndex + pageSize;
-    return allCachedEvents.slice(startIndex, endIndex);
+    return allCachedEvents.slice(startIndex, endIndex).filter(event => event !== null);
   }, [allCachedEvents, currentPage, pageSize]);
 
-  // 检查是否需要请求更多数据
-  const shouldFetchMore = useCallback((targetPage) => {
-    const requiredCount = targetPage * pageSize;
-    // 如果缓存不足，且服务端还有更多数据
-    return cachedCount < requiredCount && hasMore;
-  }, [cachedCount, total, pageSize, hasMore]);
+  // 翻页处理（智能预加载）
+  const handlePageChange = useCallback(async (newPage) => {
+    // 🔍 诊断日志 - 记录翻页开始状态
+    console.log('[handlePageChange] 开始翻页', {
+      currentPage,
+      newPage,
+      pageSize,
+      totalPages,
+      hasMore,
+      total,
+      allCachedEventsLength: allCachedEvents.length,
+      cachedCount
+    });
 
-  // 翻页处理
-  const handlePageChange = useCallback((newPage) => {
-    // 向后翻页（上一页）：不请求，直接切换
-    if (newPage < currentPage) {
+    // 0. 首先检查目标页数据是否已完整缓存
+    const targetPageStartIndex = (newPage - 1) * pageSize;
+    const targetPageEndIndex = targetPageStartIndex + pageSize;
+    const targetPageData = allCachedEvents.slice(targetPageStartIndex, targetPageEndIndex);
+    const validTargetData = targetPageData.filter(e => e !== null);
+    const expectedCount = Math.min(pageSize, total - targetPageStartIndex);
+    const isTargetPageCached = validTargetData.length >= expectedCount;
+
+    console.log('[handlePageChange] 目标页缓存检查', {
+      newPage,
+      targetPageStartIndex,
+      targetPageEndIndex,
+      targetPageDataLength: targetPageData.length,
+      validTargetDataLength: validTargetData.length,
+      expectedCount,
+      isTargetPageCached
+    });
+
+    // 1. 判断翻页类型：连续翻页（上一页/下一页）还是跳转翻页（点击页码/输入跳转）
+    const isSequentialNavigation = Math.abs(newPage - currentPage) === 1;
+
+    // 2. 计算预加载范围
+    let preloadRange;
+    if (isSequentialNavigation) {
+      // 连续翻页：前后各2页（共5页）
+      const start = Math.max(1, newPage - 2);
+      const end = Math.min(totalPages, newPage + 2);
+      preloadRange = Array.from(
+        { length: end - start + 1 },
+        (_, i) => start + i
+      );
+    } else {
+      // 跳转翻页：只加载当前页
+      preloadRange = [newPage];
+    }
+
+    // 3. 检查哪些页面的数据还未缓存（检查是否包含 null 或超出数组长度）
+    const missingPages = preloadRange.filter(page => {
+      const pageStartIndex = (page - 1) * pageSize;
+      const pageEndIndex = pageStartIndex + pageSize;
+
+      // 如果该页超出数组范围，说明未缓存
+      if (pageEndIndex > allCachedEvents.length) {
+        console.log(`[missingPages] 页面${page}超出数组范围`, {
+          pageStartIndex,
+          pageEndIndex,
+          allCachedEventsLength: allCachedEvents.length
+        });
+        return true;
+      }
+
+      // 检查该页的数据是否包含 null 占位符或数据不足
+      const pageData = allCachedEvents.slice(pageStartIndex, pageEndIndex);
+      const validData = pageData.filter(e => e !== null);
+      const expectedCount = Math.min(pageSize, total - pageStartIndex);
+      const hasNullOrIncomplete = validData.length < expectedCount;
+
+      console.log(`[missingPages] 页面${page}检查`, {
+        pageStartIndex,
+        pageEndIndex,
+        pageDataLength: pageData.length,
+        validDataLength: validData.length,
+        expectedCount,
+        hasNullOrIncomplete
+      });
+
+      return hasNullOrIncomplete;
+    });
+
+    console.log('[handlePageChange] 缺失页面检测完成', {
+      preloadRange,
+      missingPages,
+      missingPagesCount: missingPages.length
+    });
+
+    // 4. 如果目标页已缓存，立即切换页码，然后在后台静默预加载其他页
+    if (isTargetPageCached && missingPages.length > 0 && hasMore) {
+      console.log('[DynamicNewsCard] 目标页已缓存，立即切换', {
+        currentPage,
+        newPage,
+        缺失页面: missingPages,
+        目标页已缓存: true
+      });
+
+      // 立即切换页码（用户无感知延迟）
       setCurrentPage(newPage);
-      return;
+
+      // 在后台静默预加载其他缺失页面（拆分为单页请求）
+      try {
+        console.log('[DynamicNewsCard] 开始后台预加载', {
+          缺失页面: missingPages,
+          每页数量: pageSize
+        });
+
+        // 拆分为单页请求，避免 per_page 动态值导致后端返回空数据
+        for (const page of missingPages) {
+          await dispatch(fetchDynamicNews({
+            page: page,
+            per_page: pageSize,  // 固定值（5或10），不使用动态计算
+            pageSize: pageSize,
+            clearCache: false
+          })).unwrap();
+
+          console.log(`[DynamicNewsCard] 后台预加载第 ${page} 页完成`);
+        }
+
+        console.log('[DynamicNewsCard] 后台预加载全部完成', {
+          预加载页面: missingPages
+        });
+      } catch (error) {
+        console.error('[DynamicNewsCard] 后台预加载失败', error);
+        // 静默失败，不影响用户体验
+      }
+
+      return; // 提前返回，不执行下面的加载逻辑
     }
 
-    // 向前翻页（下一页）：检查是否需要请求
-    if (shouldFetchMore(newPage)) {
-      // 计算需要请求的页码（从缓存末尾继续）
-      const nextFetchPage = Math.ceil(cachedCount / pageSize) + 1;
+    // 5. 如果目标页未缓存，显示 loading 并等待加载完成
+    if (missingPages.length > 0 && hasMore) {
+      console.log('[DynamicNewsCard] 目标页未缓存，显示loading', {
+        currentPage,
+        newPage,
+        翻页类型: isSequentialNavigation ? '连续翻页' : '跳转翻页',
+        预加载范围: preloadRange,
+        缺失页面: missingPages,
+        每页数量: pageSize,
+        目标页已缓存: false
+      });
 
-      dispatch(fetchDynamicNews({
-        page: nextFetchPage,
-        per_page: pageSize,
-        clearCache: false
-      }));
+      try {
+        // 设置加载状态（显示"正在加载第X页..."）
+        setLoadingPage(newPage);
+
+        // 拆分为单页请求，避免 per_page 动态值导致后端返回空数据
+        for (const page of missingPages) {
+          console.log(`[DynamicNewsCard] 开始加载第 ${page} 页`);
+
+          await dispatch(fetchDynamicNews({
+            page: page,
+            per_page: pageSize,  // 固定值（5或10），不使用动态计算
+            pageSize: pageSize,  // 传递原始 pageSize，用于正确计算索引
+            clearCache: false
+          })).unwrap();
+
+          console.log(`[DynamicNewsCard] 第 ${page} 页加载完成`);
+        }
+
+        console.log('[DynamicNewsCard] 所有缺失页面加载完成', {
+          缺失页面: missingPages
+        });
+
+        // 数据加载成功后才更新当前页码
+        setCurrentPage(newPage);
+      } catch (error) {
+        console.error('[DynamicNewsCard] 翻页加载失败', error);
+
+        // 显示错误提示
+        toast({
+          title: '加载失败',
+          description: `无法加载第 ${newPage} 页数据，请稍后重试`,
+          status: 'error',
+          duration: 3000,
+          isClosable: true,
+          position: 'top'
+        });
+
+        // 加载失败时不更新页码，保持在当前页
+      } finally {
+        // 清除加载状态
+        setLoadingPage(null);
+      }
+    } else if (missingPages.length === 0) {
+      // 只有在确实不需要加载时才直接切换
+      console.log('[handlePageChange] 无需加载，直接切换', {
+        currentPage,
+        newPage,
+        preloadRange,
+        missingPages,
+        reason: '所有页面均已缓存'
+      });
+      setCurrentPage(newPage);
+    } else {
+      // 理论上不应该到这里（missingPages.length > 0 但 hasMore=false）
+      console.warn('[handlePageChange] 意外分支：有缺失页面但无法加载', {
+        missingPages,
+        hasMore,
+        currentPage,
+        newPage,
+        total,
+        cachedCount
+      });
+
+      // 尝试切换页码，但可能会显示空数据
+      setCurrentPage(newPage);
+
+      toast({
+        title: '数据不完整',
+        description: `第 ${newPage} 页数据可能不完整`,
+        status: 'warning',
+        duration: 2000,
+        isClosable: true,
+        position: 'top'
+      });
     }
-
-    setCurrentPage(newPage);
-  }, [currentPage, cachedCount, pageSize, shouldFetchMore, dispatch]);
+  }, [currentPage, allCachedEvents, pageSize, totalPages, hasMore, dispatch, total, toast, cachedCount]);
 
   // 模式切换处理
   const handleModeToggle = useCallback((newMode) => {
@@ -125,17 +318,22 @@ const DynamicNewsCard = forwardRef(({
 
     const newPageSize = newMode === 'carousel' ? 5 : 10;
 
-    // 检查缓存是否足够显示第1页
-    if (cachedCount < newPageSize) {
-      // 清空缓存，重新请求
+    // 检查第1页的数据是否完整（排除 null）
+    const firstPageData = allCachedEvents.slice(0, newPageSize);
+    const validFirstPageCount = firstPageData.filter(e => e !== null).length;
+    const needsRefetch = validFirstPageCount < Math.min(newPageSize, total);
+
+    if (needsRefetch) {
+      // 第1页数据不完整，清空缓存重新请求
       dispatch(fetchDynamicNews({
         page: 1,
         per_page: newPageSize,
+        pageSize: newPageSize,  // 传递 pageSize 确保索引计算一致
         clearCache: true
       }));
     }
-    // 如果缓存足够，不发起请求，直接切换
-  }, [mode, cachedCount, dispatch]);
+    // 如果第1页数据完整，不发起请求，直接切换
+  }, [mode, allCachedEvents, total, dispatch]);
 
   // 初始加载
   useEffect(() => {
@@ -143,6 +341,7 @@ const DynamicNewsCard = forwardRef(({
       dispatch(fetchDynamicNews({
         page: 1,
         per_page: 5,
+        pageSize: 5,  // 传递 pageSize 确保索引计算一致
         clearCache: true
       }));
     }
@@ -201,7 +400,8 @@ const DynamicNewsCard = forwardRef(({
             currentPage={currentPage}
             totalPages={totalPages}
             onPageChange={handlePageChange}
-            loading={loading}
+            loading={loadingPage !== null}
+            loadingPage={loadingPage}
             mode={mode}
             onModeChange={handleModeToggle}
             eventFollowStatus={eventFollowStatus}

src/views/Community/components/DynamicNewsCard/EventScrollList.js

@@ -11,6 +11,7 @@ import {
   ButtonGroup,
   Center,
   VStack,
+  HStack,
   Spinner,
   Text,
   useColorModeValue
@@ -28,7 +29,8 @@ import PaginationControl from './PaginationControl';
  * @param {number} currentPage - 当前页码
  * @param {number} totalPages - 总页数（由服务端返回）
  * @param {Function} onPageChange - 页码改变回调
- * @param {boolean} loading - 加载状态
+ * @param {boolean} loading - 全局加载状态
+ * @param {number|null} loadingPage - 正在加载的目标页码（用于显示"正在加载第X页..."）
  * @param {string} mode - 展示模式：'carousel'（单排轮播）| 'grid'（双排网格）
  * @param {Function} onModeChange - 模式切换回调
  * @param {boolean} hasMore - 是否还有更多数据
@@ -52,20 +54,37 @@ const EventScrollList = ({
 }) => {
   const scrollContainerRef = useRef(null);
 
-  // 时间轴样式配置
+  // 所有 useColorModeValue 必须在组件顶层调用（不能在条件渲染中）
+  const timelineBg = useColorModeValue('gray.50', 'gray.700');
+  const timelineBorderColor = useColorModeValue('gray.400', 'gray.500');
+  const timelineTextColor = useColorModeValue('blue.600', 'blue.400');
+
+  // 翻页按钮颜色
+  const arrowBtnBg = useColorModeValue('rgba(255, 255, 255, 0.9)', 'rgba(0, 0, 0, 0.6)');
+  const arrowBtnHoverBg = useColorModeValue('rgba(255, 255, 255, 1)', 'rgba(0, 0, 0, 0.8)');
+
+  // 滚动条颜色
+  const scrollbarTrackBg = useColorModeValue('#f1f1f1', '#2D3748');
+  const scrollbarThumbBg = useColorModeValue('#888', '#4A5568');
+  const scrollbarThumbHoverBg = useColorModeValue('#555', '#718096');
+
+  // 加载遮罩颜色
+  const loadingOverlayBg = useColorModeValue('whiteAlpha.800', 'blackAlpha.700');
+  const loadingTextColor = useColorModeValue('gray.600', 'gray.300');
+
   const getTimelineBoxStyle = () => {
     return {
-      bg: useColorModeValue('gray.50', 'gray.700'),
-      borderColor: useColorModeValue('gray.400', 'gray.500'),
+      bg: timelineBg,
+      borderColor: timelineBorderColor,
       borderWidth: '2px',
-      textColor: useColorModeValue('blue.600', 'blue.400'),
+      textColor: timelineTextColor,
       boxShadow: 'sm',
     };
   };
 
   return (
     <Box>
-      {/* 顶部控制栏：模式切换按钮（左）+ 分页控制器（右） */}
+      {/* 顶部控制栏：模式切换按钮（左）+ 分页控制器 + 加载提示（右） */}
       <Flex justify="space-between" align="center" mb={2}>
         {/* 模式切换按钮 */}
         <ButtonGroup size="sm" isAttached>
@@ -87,11 +106,11 @@ const EventScrollList = ({
 
         {/* 分页控制器 */}
         {totalPages > 1 && (
-          <PaginationControl
-            currentPage={currentPage}
-            totalPages={totalPages}
-            onPageChange={onPageChange}
-          />
+            <PaginationControl
+              currentPage={currentPage}
+              totalPages={totalPages}
+              onPageChange={onPageChange}
+            />
         )}
       </Flex>
 
@@ -114,10 +133,10 @@ const EventScrollList = ({
           h="40px"
           minW="40px"
           borderRadius="full"
-          bg={useColorModeValue('rgba(255, 255, 255, 0.9)', 'rgba(0, 0, 0, 0.6)')}
+          bg={arrowBtnBg}
           boxShadow="0 2px 8px rgba(0, 0, 0, 0.15)"
           _hover={{
-            bg: useColorModeValue('rgba(255, 255, 255, 1)', 'rgba(0, 0, 0, 0.8)'),
+            bg: arrowBtnHoverBg,
             boxShadow: '0 4px 12px rgba(0, 0, 0, 0.2)',
             transform: 'translateY(-50%) scale(1.05)'
           }}
@@ -142,10 +161,10 @@ const EventScrollList = ({
           h="40px"
           minW="40px"
           borderRadius="full"
-          bg={useColorModeValue('rgba(255, 255, 255, 0.9)', 'rgba(0, 0, 0, 0.6)')}
+          bg={arrowBtnBg}
           boxShadow="0 2px 8px rgba(0, 0, 0, 0.15)"
           _hover={{
-            bg: useColorModeValue('rgba(255, 255, 255, 1)', 'rgba(0, 0, 0, 0.8)'),
+            bg: arrowBtnHoverBg,
             boxShadow: '0 4px 12px rgba(0, 0, 0, 0.2)',
             transform: 'translateY(-50%) scale(1.05)'
           }}
@@ -169,15 +188,15 @@ const EventScrollList = ({
             height: '8px',
           },
           '&::-webkit-scrollbar-track': {
-            background: useColorModeValue('#f1f1f1', '#2D3748'),
+            background: scrollbarTrackBg,
             borderRadius: '10px',
           },
           '&::-webkit-scrollbar-thumb': {
-            background: useColorModeValue('#888', '#4A5568'),
+            background: scrollbarThumbBg,
             borderRadius: '10px',
           },
           '&::-webkit-scrollbar-thumb:hover': {
-            background: useColorModeValue('#555', '#718096'),
+            background: scrollbarThumbHoverBg,
           },
           scrollBehavior: 'smooth',
           WebkitOverflowScrolling: 'touch',
@@ -191,14 +210,14 @@ const EventScrollList = ({
             left={0}
             right={0}
             bottom={0}
-            bg={useColorModeValue('whiteAlpha.800', 'blackAlpha.700')}
+            bg={loadingOverlayBg}
             backdropFilter="blur(2px)"
             zIndex={10}
             borderRadius="md"
           >
             <VStack>
               <Spinner size="lg" color="blue.500" thickness="3px" />
-              <Text fontSize="sm" color={useColorModeValue('gray.600', 'gray.300')}>
+              <Text fontSize="sm" color={loadingTextColor}>
                 加载中...
               </Text>
             </VStack>

src/views/Community/components/DynamicNewsDetail/DynamicNewsDetailPanel.js

@@ -144,7 +144,7 @@ const DynamicNewsDetailPanel = ({ event }) => {
           {/* 相关概念 */}
           <RelatedConceptsSection
             eventTitle={event.title}
-            effectiveTradingDate={event.trading_date}
+            effectiveTradingDate={event.trading_date || event.created_at}
             eventTime={event.created_at}
           />
 

src/views/Community/components/DynamicNewsDetail/RelatedConceptsSection/index.js

@@ -71,15 +71,19 @@ const RelatedConceptsSection = ({ eventTitle, effectiveTradingDate, eventTime })
         setLoading(true);
         setError(null);
 
-        // 格式化交易日期
+        // 格式化交易日期 - 统一使用 moment 处理
         let formattedTradeDate;
-        if (typeof effectiveTradingDate === 'string') {
-          formattedTradeDate = effectiveTradingDate;
-        } else if (effectiveTradingDate instanceof Date) {
+        try {
+          // 不管传入的是什么格式，都用 moment 解析并格式化为 YYYY-MM-DD
           formattedTradeDate = moment(effectiveTradingDate).format('YYYY-MM-DD');
-        } else if (moment.isMoment(effectiveTradingDate)) {
-          formattedTradeDate = effectiveTradingDate.format('YYYY-MM-DD');
-        } else {
+
+          // 验证日期是否有效
+          if (!moment(formattedTradeDate, 'YYYY-MM-DD', true).isValid()) {
+            console.warn('[RelatedConceptsSection] 无效日期，使用当前日期');
+            formattedTradeDate = moment().format('YYYY-MM-DD');
+          }
+        } catch (error) {
+          console.warn('[RelatedConceptsSection] 日期格式化失败，使用当前日期', error);
           formattedTradeDate = moment().format('YYYY-MM-DD');
         }
 

src/views/EventDetail/components/RelatedStocks.js

@@ -268,7 +268,7 @@ const RelatedStocks = ({
         return (
             <VStack spacing={4}>
                 {[1, 2, 3].map((i) => (
-                    <HStack key={i} w="100%" spacing={4}>
+                    <HStack key={`skeleton-${i}`} w="100%" spacing={4}>
                         <Skeleton height="20px" width="100px" />
                         <Skeleton height="20px" width="150px" />
                         <Skeleton height="20px" width="80px" />

test_create_event.py

@@ -1,109 +0,0 @@
-"""
-测试脚本：手动创建事件到数据库
-用于测试 WebSocket 实时推送功能
-"""
-
-import sys
-from datetime import datetime
-from sqlalchemy import create_engine, Column, Integer, String, Text, Float, DateTime
-from sqlalchemy.ext.declarative import declarative_base
-from sqlalchemy.orm import sessionmaker
-
-# 数据库连接（从 app.py 复制）
-DATABASE_URI = 'mysql+pymysql://root:Zzl5588161!@111.198.58.126:33060/stock?charset=utf8mb4'
-
-engine = create_engine(DATABASE_URI, echo=False)
-Session = sessionmaker(bind=engine)
-session = Session()
-
-Base = declarative_base()
-
-# Event 模型（简化版，只包含必要字段）
-class Event(Base):
-    __tablename__ = 'events'
-
-    id = Column(Integer, primary_key=True)
-    title = Column(String(500), nullable=False)
-    description = Column(Text)
-    event_type = Column(String(100))
-    importance = Column(String(10))
-    status = Column(String(50), default='active')
-    hot_score = Column(Float, default=0)
-    view_count = Column(Integer, default=0)
-    created_at = Column(DateTime, default=datetime.now)
-    updated_at = Column(DateTime, default=datetime.now, onupdate=datetime.now)
-
-
-def create_test_event():
-    """创建一个测试事件"""
-
-    import random
-
-    event_types = ['policy', 'market', 'tech', 'industry', 'finance']
-    importances = ['S', 'A', 'B', 'C']
-
-    test_event = Event(
-        title=f'测试事件 - {datetime.now().strftime("%Y-%m-%d %H:%M:%S")}',
-        description=f'这是一个用于测试 WebSocket 实时推送的事件，创建于 {datetime.now()}',
-        event_type=random.choice(event_types),
-        importance=random.choice(importances),
-        status='active',
-        hot_score=round(random.uniform(50, 100), 2),
-        view_count=random.randint(100, 1000)
-    )
-
-    try:
-        session.add(test_event)
-        session.commit()
-
-        print("✅ 测试事件创建成功!")
-        print(f"   ID: {test_event.id}")
-        print(f"   标题: {test_event.title}")
-        print(f"   类型: {test_event.event_type}")
-        print(f"   重要性: {test_event.importance}")
-        print(f"   热度: {test_event.hot_score}")
-        print(f"\n💡 提示: 轮询将在 2 分钟内检测到此事件并推送到前端")
-        print(f"   （如果需要立即推送，请将轮询间隔改为更短）")
-
-        return test_event.id
-
-    except Exception as e:
-        session.rollback()
-        print(f"❌ 创建事件失败: {e}")
-        return None
-    finally:
-        session.close()
-
-
-def create_multiple_events(count=3):
-    """创建多个测试事件"""
-    print(f"正在创建 {count} 个测试事件...\n")
-
-    for i in range(count):
-        event_id = create_test_event()
-        if event_id:
-            print(f"[{i+1}/{count}] 事件 #{event_id} 创建成功\n")
-        else:
-            print(f"[{i+1}/{count}] 创建失败\n")
-
-    print(f"\n✅ 完成！共创建 {count} 个事件")
-
-
-if __name__ == '__main__':
-    print("=" * 60)
-    print("WebSocket 事件推送测试 - 手动创建事件")
-    print("=" * 60)
-    print()
-
-    if len(sys.argv) > 1:
-        try:
-            count = int(sys.argv[1])
-            create_multiple_events(count)
-        except ValueError:
-            print("❌ 参数必须是数字")
-            print("用法: python test_create_event.py [数量]")
-    else:
-        # 默认创建 1 个事件
-        create_test_event()
-
-    print("\n" + "=" * 60)

test_events_api.py

@@ -0,0 +1,147 @@
+"""
+测试 /api/events 接口的分页和交易日筛选功能
+"""
+import requests
+from datetime import datetime, timedelta
+
+# 接口地址
+BASE_URL = "http://localhost:5001"
+EVENTS_API = f"{BASE_URL}/api/events"
+
+def test_pagination():
+    """测试分页功能"""
+    print("\n=== 测试分页功能 ===")
+
+    # 测试第一页
+    params = {
+        'page': 1,
+        'per_page': 5
+    }
+    response = requests.get(EVENTS_API, params=params)
+    data = response.json()
+
+    if data.get('success'):
+        pagination = data['data']['pagination']
+        print(f"✓ 第一页请求成功")
+        print(f"  - 当前页: {pagination['page']}")
+        print(f"  - 每页数量: {pagination['per_page']}")
+        print(f"  - 总记录数: {pagination['total']}")
+        print(f"  - 总页数: {pagination['pages']}")
+        print(f"  - 是否有下一页: {pagination['has_next']}")
+        print(f"  - 本页事件数: {len(data['data']['events'])}")
+
+        # 测试第二页
+        if pagination['has_next']:
+            params['page'] = 2
+            response = requests.get(EVENTS_API, params=params)
+            data = response.json()
+            if data.get('success'):
+                print(f"✓ 第二页请求成功，返回 {len(data['data']['events'])} 个事件")
+    else:
+        print(f"✗ 请求失败: {data.get('error')}")
+
+def test_trading_day_filter():
+    """测试交易日筛选功能"""
+    print("\n=== 测试交易日筛选功能 ===")
+
+    # 测试使用 YYYY-MM-DD 格式
+    tday = "2024-11-01"  # 使用一个交易日
+    params = {
+        'tday': tday,
+        'per_page': 10
+    }
+    response = requests.get(EVENTS_API, params=params)
+    data = response.json()
+
+    if data.get('success'):
+        print(f"✓ 交易日筛选成功 (格式: YYYY-MM-DD)")
+        print(f"  - 交易日: {tday}")
+        print(f"  - 筛选到的事件数: {len(data['data']['events'])}")
+        print(f"  - 总记录数: {data['data']['pagination']['total']}")
+
+        if data['data']['events']:
+            print(f"  - 第一个事件创建时间: {data['data']['events'][0]['created_at']}")
+
+        # 检查 applied_filters
+        filters = data['data']['filters']['applied_filters']
+        if 'tday' in filters:
+            print(f"  - 应用的交易日筛选: {filters['tday']}")
+    else:
+        print(f"✗ 请求失败: {data.get('error')}")
+
+    # 测试使用 YYYY/M/D 格式
+    tday2 = "2024/11/1"
+    params['tday'] = tday2
+    response = requests.get(EVENTS_API, params=params)
+    data = response.json()
+
+    if data.get('success'):
+        print(f"✓ 交易日筛选成功 (格式: YYYY/M/D)")
+        print(f"  - 交易日: {tday2}")
+        print(f"  - 筛选到的事件数: {len(data['data']['events'])}")
+    else:
+        print(f"✗ 请求失败: {data.get('error')}")
+
+def test_combined_filters():
+    """测试组合筛选功能"""
+    print("\n=== 测试组合筛选 (分页 + 交易日) ===")
+
+    params = {
+        'tday': '2024-10-31',
+        'page': 1,
+        'per_page': 3,
+        'status': 'active'
+    }
+    response = requests.get(EVENTS_API, params=params)
+    data = response.json()
+
+    if data.get('success'):
+        print(f"✓ 组合筛选成功")
+        print(f"  - 筛选到的事件数: {len(data['data']['events'])}")
+        print(f"  - 应用的筛选条件: {data['data']['filters']['applied_filters']}")
+
+        if data['data']['events']:
+            for i, event in enumerate(data['data']['events'], 1):
+                print(f"  - 事件{i}: {event['title'][:30]}... (创建时间: {event['created_at']})")
+    else:
+        print(f"✗ 请求失败: {data.get('error')}")
+
+def test_latest_trading_day():
+    """测试获取最新数据（不传 tday 参数）"""
+    print("\n=== 测试获取最新数据 ===")
+
+    params = {
+        'page': 1,
+        'per_page': 5,
+        'sort': 'new'
+    }
+    response = requests.get(EVENTS_API, params=params)
+    data = response.json()
+
+    if data.get('success'):
+        print(f"✓ 获取最新数据成功")
+        print(f"  - 返回事件数: {len(data['data']['events'])}")
+        if data['data']['events']:
+            print(f"  - 最新事件: {data['data']['events'][0]['title'][:50]}")
+            print(f"  - 创建时间: {data['data']['events'][0]['created_at']}")
+    else:
+        print(f"✗ 请求失败: {data.get('error')}")
+
+if __name__ == "__main__":
+    print("开始测试 /api/events 接口")
+    print("=" * 50)
+
+    try:
+        # 测试各项功能
+        test_pagination()
+        test_trading_day_filter()
+        test_combined_filters()
+        test_latest_trading_day()
+
+        print("\n" + "=" * 50)
+        print("测试完成！")
+
+    except requests.exceptions.ConnectionError:
+        print("\n✗ 连接失败：请确保后端服务正在运行 (python app.py)")
+    except Exception as e:
+        print(f"\n✗ 测试出错: {e}")