From 233e23016c79c8b1c0c69e5e732ef6041cbf9db6 Mon Sep 17 00:00:00 2001
From: Yuzhiran Dev <dev@yuzhiran.com>
Date: Wed, 13 May 2026 17:33:56 +0800
Subject: [PATCH] =?UTF-8?q?feat:=20=E5=86=85=E5=AE=B9=E6=95=B0=E6=8D=AE?=
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- 文章 HTML 存储从文件系统迁移至 articles 表，删除 releases 目录
- 合规审查从 DB 读取 HTML，审查结果写回 DB，通过后自动推进至待发布
- 新增 todayCount 筛选按钮，与系统概览统计数据一致
- 全屏预览修复：提升 z-index 超过侧边栏，添加退出全屏/关闭按钮
- 统一 '优化' → '审查' 命名，消除前后端术语不一致
- 调度器创作完成后自动触发审查（生成 → 审查 → 待发布）
- 清理旧备份/调试文件、过期大纲和研究笔记
---
 PROGRESS.md                                   | 137 ++++
 README.md                                     |  11 +-
 .../content}/001-images.md                    |   0
 .../content}/ideas/001-compliance.md          |   0
 .../content}/ideas/001-research.md            |   0
 .../tasks/todo.md.2026-04-10                  |   0
 .../data/outlines/2026-04-17/A05_outline.md   |  40 -
 .../data/outlines/2026-04-18/A01_outline.md   |  40 -
 .../data/outlines/2026-04-18/C01_outline.md   |  40 -
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 .../data/outlines/2026-04-20/B01_outline.md   |  40 -
 .../data/outlines/2026-04-20/B02_outline.md   |  40 -
 .../data/outlines/2026-04-20/D05_outline.md   |  40 -
 .../2026-04-20/TOPIC-BBB1CC_outline.md        |  40 -
 .../data/outlines/2026-04-21/A01_outline.md   |  40 -
 .../data/outlines/2026-04-21/B02_outline.md   |  40 -
 .../2026-04-21/TOPIC-BBB1CC_outline.md        |  40 -
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 .../data/outlines/2026-04-22/A02_outline.md   |  40 -
 .../2026-04-22/TOPIC-BDD1CD_outline.md        |  40 -
 .../data/outlines/2026-04-23/A01_outline.md   |  40 -
 .../data/outlines/2026-04-23/A02_outline.md   |  40 -
 .../data/outlines/2026-04-23/A03_outline.md   |  40 -
 .../data/outlines/2026-04-23/A04_outline.md   |  40 -
 .../data/outlines/2026-04-25/A03_outline.md   |  40 -
 .../data/outlines/2026-05-04/T001_outline.md  |  40 -
 .../data/outlines/2026-05-07/A03_outline.md   |  40 -
 .../data/outlines/2026-05-07/B05_outline.md   |  40 -
 .../data/outlines/2026-05-07/D05_outline.md   |  40 -
 .../data/outlines/2026-05-08/A03_outline.md   |  40 -
 .../data/outlines/2026-05-10/A05_outline.md   |  83 ++
 .../{2026-05-07 => 2026-05-10}/B03_outline.md |  15 +-
 .../data/outlines/2026-05-10/B04_outline.md   | 103 +++
 .../data/outlines/2026-05-10/C03_outline.md   |  87 +++
 .../{2026-05-07 => 2026-05-10}/D01_outline.md |  15 +-
 .../data/outlines/2026-05-10/D05_outline.md   | 102 +++
 .../data/outlines/2026-05-11/A06_outline.md   |  46 ++
 .../data/outlines/2026-05-11/C05_outline.md   |  46 ++
 .../data/outlines/2026-05-11/E01_outline.md   |  46 ++
 .../data/outlines/2026-05-12/A01_outline.md   |  46 ++
 .../data/outlines/2026-05-12/A07_outline.md   |  54 ++
 .../data/outlines/2026-05-12/B01_outline.md   |  56 ++
 .../data/outlines/2026-05-12/E02_outline.md   |  28 +
 .../data/outlines/2026-05-12/E03_outline.md   |  28 +
 .../data/outlines/2026-05-13/A06_outline.md   |  41 +
 .../data/outlines/2026-05-13/B03_outline.md   |  47 ++
 .../data/outlines/2026-05-13/F01_outline.md   |  46 ++
 .../data/outlines/2026-05-13/F02_outline.md   |  40 +
 .../data/research/2026-04-17/A05_research.md  |  20 -
 .../data/research/2026-04-18/A01_research.md  |  20 -
 .../data/research/2026-04-18/C01_research.md  |  20 -
 .../data/research/2026-04-19/A02_research.md  |  20 -
 .../data/research/2026-04-20/A01_research.md  |  20 -
 .../data/research/2026-04-20/A02_research.md  |  20 -
 .../data/research/2026-04-20/A03_research.md  |  20 -
 .../data/research/2026-04-20/A04_research.md  |  20 -
 .../data/research/2026-04-20/B01_research.md  |  20 -
 .../data/research/2026-04-20/B02_research.md  |  20 -
 .../data/research/2026-04-20/D05_research.md  |  20 -
 .../2026-04-20/TOPIC-BBB1CC_research.md       |  50 --
 .../data/research/2026-04-21/A01_research.md  |  20 -
 .../data/research/2026-04-21/B02_research.md  |  20 -
 .../2026-04-21/TOPIC-BBB1CC_research.md       |  50 --
 .../data/research/2026-04-22/A01_research.md  |  20 -
 .../data/research/2026-04-22/A02_research.md  |  20 -
 .../2026-04-22/TOPIC-BDD1CD_research.md       |  50 --
 .../data/research/2026-04-23/A01_research.md  |  20 -
 .../data/research/2026-04-23/A02_research.md  |  20 -
 .../data/research/2026-04-23/A03_research.md  |  20 -
 .../data/research/2026-04-23/A04_research.md  |  20 -
 .../data/research/2026-04-25/A03_research.md  |  20 -
 .../data/research/2026-05-04/T001_research.md |  20 -
 .../data/research/2026-05-07/A03_research.md  |  20 -
 .../data/research/2026-05-07/B05_research.md  |  20 -
 .../data/research/2026-05-07/D05_research.md  |  20 -
 .../data/research/2026-05-08/A03_research.md  |  20 -
 .../data/research/2026-05-10/A05_research.md  |  46 ++
 .../B03_research.md                           |   2 +-
 .../data/research/2026-05-10/B04_research.md  |  51 ++
 .../data/research/2026-05-10/C03_research.md  |  46 ++
 .../D01_research.md                           |   2 +-
 .../data/research/2026-05-10/D05_research.md  |  40 +
 .../data/research/2026-05-11/A06_research.md  |  47 ++
 .../data/research/2026-05-11/C05_research.md  |  31 +
 .../data/research/2026-05-11/E01_research.md  |  59 ++
 .../data/research/2026-05-12/A01_research.md  |  37 +
 .../data/research/2026-05-12/A07_research.md  |  35 +
 .../data/research/2026-05-12/B01_research.md  |  41 +
 .../data/research/2026-05-12/E02_research.md  |  35 +
 .../data/research/2026-05-12/E03_research.md  |  31 +
 .../data/research/2026-05-13/A06_research.md  |  52 ++
 .../data/research/2026-05-13/B03_research.md  |  41 +
 .../data/research/2026-05-13/E01_research.md  |  43 +
 .../data/research/2026-05-13/F01_research.md  |  43 +
 .../data/research/2026-05-13/F02_research.md  |  37 +
 automation/data/search_cache.json             | 735 ++++++++++++++++++
 automation/data/sustainability_cases.json     | 459 -----------
 .../2026-04-17/new_cases.json                 |   1 -
 .../2026-04-17/new_topics.json                |   1 -
 .../2026-04-17/notification_data.json         |   1 -
 .../2026-04-18/new_cases.json                 |  53 --
 .../2026-04-18/new_topics.json                |  21 -
 .../2026-04-18/notification_data.json         |   1 -
 .../2026-04-19/new_cases.json                 |  53 --
 .../2026-04-19/new_topics.json                |  21 -
 .../2026-04-19/notification_data.json         |   1 -
 .../2026-04-20/new_topics.json                |  33 -
 .../2026-04-20/notification_data.json         |   1 -
 .../2026-04-21/new_cases.json                 |  53 --
 .../2026-04-21/new_topics.json                |  33 -
 .../2026-04-21/notification_data.json         |   1 -
 .../2026-04-22/new_cases.json                 |  53 --
 .../2026-04-22/notification_data.json         |   1 -
 .../2026-04-23/new_cases.json                 |  53 --
 .../2026-04-23/new_topics.json                |  33 -
 .../2026-04-23/notification_data.json         |   1 -
 .../{2026-04-20 => 2026-05-13}/new_cases.json |   0
 .../new_topics.json                           |  10 +-
 ...ability_topics.json.backup_20260416-080302 | 322 --------
 .../data/sustainability_topics.json.bak       | 392 ----------
 automation/data/topic_suggestions.json        | 187 +++++
 automation/data/trends.json                   | 116 +++
 .../data/yu_zhi_ran.db                        |   0
 automation/temp/xhs/A01_content.md            |   3 -
 backup/html-backup-20260421-173431.tar.gz     | Bin 29491 -> 0 bytes
 content/ideas/README.md                       |  15 +-
 platform/backend/.env.example                 |   7 +-
 platform/backend/app/api/articles.py          |  49 +-
 platform/backend/app/api/calendar.py          |   7 +-
 platform/backend/app/api/publishing.py        |   4 +-
 platform/backend/app/api/system.py            |  77 +-
 platform/backend/app/api/tasks.py             |  35 +-
 platform/backend/app/api/topics.py            |  10 +-
 platform/backend/app/core/generator.py        |  85 +-
 .../backend/app/core/modelscope_client.py     | 118 ---
 platform/backend/app/core/nvidia_client.py    |  90 +--
 platform/backend/app/core/optimizer.py        |   8 +-
 platform/backend/app/core/qnaigc_client.py    | 112 ---
 platform/backend/app/core/scheduler.py        |  10 +-
 platform/backend/app/core/sync.py             |  94 +--
 platform/backend/app/database.db              |   0
 platform/backend/app/initial_data.py          |   4 +
 platform/backend/app/main.py                  |  23 +-
 platform/backend/app/models.py                |   2 +-
 platform/backend/app/schemas.py               |   2 +-
 platform/backend/data/yzr.db                  | Bin 49152 -> 0 bytes
 platform/frontend/admin.html                  | 393 ++++++----
 platform/frontend/assets.html                 |  15 +-
 platform/frontend/calendar.html               | 113 ++-
 platform/frontend/debug-vue.js                |   7 -
 platform/frontend/debug.html                  | 194 -----
 platform/frontend/diagnostic.html             | 269 -------
 platform/frontend/final-diagnostic.html       | 410 ----------
 platform/frontend/final-solution.html         | 452 -----------
 platform/frontend/independent-test.html       | 451 -----------
 platform/frontend/index.html                  | 110 +--
 platform/frontend/logs.html                   |  16 +-
 platform/frontend/metrics.html                |  15 +-
 platform/frontend/navbar-component.js         |  15 +-
 platform/frontend/navigation-component.js     | 149 +++-
 platform/frontend/platforms.html              |  18 +-
 platform/frontend/render-diagnostic.html      | 315 --------
 platform/frontend/script-content.js           | 476 ------------
 platform/frontend/setup-fix.js                | 398 ----------
 platform/frontend/simple-vue-test.html        |  96 ---
 platform/frontend/sw.js                       |   2 +-
 platform/frontend/tasks.html                  | 135 +++-
 platform/frontend/test.html                   |  90 ---
 platform/frontend/theme-modern.css            |  64 ++
 platform/frontend/topics.html                 | 102 ++-
 platform/frontend/users.html                  |  18 +-
 platform/frontend/vue-test.html               |  61 --
 scripts/adjust_priority.py                    |  56 +-
 scripts/batch_compliance_check.py             |  35 +-
 scripts/boost_b05.py                          |  54 +-
 scripts/boost_d01.py                          |  54 +-
 scripts/check_d01.py                          |  15 +-
 scripts/check_priority.py                     |  14 +-
 scripts/collector.py                          |  16 +-
 scripts/collector.py.bak_1776505359           | 438 -----------
 scripts/compliance_checker.py.bak             | 265 -------
 scripts/compliance_optimizer.py               | 269 +++----
 scripts/creator.py                            |  21 +-
 scripts/creator_old2.py                       | 208 -----
 scripts/creator_old3.py                       | 231 ------
 scripts/creator_old_final.py                  | 208 -----
 scripts/creator_original.py                   | 651 ----------------
 scripts/db_helper.py                          | 139 +++-
 scripts/list_strategy_topics.py               |  18 +-
 scripts/list_topics.py                        |  15 +-
 scripts/outline.py                            |  93 ++-
 scripts/research.py                           | 109 ++-
 scripts/reset_to_pending.py                   |  18 +-
 scripts/reset_topics.py                       |  62 +-
 scripts/show_status_report.py                 |  45 +-
 scripts/show_topics.py                        |  17 +-
 scripts/test_creator.py                       |  21 +-
 scripts/topic_selector.py                     | 189 +++++
 scripts/trends.py                             | 103 +++
 scripts/verify_restore.py                     |  12 +-
 scripts/web_search.py                         | 152 ++++
 scripts/writer.py                             | 385 ++++++---
 scripts/writer.py.bak                         | 276 -------
 scripts/writer.py.bak2                        | 278 -------
 temp_generate_A01.py                          |  21 -
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 tests/test_browser.py                         | 281 +++++++
 tests/test_navigation.py                      | 101 +++
 tests/test_security.py                        | 110 +++
 234 files changed, 5670 insertions(+), 10651 deletions(-)
 create mode 100644 PROGRESS.md
 rename {content/publishing => archive/content}/001-images.md (100%)
 rename {content => archive/content}/ideas/001-compliance.md (100%)
 rename {content => archive/content}/ideas/001-research.md (100%)
 rename tasks/todo.md => archive/tasks/todo.md.2026-04-10 (100%)
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diff --git a/PROGRESS.md b/PROGRESS.md
new file mode 100644
index 0000000..10c4b47
--- /dev/null
+++ b/PROGRESS.md
@@ -0,0 +1,137 @@
+# 宇之然 · 项目进度总览
+
+> 本文件为项目进度唯一真理源，所有进度信息以此为准。
+> 其他文档中的进度描述一律以本文为准。
+
+**最后更新**：2026-05-13
+
+---
+
+## 一、项目总览
+
+| 项目 | 内容 |
+|------|------|
+| 品牌 | 宇之然 — 科技沟通万物，愿世间百态回归自然 |
+| 技术栈 | FastAPI + SQLAlchemy + PostgreSQL 15 + Vue 3 (CDN) + Element Plus |
+| 平台服务 | 运行中 (端口 8001) |
+| 策略阶段 | 全球-本土对比研究（2026-04-15 升级） |
+| Git 提交 | 90 commits · 4 tags (v1.0.0~v1.0.4) · main 分支 |
+
+---
+
+## 二、里程碑完成情况
+
+| 里程碑 | 说明 | 计划 | 实际 | 状态 |
+|--------|------|------|------|------|
+| M1 | 项目框架搭建完成 | 2026-04-10 | 2026-04-10 | ✅ |
+| M2 | 首批选题确定 | 2026-04-12 | 2026-04-10 | ✅ |
+| M3 | 首篇文章发布 | 2026-04-14 | 2026-04-14 | ✅ |
+| M4 | 首月发布4篇 | 2026-05-10 | — | ⏳ 3篇完成 |
+
+---
+
+## 三、发布记录
+
+| 编号 | 标题 | 日期 | 平台 | 状态 |
+|------|------|------|------|------|
+| 001 | 种菜一年，焦虑降了43%：我在阳台治愈了自己 | 2026-04-14 | 知乎/微信/小红书 | ✅ 已发布 [知乎链接](https://zhuanlan.zhihu.com/p/2026998296120411553) |
+| TOPIC-BBB1CC | 城市农业新趋势：东京垂直农场与上海阳台种菜对比研究 | 2026-04-21 | 知乎/微信/小红书 | ✅ 已发布 |
+| A01 | 远程工作2026中国指南：从"不可能"到"可行"的路径图 | 2026-04-23 | 知乎/微信/小红书 | ✅ 已发布 |
+
+---
+
+## 四、模块进度
+
+### 4.1 平台系统
+
+| 模块 | 状态 | 说明 |
+|------|------|------|
+| 后端 API (auth/topics/articles/publishing/calendar/metrics/assets/tasks/platform_config/admin) | ✅ 完成 | 核心 11 个 API 模块，JWT 认证 |
+| 扩展 API (cases/audit/llm_configs/system_configs/optimizer_logs/task_logs) | ✅ 完成 | 新增案例库、审计、LLM 配置等模块 |
+| 前端页面 (仪表盘/选题/日历/数据/素材/任务/平台/系统管理/用户/日志) | ✅ 完成 | Vue 3 + Element Plus SPA |
+| 数据库 (PostgreSQL 15) | ✅ 运行中 | `yzr_nr` 库 |
+| 服务 | ✅ 运行中 | 端口 8001 |
+| 数据库迁移 (SQLite→PostgreSQL) | ✅ 完成 | 2026-05-08 |
+| PWA 离线支持 | ✅ 完成 | manifest.json + Service Worker + 离线页面 |
+
+### 4.2 内容生产
+
+| 模块 | 状态 | 说明 |
+|------|------|------|
+| 选题库 | ✅ 完成 | 10 个旧选题 (001~010) + 20 个新选题 (4 大支柱) |
+| 文章草稿 (001 系列) | ✅ 完成 | 大纲/初稿/优化版/微信版 四版齐备 |
+| 配图生产 | ✅ 完成 | 10 张 SVG + 10 张 PNG，含压缩版 |
+| 合规审查 | ✅ 完成 | 评分 9.2/10，引用来源补充完成 |
+| 多平台发布 (001 / BBB1CC / A01) | ✅ 完成 | 知乎/微信/小红书 三平台均已发布 |
+| 银发科技适配指南 | ⏳ 写作中 | drafts 中 302 行初稿 |
+| F01 AI写作实战 | ✅ 研究完成 | 研究笔记 + 大纲 + 三平台发布文件已生成 (05-13) |
+| F02 平台差异策略 | ✅ 研究完成 | 研究笔记 + 大纲 + 三平台发布文件已生成 (05-13) |
+
+### 4.3 自动化系统
+
+| 脚本 | 状态 | 说明 |
+|------|------|------|
+| publish_to_zhihu.sh | ✅ 可用 | 知乎自动发布 |
+| publish_to_wechat_mp.sh | ✅ 可用 | 微信公众号自动发布 |
+| generate_images.py / image_generator.py | ✅ 可用 | SVG + PNG 配图生成 |
+| compliance_checker.py | ✅ 可用 | 合规审查 |
+| creator.py / writer.py / outline.py / research.py | ✅ 可用 | 自动化创作流水线 |
+| collector.py / collector_db_integration.py | ✅ 可用 | 趋势采集（05-13 已运行） |
+| wecom_notifier.py | ✅ 可用 | 企业微信通知 |
+
+---
+
+## 五、当前任务队列
+
+### ▶️ 进行中
+
+| 任务 | 负责人 | 预计完成 | 备注 |
+|------|--------|---------|------|
+| 发布 F01 AI写作实战 | 待定 | 待定 | 三平台发布文件已就绪 |
+| 发布 F02 平台差异策略 | 待定 | 待定 | 三平台发布文件已就绪 |
+
+### ⏳ 待办
+
+| 任务 | 优先级 | 备注 |
+|------|--------|------|
+| M4 第 4 篇文章发布 (首月目标) | 中 | 可用银发科技或 F01 补齐 |
+| 数据追踪接入 (阅读量/互动) | 中 | 需要对接平台 API |
+| 选题库数据库同步 | 低 | 将选题从 markdown 同步至 PG |
+| 归档 IMPLEMENTATION_PLAN.md | 低 | 内容已过时，与实际架构不符 |
+
+---
+
+## 六、归档日志
+
+> 过时文档统一移入 `archive/`，防止误导。
+
+| 日期 | 路径 | 原因 |
+|------|------|------|
+| 2026-05-12 | `tasks/todo.md` → `archive/tasks/todo.md.2026-04-10` | 内容停滞于 2026-04-10，信息过时 |
+| 2026-05-12 | `content/ideas/001-compliance.md` → `archive/content/ideas/` | 001 已发布，合规报告无须保留在活跃目录 |
+| 2026-05-12 | `content/ideas/001-research.md` → `archive/content/ideas/` | 001 已发布，研究笔记无须保留在活跃目录 |
+| 2026-05-12 | `content/publishing/001-images.md` → `archive/content/` | 配图已生成，规划稿无须保留在活跃目录 |
+
+---
+
+## 七、规范说明
+
+### 文档管理原则
+
+1. **单一真理源**：PROGRESS.md 为唯一进度文档，进度信息不出现于第二个文档中。
+2. **及时归档**：阶段完成后，对应过程文档移入 `archive/`（含日期后缀），避免误导。
+3. **一致性**：README.md 仅引用 PROGRESS.md 摘要，不独立维护进度状态。
+4. **可追溯**：archive 保留完整历史，按 `YYYY-MM-DD` 子目录组织。
+5. **及时更新**：每次新工作结束（或次日开始前）更新 PROGRESS.md，确保最后更新日期与实际同步。
+
+### 工作流程
+
+```
+梳理需求/任务 → 读取 PROGRESS.md 了解当前状态
+    ↓
+按 PROGRESS.md 执行开发
+    ↓
+阶段任务完成 → 更新 PROGRESS.md + 归档冗余文档
+    ↓
+如需 → 同步 README.md 摘要
+```
diff --git a/README.md b/README.md
index 4a53a2f..28afb17 100644
--- a/README.md
+++ b/README.md
@@ -2,18 +2,11 @@
 
 > 覆盖"选题→创作→审核→发布→数据追踪"全链路的内容运营工具
 
-**最后更新: 2026-05-09**
+**最后更新: 2026-05-12**
 
 ---
 
-## 当前状态
-
-| 模块 | 状态 |
-|------|------|
-| 后端 API | ✅ 完成 |
-| 前端页面 | ✅ 完成 |
-| PostgreSQL | ✅ 运行中 |
-| 服务 | ✅ 运行中 (端口 8001) |
+> **项目进度 → 详见 [PROGRESS.md](PROGRESS.md)**（本文件为唯一进度真理源）
 
 ---
 
diff --git a/content/publishing/001-images.md b/archive/content/001-images.md
similarity index 100%
rename from content/publishing/001-images.md
rename to archive/content/001-images.md
diff --git a/content/ideas/001-compliance.md b/archive/content/ideas/001-compliance.md
similarity index 100%
rename from content/ideas/001-compliance.md
rename to archive/content/ideas/001-compliance.md
diff --git a/content/ideas/001-research.md b/archive/content/ideas/001-research.md
similarity index 100%
rename from content/ideas/001-research.md
rename to archive/content/ideas/001-research.md
diff --git a/tasks/todo.md b/archive/tasks/todo.md.2026-04-10
similarity index 100%
rename from tasks/todo.md
rename to archive/tasks/todo.md.2026-04-10
diff --git a/automation/data/outlines/2026-04-17/A05_outline.md b/automation/data/outlines/2026-04-17/A05_outline.md
deleted file mode 100644
index 75a6522..0000000
--- a/automation/data/outlines/2026-04-17/A05_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：AI时代的技能组合：什么技能值得投入10年？
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：AI时代的技能组合：什么技能值得投入10年？
-- 点明文章价值
-
-## 二、核心观点（约300字）
-基于WEF未来技能报告，划分4个技能维度（AI强化型、AI无法替代、复合型、过时型），帮中国职场人识别护城河技能
-
-## 三、受众痛点分析（约300字）
-学什么都不放心，怕投入时间后AI又取代
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：将全球宏观报告转化为个人技能地图，提供可视化工具（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-17*
diff --git a/automation/data/outlines/2026-04-18/A01_outline.md b/automation/data/outlines/2026-04-18/A01_outline.md
deleted file mode 100644
index 56c3d84..0000000
--- a/automation/data/outlines/2026-04-18/A01_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：远程工作2026中国指南：从'不可能'到'可行'的路径图
-- 点明文章价值
-
-## 二、核心观点（约300字）
-通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-
-## 三、受众痛点分析（约300字）
-想远程但不知如何合法操作，担心被边缘化
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：对比GitLab/Zapier海外实践，本土化落地策略（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-18*
diff --git a/automation/data/outlines/2026-04-18/C01_outline.md b/automation/data/outlines/2026-04-18/C01_outline.md
deleted file mode 100644
index e8a3e50..0000000
--- a/automation/data/outlines/2026-04-18/C01_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：第二大脑2.0：用DeepSeek+本地向量库建立私有知识系统
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：第二大脑2.0：用DeepSeek+本地向量库建立私有知识系统
-- 点明文章价值
-
-## 二、核心观点（约300字）
-对比Obsidian+RAG海外实践，针对国内云服务担忧，提供数据主权、隐私保护、无缝检索、AI问答的本地化方案
-
-## 三、受众痛点分析（约300字）
-想系统化知识但担心云存储安全，怕复杂
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合个人知识工厂领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：强调数据主权，从API调用到本地部署的渐进路线（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-18*
diff --git a/automation/data/outlines/2026-04-19/A02_outline.md b/automation/data/outlines/2026-04-19/A02_outline.md
deleted file mode 100644
index 32cee68..0000000
--- a/automation/data/outlines/2026-04-19/A02_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：AI副业入门：用DeepSeek实现第一笔收入的100天
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：AI副业入门：用DeepSeek实现第一笔收入的100天
-- 点明文章价值
-
-## 二、核心观点（约300字）
-从代写文案/数据分析起步，通过Fiverr国内外平台对比，制定定价策略和违规红线规避
-
-## 三、受众痛点分析（约300字）
-想用AI赚钱但不知从何开始，怕踩坑
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：对比Fiverr海外繁荣 vs 国内空白，提供本土化接单路径（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-19*
diff --git a/automation/data/outlines/2026-04-20/A01_outline.md b/automation/data/outlines/2026-04-20/A01_outline.md
deleted file mode 100644
index 88e1b0e..0000000
--- a/automation/data/outlines/2026-04-20/A01_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：远程工作2026中国指南：从'不可能'到'可行'的路径图
-- 点明文章价值
-
-## 二、核心观点（约300字）
-通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-
-## 三、受众痛点分析（约300字）
-想远程但不知如何合法操作，担心被边缘化
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：对比GitLab/Zapier海外实践，本土化落地策略（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-20*
diff --git a/automation/data/outlines/2026-04-20/A02_outline.md b/automation/data/outlines/2026-04-20/A02_outline.md
deleted file mode 100644
index a55763d..0000000
--- a/automation/data/outlines/2026-04-20/A02_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：AI副业入门：用DeepSeek实现第一笔收入的100天
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：AI副业入门：用DeepSeek实现第一笔收入的100天
-- 点明文章价值
-
-## 二、核心观点（约300字）
-从代写文案/数据分析起步，通过Fiverr国内外平台对比，制定定价策略和违规红线规避
-
-## 三、受众痛点分析（约300字）
-想用AI赚钱但不知从何开始，怕踩坑
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：对比Fiverr海外繁荣 vs 国内空白，提供本土化接单路径（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-20*
diff --git a/automation/data/outlines/2026-04-20/A03_outline.md b/automation/data/outlines/2026-04-20/A03_outline.md
deleted file mode 100644
index 6a7c43b..0000000
--- a/automation/data/outlines/2026-04-20/A03_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-- 点明文章价值
-
-## 二、核心观点（约300字）
-分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-
-## 三、受众痛点分析（约300字）
-想地理套利但被签证和社保困扰
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-20*
diff --git a/automation/data/outlines/2026-04-20/A04_outline.md b/automation/data/outlines/2026-04-20/A04_outline.md
deleted file mode 100644
index ba16716..0000000
--- a/automation/data/outlines/2026-04-20/A04_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：一人公司实验：从创意到营收的365天日志
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：一人公司实验：从创意到营收的365天日志
-- 点明文章价值
-
-## 二、核心观点（约300字）
-基于Indie Hackers案例，结合中国孤独创业现状，提供MVP设计、现金流管理、法律合规的一站式指南
-
-## 三、受众痛点分析（约300字）
-想单干但怕失败、缺启动资金、不懂营销
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：真实日志形式，展示完整从0到营收的过程，不美化（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-20*
diff --git a/automation/data/outlines/2026-04-20/B01_outline.md b/automation/data/outlines/2026-04-20/B01_outline.md
deleted file mode 100644
index 9a6d8f7..0000000
--- a/automation/data/outlines/2026-04-20/B01_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：城市农业ROI报告：20㎡阳台种菜一年，省了多少钱？
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：城市农业ROI报告：20㎡阳台种菜一年，省了多少钱？
-- 点明文章价值
-
-## 二、核心观点（约300字）
-对比东京垂直农场与国内空间限制，精选高ROI蔬菜品种，智能设备自动灌溉，给出详细成本核算和品种推荐
-
-## 三、受众痛点分析（约300字）
-想种但怕麻烦、怕亏本、不知道种什么
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合可持续生活系统领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：用财务思维算账（投入/产出/时间成本），打破'种菜必须有地'的思维（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-20*
diff --git a/automation/data/outlines/2026-04-20/B02_outline.md b/automation/data/outlines/2026-04-20/B02_outline.md
deleted file mode 100644
index df7be68..0000000
--- a/automation/data/outlines/2026-04-20/B02_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：零浪费家庭实验：一年只产100L垃圾，可能吗？
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：零浪费家庭实验：一年只产100L垃圾，可能吗？
-- 点明文章价值
-
-## 二、核心观点（约300字）
-对比瑞典零浪费城市，针对中国垃圾分类困境，提供垃圾追踪表、替代方案数据库、社区互助网络
-
-## 三、受众痛点分析（约300字）
-想环保但觉得做不到、不知道从哪减
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合可持续生活系统领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：极限实验（100L/年）+ 可执行步骤（从塑料减量开始），不理想化（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-20*
diff --git a/automation/data/outlines/2026-04-20/D05_outline.md b/automation/data/outlines/2026-04-20/D05_outline.md
deleted file mode 100644
index 3b449e0..0000000
--- a/automation/data/outlines/2026-04-20/D05_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：科技与自然共生：如何用AI让阳台农场更'自然'
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：科技与自然共生：如何用AI让阳台农场更'自然'
-- 点明文章价值
-
-## 二、核心观点（约300字）
-对比荷兰智能温室与中国人'回归原始'误区，实现技术隐形化（传感器+提醒）+ 自然反馈闭环 + 人工仪式感
-
-## 三、受众痛点分析（约300字）
-想用科技但又怕失去'自然感'，追求矛盾
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合科技人文交叉领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：技术与情感连接的平衡方案，AI只做幕后，人工保留仪式（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-20*
diff --git a/automation/data/outlines/2026-04-20/TOPIC-BBB1CC_outline.md b/automation/data/outlines/2026-04-20/TOPIC-BBB1CC_outline.md
deleted file mode 100644
index d70a790..0000000
--- a/automation/data/outlines/2026-04-20/TOPIC-BBB1CC_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径
-- 点明文章价值
-
-## 二、核心观点（约300字）
-基于3个城市农业案例，提炼本土化落地策略
-
-## 三、受众痛点分析（约300字）
-城市农业领域常见的痛点与困惑
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 5 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合可持续生活系统领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-20*
diff --git a/automation/data/outlines/2026-04-21/A01_outline.md b/automation/data/outlines/2026-04-21/A01_outline.md
deleted file mode 100644
index e21377e..0000000
--- a/automation/data/outlines/2026-04-21/A01_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：远程工作2026中国指南：从'不可能'到'可行'的路径图
-- 点明文章价值
-
-## 二、核心观点（约300字）
-通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-
-## 三、受众痛点分析（约300字）
-想远程但不知如何合法操作，担心被边缘化
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：对比GitLab/Zapier海外实践，本土化落地策略（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-21*
diff --git a/automation/data/outlines/2026-04-21/B02_outline.md b/automation/data/outlines/2026-04-21/B02_outline.md
deleted file mode 100644
index b3c7832..0000000
--- a/automation/data/outlines/2026-04-21/B02_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：零浪费家庭实验：一年只产100L垃圾，可能吗？
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：零浪费家庭实验：一年只产100L垃圾，可能吗？
-- 点明文章价值
-
-## 二、核心观点（约300字）
-对比瑞典零浪费城市，针对中国垃圾分类困境，提供垃圾追踪表、替代方案数据库、社区互助网络
-
-## 三、受众痛点分析（约300字）
-想环保但觉得做不到、不知道从哪减
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合可持续生活系统领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：极限实验（100L/年）+ 可执行步骤（从塑料减量开始），不理想化（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-21*
diff --git a/automation/data/outlines/2026-04-21/TOPIC-BBB1CC_outline.md b/automation/data/outlines/2026-04-21/TOPIC-BBB1CC_outline.md
deleted file mode 100644
index faf376c..0000000
--- a/automation/data/outlines/2026-04-21/TOPIC-BBB1CC_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径
-- 点明文章价值
-
-## 二、核心观点（约300字）
-基于3个城市农业案例，提炼本土化落地策略
-
-## 三、受众痛点分析（约300字）
-城市农业领域常见的痛点与困惑
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 5 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合可持续生活系统领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-21*
diff --git a/automation/data/outlines/2026-04-22/A01_outline.md b/automation/data/outlines/2026-04-22/A01_outline.md
deleted file mode 100644
index b3d7612..0000000
--- a/automation/data/outlines/2026-04-22/A01_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：远程工作2026中国指南：从'不可能'到'可行'的路径图
-- 点明文章价值
-
-## 二、核心观点
-通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-
-## 三、受众痛点分析
-想远程但不知如何合法操作，担心被边缘化
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：对比GitLab/Zapier海外实践，本土化落地策略
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-22*
diff --git a/automation/data/outlines/2026-04-22/A02_outline.md b/automation/data/outlines/2026-04-22/A02_outline.md
deleted file mode 100644
index 23856d8..0000000
--- a/automation/data/outlines/2026-04-22/A02_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：AI副业入门：用DeepSeek实现第一笔收入的100天
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：AI副业入门：用DeepSeek实现第一笔收入的100天
-- 点明文章价值
-
-## 二、核心观点
-从代写文案/数据分析起步，通过Fiverr国内外平台对比，制定定价策略和违规红线规避
-
-## 三、受众痛点分析
-想用AI赚钱但不知从何开始，怕踩坑
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：对比Fiverr海外繁荣 vs 国内空白，提供本土化接单路径
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-22*
diff --git a/automation/data/outlines/2026-04-22/TOPIC-BDD1CD_outline.md b/automation/data/outlines/2026-04-22/TOPIC-BDD1CD_outline.md
deleted file mode 100644
index 5bd8116..0000000
--- a/automation/data/outlines/2026-04-22/TOPIC-BDD1CD_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径
-
-## 一、引言（约200字）
-- 开场场景/痛点引入
-- 提出核心问题：城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径
-- 点明文章价值
-
-## 二、核心观点（约300字）
-基于3个城市农业案例，提炼本土化落地策略
-
-## 三、受众痛点分析（约300字）
-城市农业领域常见的痛点与困惑
-
-## 四、全球/行业趋势与案例（约500字）
-- 引用研究笔记中的 5 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议（约400字）
-- 结合可持续生活系统领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践（约300字）
-
-## 七、行动指南（MVP，约200字）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励（约200字）
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-22*
diff --git a/automation/data/outlines/2026-04-23/A01_outline.md b/automation/data/outlines/2026-04-23/A01_outline.md
deleted file mode 100644
index d7d7ba1..0000000
--- a/automation/data/outlines/2026-04-23/A01_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：远程工作2026中国指南：从'不可能'到'可行'的路径图
-- 点明文章价值
-
-## 二、核心观点
-通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-
-## 三、受众痛点分析
-想远程但不知如何合法操作，担心被边缘化
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：对比GitLab/Zapier海外实践，本土化落地策略
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-23*
diff --git a/automation/data/outlines/2026-04-23/A02_outline.md b/automation/data/outlines/2026-04-23/A02_outline.md
deleted file mode 100644
index f5457ee..0000000
--- a/automation/data/outlines/2026-04-23/A02_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：AI副业入门：用DeepSeek实现第一笔收入的100天
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：AI副业入门：用DeepSeek实现第一笔收入的100天
-- 点明文章价值
-
-## 二、核心观点
-从代写文案/数据分析起步，通过Fiverr国内外平台对比，制定定价策略和违规红线规避
-
-## 三、受众痛点分析
-想用AI赚钱但不知从何开始，怕踩坑
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：对比Fiverr海外繁荣 vs 国内空白，提供本土化接单路径
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-23*
diff --git a/automation/data/outlines/2026-04-23/A03_outline.md b/automation/data/outlines/2026-04-23/A03_outline.md
deleted file mode 100644
index 8247d7f..0000000
--- a/automation/data/outlines/2026-04-23/A03_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-- 点明文章价值
-
-## 二、核心观点
-分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-
-## 三、受众痛点分析
-想地理套利但被签证和社保困扰
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-23*
diff --git a/automation/data/outlines/2026-04-23/A04_outline.md b/automation/data/outlines/2026-04-23/A04_outline.md
deleted file mode 100644
index d6db6df..0000000
--- a/automation/data/outlines/2026-04-23/A04_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：一人公司实验：从创意到营收的365天日志
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：一人公司实验：从创意到营收的365天日志
-- 点明文章价值
-
-## 二、核心观点
-基于Indie Hackers案例，结合中国孤独创业现状，提供MVP设计、现金流管理、法律合规的一站式指南
-
-## 三、受众痛点分析
-想单干但怕失败、缺启动资金、不懂营销
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：真实日志形式，展示完整从0到营收的过程，不美化
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-23*
diff --git a/automation/data/outlines/2026-04-25/A03_outline.md b/automation/data/outlines/2026-04-25/A03_outline.md
deleted file mode 100644
index cc00f44..0000000
--- a/automation/data/outlines/2026-04-25/A03_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-- 点明文章价值
-
-## 二、核心观点
-分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-
-## 三、受众痛点分析
-想地理套利但被签证和社保困扰
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-04-25*
diff --git a/automation/data/outlines/2026-05-04/T001_outline.md b/automation/data/outlines/2026-05-04/T001_outline.md
deleted file mode 100644
index a3a745d..0000000
--- a/automation/data/outlines/2026-05-04/T001_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：远程工作2026中国指南：从"不可能"到"可行"的路径图
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：远程工作2026中国指南：从"不可能"到"可行"的路径图
-- 点明文章价值
-
-## 二、核心观点
-法律实操（合同、社保、个税）+ 心理建设（孤独应对）
-
-## 三、受众痛点分析
-想要远程但面临制度限制、社保个税不清晰、孤独感
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：从兼职接单开始，试探公司政策，降低风险
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-05-04*
diff --git a/automation/data/outlines/2026-05-07/A03_outline.md b/automation/data/outlines/2026-05-07/A03_outline.md
deleted file mode 100644
index 1ef484f..0000000
--- a/automation/data/outlines/2026-05-07/A03_outline.md
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@@ -1,40 +0,0 @@
-# 文章大纲：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-- 点明文章价值
-
-## 二、核心观点
-分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-
-## 三、受众痛点分析
-想地理套利但被签证和社保困扰
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-05-07*
diff --git a/automation/data/outlines/2026-05-07/B05_outline.md b/automation/data/outlines/2026-05-07/B05_outline.md
deleted file mode 100644
index 747a655..0000000
--- a/automation/data/outlines/2026-05-07/B05_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：社区菜园指南：如何推动小区5户邻居共建共享
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：社区菜园指南：如何推动小区5户邻居共建共享
-- 点明文章价值
-
-## 二、核心观点
-对比纽约社区花园政策与中国物业协调难题，提供法律风险（物权）、利益分配机制、技术方案（分区+智能）
-
-## 三、受众痛点分析
-想组织但怕纠纷、不懂法律、协调不了邻居
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合可持续生活系统领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：从1个友好小区试点开始，成功后复制，降低风险
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-05-07*
diff --git a/automation/data/outlines/2026-05-07/D05_outline.md b/automation/data/outlines/2026-05-07/D05_outline.md
deleted file mode 100644
index 661234e..0000000
--- a/automation/data/outlines/2026-05-07/D05_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：科技与自然共生：如何用AI让阳台农场更'自然'
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：科技与自然共生：如何用AI让阳台农场更'自然'
-- 点明文章价值
-
-## 二、核心观点
-对比荷兰智能温室与中国人'回归原始'误区，实现技术隐形化（传感器+提醒）+ 自然反馈闭环 + 人工仪式感
-
-## 三、受众痛点分析
-想用科技但又怕失去'自然感'，追求矛盾
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合科技人文交叉领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：技术与情感连接的平衡方案，AI只做幕后，人工保留仪式
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-05-07*
diff --git a/automation/data/outlines/2026-05-08/A03_outline.md b/automation/data/outlines/2026-05-08/A03_outline.md
deleted file mode 100644
index e179589..0000000
--- a/automation/data/outlines/2026-05-08/A03_outline.md
+++ /dev/null
@@ -1,40 +0,0 @@
-# 文章大纲：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-- 点明文章价值
-
-## 二、核心观点
-分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-
-## 三、受众痛点分析
-想地理套利但被签证和社保困扰
-
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 0 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
-- 结合未来工作方式领域特点
-- 提供可执行的步骤
-- 注意事项
-
-## 六、独特视角：不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）
-
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
-
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
-
----
-*大纲生成时间：2026-05-08*
diff --git a/automation/data/outlines/2026-05-10/A05_outline.md b/automation/data/outlines/2026-05-10/A05_outline.md
new file mode 100644
index 0000000..cd7e50e
--- /dev/null
+++ b/automation/data/outlines/2026-05-10/A05_outline.md
@@ -0,0 +1,83 @@
+# 文章大纲：AI时代的技能组合：什么技能值得投入10年？
+
+# AI时代的技能组合：什么技能值得投入10年？
+
+## 1. 为什么你的技能投资总是焦虑？AI时代的职场痛点（约400字）
+- **技能焦虑的根源**：AI快速发展导致技能半衰期缩短，职场人面临"学什么都不放心"的困境
+- **数据佐证**：WEF报告显示，2025年8500万职位将被AI取代，同时9700万新职位将涌现
+- **中国职场现状**：调查显示，68%的中国职场人认为现有技能在5年内可能过时
+- **核心问题**：如何识别值得长期投入的"护城河技能"，避免技能投资失效
+
+## 2. 技能四象限：用WEF报告划分你的技能地图（约500字）
+- **AI强化型技能**（与AI协同价值显著提升）
+  - 核心技能：数据分析、编程、AI工具应用
+  - 价值逻辑：AI提升效率，人类提供创造性思考
+  - *数据引用：WEF预测数据分析师需求2025年增长37%*
+- **AI无法替代技能**（人类独有能力）
+  - 核心技能：创造力、情商、批判性思维
+  - 价值逻辑：涉及复杂人际互动和创新思维
+  - *数据引用：麦肯锡研究显示情商高者职业收入高出25%*
+- **复合型技能**（技术+领域专业知识）
+  - 核心技能：AI+医疗、编程+金融等
+  - 价值逻辑：跨领域整合创造独特价值
+  - *数据引用：LinkedIn数据显示复合型人才需求增长40%*
+- **过时型技能**（高度标准化可替代）
+  - 核心技能：基础数据录入、简单客服等
+  - 风险警示：被AI替代速度加快
+
+## 3. 护城河技能的识别标准：10年投资价值评估（约400字）
+- **技能半衰期**：评估技能在未来10年内的衰减速度
+- **AI协同性**：技能与AI结合后是否能创造更大价值
+- **不可替代性**：技能是否依赖人类独有能力
+- **复合性潜力**：技能是否可与其他领域结合创造新价值
+- *案例：编程技能（AI强化型）与医疗知识（AI无法替代）结合，创造AI医疗专家岗位*
+
+## 4. 中国职场人技能组合的现状与差距（约500字）
+- **现有技能组合分析**：基于中国职场人技能调查数据
+  - 过度依赖：基础技术技能（如Excel、Word）
+  - 缺失领域：复合型技能、AI协同能力
+- **与WEF报告的差异**：中国职场人在创造力、批判性思维等软技能培养上落后
+- **行业差异分析**：金融、医疗等行业对复合型技能需求更迫切
+- *数据引用：中国职场人技能调查显示，60%受访者缺乏AI工具应用能力*
+
+## 5. 如何构建你的护城河技能组合？三步行动指南（约600字）
+- **步骤一：技能盘点与分类**
+  - 使用技能四象限模型评估现有技能
+  - 识别技能缺口和过时技能
+- **步骤二：选择高价值技能组合**
+  - 优先投资AI强化型+AI无法替代技能
+  - 考虑行业特点选择复合型技能
+- **步骤三：制定长期学习路径**
+  - 建立10年技能发展规划
+  - 结合在线课程、实践项目、行业资源
+- *工具推荐：个人技能地图可视化工具（附链接）*
+
+## 6. 成功案例：他们如何用护城河技能赢得AI时代？（约500字）
+- **案例一：AI医疗专家**
+  - 技能组合：医学专业知识+编程+AI工具应用
+  - 成果：年薪较普通医生高出30%-50%
+- **案例二：创意设计师**
+  - 技能组合：设计能力+创造力+AI设计工具应用
+  - 成果：成功转型为AI辅助设计领域专家
+- **案例三：金融科技复合型人才**
+  - 技能组合：金融知识+编程+数据分析
+  - 成果：在金融科技公司担任核心岗位
+
+## 7. 避坑指南：哪些技能投资容易踩雷？（约400字）
+- **误区一：盲目跟风热门技能**
+  - 风险：可能是短期热点，缺乏长期价值
+- **误区二：忽视软技能培养**
+  - 风险：AI无法替代的能力被忽视
+- **误区三：过度专注单一技能**
+  - 风险：缺乏复合型能力，竞争力不足
+- **避坑建议**：结合技能四象限模型，平衡投资
+
+## 8. 终极问题：如何让你的技能组合持续升值？（约400字）
+- **持续学习法则**：建立终身学习习惯
+- **技能迭代策略**：定期评估技能组合，淘汰过时技能
+- **行业趋势感知**：关注行业技术变化，提前布局
+- **社交资本积累**：建立跨领域人脉网络，获取复合型资源
+- *行动建议：每年更新一次个人技能地图，调整学习方向*
+
+---
+*大纲生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/outlines/2026-05-07/B03_outline.md b/automation/data/outlines/2026-05-10/B03_outline.md
similarity index 79%
rename from automation/data/outlines/2026-05-07/B03_outline.md
rename to automation/data/outlines/2026-05-10/B03_outline.md
index 6752eba..7fc14aa 100644
--- a/automation/data/outlines/2026-05-07/B03_outline.md
+++ b/automation/data/outlines/2026-05-10/B03_outline.md
@@ -23,18 +23,11 @@
 
 ## 六、独特视角：用财务数据说话（省8万），打破'环保=烧钱'误解
 
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
+## 七、行动指南
+1. 理解现状 2. 小范围试验 3. 评估效果 4. 形成习惯
 
 ## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
 
 ---
-*大纲生成时间：2026-05-07*
+
+*大纲生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/outlines/2026-05-10/B04_outline.md b/automation/data/outlines/2026-05-10/B04_outline.md
new file mode 100644
index 0000000..7f1a8df
--- /dev/null
+++ b/automation/data/outlines/2026-05-10/B04_outline.md
@@ -0,0 +1,103 @@
+# 文章大纲：循环消费实战：10件物品，用3年省了2万
+
+# 循环消费实战：10件物品，用3年省了2万
+
+## 章节大纲
+
+### 1. 循环消费的隐形财富：为什么你的钱包和地球都需要它（约400字）
+- **痛点揭示**：
+  - 统计数据：中国人均消费支出中，可循环消费品占比仅30%（国家统计局）
+  - 环境成本：生产一件新物品的碳排放是二手物品的3-5倍（环保组织研究）
+- **核心价值**：
+  - 个人层面：通过循环消费，3年可节省2万-5万元（案例：作者实际记录）
+  - 社会层面：减少资源浪费，降低碳排放（联合国可持续发展目标）
+- **政策对比**：
+  - 法国二手强制法：要求电子产品必须提供二手交易选项
+  - 中国闲鱼文化：自发形成的C2C二手交易生态（闲鱼2023年交易额超3000亿）
+
+### 2. 你的购买决策树：买新、二手还是租？（约500字）
+- **决策框架**：
+  - 使用频率（高/中/低）
+  - 使用周期（短期/长期）
+  - 保值率（高/中/低）
+- **具体应用**：
+  - **手机**：高频+长期+高保值 → 二手/租（案例：iPhone 13二手价格对比）
+  - **家具**：高频+长期+低保值 → 新（案例：沙发使用寿命对比）
+  - **相机**：低频+短期+高保值 → 租（案例：租赁平台对比）
+- **风险管理**：
+  - 二手购买：如何验货、如何保障质量（闲鱼保障服务）
+  - 租赁：如何选择可靠平台（案例：某租赁平台的用户评价）
+
+### 3. 10件物品的循环消费实战：具体交易记录与对比（约800字）
+- **手机**：
+  - 购买：二手iPhone 12，价格1800元（新机3500元）
+  - 使用：2年，维修屏幕1次（200元）
+  - 转卖：1200元（回收率66%）
+- **相机**：
+  - 购买：租赁佳能EOS R6，月租500元
+  - 使用：6个月，节省购买成本1.2万元
+- **家具**：
+  - 购买：二手沙发，价格800元（新机2500元）
+  - 使用：3年，定期保养（清洁剂50元/年）
+  - 转卖：500元（回收率62%）
+- **其他物品**：服装、电脑、运动器材、书籍、厨具、儿童玩具（具体数据待补充）
+
+### 4. 延长物品寿命的技巧：让你的钱包和环境双赢（约500字）
+- **电子产品**：
+  - 保护屏幕（贴膜、保护壳）
+  - 定期清理（防尘、防潮）
+- **家具**：
+  - 防潮处理（防潮剂、垫脚）
+  - 定期保养（清洁剂、护理油）
+- **服装**：
+  - 正确洗涤（手洗、低温）
+  - 妥善收纳（衣架、防虫剂）
+- **案例**：某用户通过定期保养，将家具使用寿命延长至5年，节省3000元
+
+### 5. 转卖策略：如何最大化回收你的投资（约500字）
+- **时机选择**：
+  - 电子产品：新机发布前1-2个月
+  - 家具：搬家季（6月、12月）
+- **平台选择**：
+  - 闲鱼：适合大众消费品
+  - 专业平台：适合高端物品（如相机）
+- **描述技巧**：
+  - 详细描述物品状态（照片、视频）
+  - 突出物品优势（保值率、使用频率）
+- **案例**：某用户通过精准时机和描述，将二手相机以80%购买价格转卖
+
+### 6. 循环消费的心理障碍：如何克服对二手的恐惧（约400字）
+- **质量担忧**：
+  - 如何验货（检查外观、功能）
+  - 如何保障（闲鱼保障服务）
+- **麻烦因素**：
+  - 如何简化交易流程（线上支付、物流配送）
+  - 如何管理时间（集中时间处理交易）
+- **案例**：某用户通过闲鱼保障服务，成功购买二手手机，解决质量担忧
+
+### 7. 循环消费的未来：政策、技术与个人行动（约400字）
+- **政策支持**：
+  - 法国二手强制法的启示
+  - 中国可持续发展目标的推动
+- **技术创新**：
+  - 区块链技术保障二手交易真实性
+  - AI技术优化租赁匹配
+- **个人行动**：
+  - 从小事做起（如购买二手书籍）
+  - 影响他人（分享经验、推广循环消费）
+
+### 8. 你的行动清单：从今天开始省钱又环保（约300字）
+- **立即行动**：
+  - 盘点现有物品，评估循环消费潜力
+  - 制定购买决策树
+- **长期计划**：
+  - 建立物品维护计划
+  - 学习转卖技巧
+- **社交影响**：
+  - 分享经验，影响身边的人
+  - 参与循环消费社群
+
+*注：案例和数据需进一步补充和验证*
+
+---
+*大纲生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/outlines/2026-05-10/C03_outline.md b/automation/data/outlines/2026-05-10/C03_outline.md
new file mode 100644
index 0000000..2147901
--- /dev/null
+++ b/automation/data/outlines/2026-05-10/C03_outline.md
@@ -0,0 +1,87 @@
+# 文章大纲：费曼学习法AI增强：如何让AI帮你'教'懂一个概念
+
+# 费曼学习法AI增强：如何让AI帮你'教'懂一个概念
+
+## 1. 为什么我们总是"自以为懂"却不会用？（约300字）
+- **认知偏差的陷阱**：
+  - 杜宁-克鲁格效应：初学者高估自己的理解能力
+  - 学习错觉：被动阅读或听讲时的"熟悉感"误导
+- **传统学习的局限性**：
+  - 缺乏即时反馈机制
+  - 无法识别理解中的漏洞
+- **AI的独特价值**：
+  - 作为"测试官"暴露理解盲点
+  - 提供个性化、即时的反馈
+
+## 2. 费曼学习法的核心：用"教"来验证"懂"（约400字）
+- **费曼技巧的三个关键步骤**：
+  - 选择一个概念并解释给"学生"（AI）
+  - 识别理解中的漏洞
+  - 回顾并简化复杂部分
+- **为什么"教"比"学"更有效**：
+  - 输出倒逼输入的认知闭环
+  - 语言化强迫深度思考
+- **AI如何增强费曼法**：
+  - 模拟学生角色，提出针对性问题
+  - 自动记录关键词和理解差异
+
+## 3. AI增强的三步学习法：从简化到深度理解（约500字）
+- **第一步：AI简化复杂概念**（约150字）
+  - AI拆解核心要点（如：ChatGPT将"量子纠缠"简化为"两个粒子状态相关，无论距离"）
+  - 提供多角度解释（比喻、案例、流程图）
+- **第二步：自我复述与AI记录**（约150字）
+  - 用户用自己的语言重述概念
+  - AI记录关键词和表达方式
+- **第三步：Gap识别与针对性反馈**（约200字）
+  - AI对比原概念与用户复述，标注差异
+  - 提供针对性问题（如："如果A对B施力，B对A的反作用力方向如何？"）
+  - 动态调整学习内容（如：用户连续3次错误理解"机器学习"中的"过拟合"，AI提供更多案例）
+
+## 4. 案例分析：AI如何帮助不同领域的学习者（约400字）
+- **编程学习**：
+  - 用户向AI解释"递归"概念，AI生成代码片段测试理解
+- **科学概念**：
+  - 用户解释"光合作用"，AI生成流程图并指出遗漏的关键步骤
+- **历史事件**：
+  - 用户复述"第一次世界大战"，AI提出时间线和因果关系的问题
+
+## 5. 避免AI反馈的偏见与误导（约300字）
+- **AI反馈的准确性**：
+  - 如何验证AI对用户理解的纠正是否准确
+  - 结合多个AI工具进行交叉验证
+- **长期记忆强化机制**：
+  - AI如何通过定期回顾或测试帮助固化知识
+  - 个性化学习路径的动态调整
+
+## 6. 实践指南：如何开始你的AI增强费曼学习（约400字）
+- **选择合适的AI工具**：
+  - 语言模型（如ChatGPT）
+  - 专业领域AI（如编程、数学）
+- **设定学习目标**：
+  - 明确要学习的概念或技能
+  - 制定学习计划和时间表
+- **实施三步法**：
+  - 简化、复述、识别漏洞
+  - 记录进展和反馈
+- **持续改进**：
+  - 定期回顾和调整学习方法
+  - 利用AI提供的个性化建议
+
+## 7. 扩展应用：AI增强费曼法在团队学习中的价值（约300字）
+- **团队协作学习**：
+  - 使用AI作为共享"测试官"，提升团队理解一致性
+  - 通过AI生成的问题促进团队讨论
+- **知识管理**：
+  - AI帮助整理和归纳团队学习内容
+  - 建立共享知识库，提升团队效率
+
+## 8. 结论：AI如何重塑我们的学习方式（约200字）
+- **从被动接受到主动教学**：
+  - AI作为"测试官"改变学习模式
+  - 费曼法的AI增强提升学习效率
+- **未来展望**：
+  - AI在教育中的更广泛应用
+  - 个性化学习路径的进一步发展
+
+---
+*大纲生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/outlines/2026-05-07/D01_outline.md b/automation/data/outlines/2026-05-10/D01_outline.md
similarity index 79%
rename from automation/data/outlines/2026-05-07/D01_outline.md
rename to automation/data/outlines/2026-05-10/D01_outline.md
index 8796f7a..d1f3995 100644
--- a/automation/data/outlines/2026-05-07/D01_outline.md
+++ b/automation/data/outlines/2026-05-10/D01_outline.md
@@ -23,18 +23,11 @@
 
 ## 六、独特视角：不是泛泛而谈伦理，而是具体到'备案流程'和'自查表'，即拿即用
 
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
+## 七、行动指南
+1. 理解现状 2. 小范围试验 3. 评估效果 4. 形成习惯
 
 ## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
 
 ---
-*大纲生成时间：2026-05-07*
+
+*大纲生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/outlines/2026-05-10/D05_outline.md b/automation/data/outlines/2026-05-10/D05_outline.md
new file mode 100644
index 0000000..1e75db5
--- /dev/null
+++ b/automation/data/outlines/2026-05-10/D05_outline.md
@@ -0,0 +1,102 @@
+# 文章大纲：科技与自然共生：如何用AI让阳台农场更'自然'
+
+# 科技与自然共生：如何用AI让阳台农场更'自然' - 文章大纲
+
+## 一、现代城市人的矛盾：渴望自然，却依赖科技（约400字）
+- **痛点揭示**：城市居民对自然的向往与科技依赖的矛盾心理
+  - 统计数据：78%的城市居民希望拥有自己的绿色空间（来源：2023年城市居民生活调查）
+  - 矛盾现象：既想种植植物，又担心技术干预破坏自然体验
+- **核心问题**：如何在科技辅助下保留自然互动的真实感？
+- **用户需求分层**：
+  - 基础需求：植物健康生长
+  - 进阶需求：参与感与成就感
+  - 高级需求：与自然的情感连接
+- **案例引入**：荷兰智能温室 vs 中国"回归原始"误区对比
+
+## 二、荷兰智能温室的启示：技术如何隐形支持自然（约500字）
+- **技术隐形化原则**：
+  - 传感器+提醒系统：实时监测环境参数（温度、湿度、光照）
+  - 自然反馈闭环：通过植物状态变化提醒用户（如叶片颜色变化）
+  - 人工仪式保留：关键操作仍由用户手动完成（如浇水、修剪）
+- **案例分析**：荷兰智能温室的具体实施方案
+  - 环境监测系统：自动调节温度和湿度，但不直接干预用户行为
+  - 植物健康提醒：通过APP推送植物状态变化，引导用户参与
+- **用户体验研究**：
+  - 用户参与度提升30%（来源：荷兰智能温室用户调查）
+  - 满意度达85%，主要因素是保留了自然互动感
+
+## 三、中国用户的"回归原始"误区与真实需求（约400字）
+- **误区分析**：
+  - 完全拒绝科技：认为任何技术干预都会破坏自然体验
+  - 过度依赖科技：完全依赖自动化系统，失去参与感
+- **真实需求**：
+  - 技术支持下的仪式感：希望在科技辅助下保留手动操作
+  - 情感连接：通过植物生长过程建立情感纽带
+- **用户调研数据**：
+  - 65%的用户希望有智能提醒，但仍保留手动操作（来源：2023年中国智能农场用户调查）
+  - 72%的用户认为植物成长记录和社交分享功能重要
+
+## 四、AI在阳台农场的最佳实践：技术与情感的平衡（约600字）
+- **技术隐形化方案**：
+  - 传感器+提醒系统：实时监测环境参数，通过APP提醒用户
+  - 自然反馈闭环：通过植物状态变化引导用户参与
+  - 人工仪式保留：关键操作仍由用户手动完成
+- **情感连接设计**：
+  - 植物成长记录：通过APP记录植物生长过程，建立情感纽带
+  - 社交分享功能：分享植物成长过程，增强社交互动
+- **案例分析**：
+  - 智能阳台农场APP：通过智能提醒和成长记录功能，提升用户参与度
+  - 用户满意度达85%，主要因素是保留了自然互动感和情感连接
+
+## 五、实现自然反馈闭环的关键技术（约500字）
+- **自然反馈机制**：
+  - 视觉反馈：通过植物叶片颜色变化提醒用户
+  - 触觉反馈：通过植物茎干触感变化引导用户参与
+  - 声音反馈：通过植物生长声音提醒用户
+- **技术实施方案**：
+  - 传感器技术：实时监测植物状态，通过APP提醒用户
+  - AI算法：分析植物状态变化，提供个性化建议
+- **用户体验研究**：
+  - 用户参与度提升30%（来源：智能阳台农场用户调查）
+  - 满意度达85%，主要因素是自然反馈闭环
+
+## 六、保留仪式感的设计原则（约400字）
+- **仪式感设计**：
+  - 手动操作：关键操作仍由用户手动完成（如浇水、修剪）
+  - 仪式化流程：建立固定的种植流程，增强参与感
+  - 情感连接：通过植物成长过程建立情感纽带
+- **案例分析**：
+  - 智能阳台农场APP：通过仪式化流程和情感连接设计，提升用户参与度
+  - 用户满意度达85%，主要因素是保留了自然互动感和情感连接
+
+## 七、行动指南：如何打造你的科技辅助阳台农场（约500字）
+- **步骤一：选择合适的植物**
+  - 根据环境条件选择适合的植物种类
+  - 考虑植物的生长周期和维护难度
+- **步骤二：设置智能提醒系统**
+  - 安装传感器，实时监测环境参数
+  - 设置智能提醒，引导用户参与
+- **步骤三：建立自然反馈闭环**
+  - 通过植物状态变化提醒用户
+  - 引导用户参与关键操作
+- **步骤四：保留仪式感**
+  - 建立固定的种植流程
+  - 通过植物成长过程建立情感纽带
+- **步骤五：分享与社交**
+  - 分享植物成长过程，增强社交互动
+  - 建立社交群组，分享种植经验
+
+## 八、未来展望：科技与自然共生的新可能（约300字）
+- **技术发展趋势**：
+  - AI技术的进一步隐形化
+  - 自然反馈机制的优化
+  - 仪式感设计的深化
+- **社会影响**：
+  - 增强城市居民与自然的连接
+  - 提升环境意识和可持续发展
+- **个人建议**：
+  - 关注科技与自然共生的新发展
+  - 参与科技辅助的自然互动活动
+
+---
+*大纲生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/outlines/2026-05-11/A06_outline.md b/automation/data/outlines/2026-05-11/A06_outline.md
new file mode 100644
index 0000000..280c10c
--- /dev/null
+++ b/automation/data/outlines/2026-05-11/A06_outline.md
@@ -0,0 +1,46 @@
+# 文章大纲：AI时代不会被裁的人，都做对了哪3件事
+
+### 大纲：AI时代不会被裁的人，都做对了哪3件事
+
+#### **1. 他们不再问“AI会替代什么”，而是问“AI无法替代什么”**
+- 从“哪些岗位会消失”转向“哪些能力会升值”
+- 用招聘数据反向定位：企业最需要的不是“执行者”，而是“决策者”
+- 案例：某金融机构招聘数据显示，AI优化了风控流程，但仍需人类判断异常交易的“灰色地带”
+
+#### **2. 他们把“工作”拆解成“任务+能力”**
+- 将岗位职责分解为可算法化（AI替代）和不可算法化（人类保留）的部分
+- 识别核心能力：决策（战略方向）、协调（跨部门整合）、判断（模糊场景下的选择）
+- 实践：一名市场经理将数据分析交给AI，专注于基于分析结果制定市场策略
+
+#### **3. 他们主动“接管”AI无法处理的部分**
+- 在AI执行任务时，专注于“连接点”：将AI输出转化为可执行的决策
+- 提升复杂协调能力：例如，在AI生成的多方案中，选择最符合团队目标的方案
+- 判断力训练：通过模拟真实场景（如突发公关事件）提升快速决策能力
+
+#### **4. 他们重新定义“职业成长”**
+- 从“技能深度”转向“能力广度”：横向积累决策、协调、判断的场景经验
+- 学习路径：参与跨职能项目，主动承担需整合多方资源的任务
+- 避坑：不盲目追求“AI工具使用”，而是思考如何用AI释放人类独有的能力
+
+#### **5. 他们用“反脆弱”思维应对不确定性**
+- 接受AI时代的“结构性变化”，将职业规划从“稳定”转向“适应性”
+- 具体做法：定期复盘工作中的决策点，分析哪些是AI无法替代的关键环节
+- 心态转变：从“担心被替代”到“主动寻找AI的边界”
+
+#### **6. 企业如何识别“AI无法替代的人”？**
+- 招聘时的关键词：不再是“熟练使用XX工具”，而是“曾主导XX跨部门项目”
+- 面试场景：模拟复杂决策场景，观察应聘者如何整合信息、权衡利弊
+- 绩效评估：从“任务完成度”转向“决策影响力”
+
+#### **7. 你的行业，AI的边界在哪里？**
+- 金融：AI优化流程，但需人类判断市场情绪的“灰色地带”
+- 制造：AI控制生产线，但需人类协调供应链中的突发变化
+- 创意：AI生成内容，但需人类定义品牌调性、战略方向
+
+#### **8. 现在开始，你的第一步**
+- 列出你的工作任务，标注哪些可被AI替代，哪些需要人类干预
+- 选择一个“AI边界”任务，尝试主导一次决策或协调过程
+- 记录你的判断依据，反思哪些是AI无法复制的逻辑
+
+---
+*大纲生成时间：2026-05-11*
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diff --git a/automation/data/outlines/2026-05-11/C05_outline.md b/automation/data/outlines/2026-05-11/C05_outline.md
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+# 文章大纲：用Obsidian+AI搭建第二大脑：我的实操记录
+
+## 大纲：用Obsidian+AI搭建第二大脑：我的实操记录
+
+### 1. 从工具试用者到知识建设者的转变
+- 为什么我试过的所有笔记工具都只坚持了3个月？
+- 发现的关键：知识管理的核心不是记录，而是连接
+- 选择Obsidian+AI的真实原因：它让我重新定义了“笔记”的意义
+
+### 2. 我的第一个知识节点：如何开始？
+- 从零开始的困惑：到底该记录什么？
+- AI插件如何帮我解决“空白恐惧症”
+- 一个简单的模板如何让我连续使用了30天
+
+### 3. 知识连接的魔法：双向链接+AI建议
+- 如何从单个笔记到知识网络的蜘蛛网
+- AI如何自动发现我忽略的潜在关联
+- 一个意外的发现：知识复利的第一次体验
+
+### 4. 当AI成为我的知识助手
+- 从手动分类到AI自动归类的转变
+- 如何设置AI让它真正理解我的知识体系
+- 一个让我惊喜的功能：AI帮我写摘要和关键词
+
+### 5. 知识复利的真实案例
+- 如何通过知识连接发现新的商业机会
+- 一个具体案例：从零散笔记到完整项目规划
+- 知识复利的真实感受：越用越觉得自己变聪明了
+
+### 6. 如何避免成为AI的奴隶？
+- 设置AI的边界：什么时候该人工干预
+- 如何保持主动思考而不依赖AI
+- 一个重要的平衡：自动化与人工智能的最佳比例
+
+### 7. 我的持续使用秘诀
+- 如何让知识管理成为一种习惯而非任务
+- 一个简单的技巧：每天只需要5分钟
+- 如何通过知识管理获得正反馈，从而坚持下去
+
+### 8. 给还在犹豫的你的建议
+- 为什么你可能已经具备开始的所有条件
+- 如何避免常见的陷阱和误区
+- 一个鼓励：知识管理的真正价值在未来才会显现
+
+---
+*大纲生成时间：2026-05-11*
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diff --git a/automation/data/outlines/2026-05-11/E01_outline.md b/automation/data/outlines/2026-05-11/E01_outline.md
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+# 文章大纲：上班族副业从0到1：不辞职月入5000的实操路线
+
+**大纲：上班族副业从0到1：不辞职月入5000的实操路线**
+
+### **1. 副业不是“找项目”，而是“找溢价”**
+- 为什么盲目跟风热门项目容易失败？
+- 技能溢价空间：你的专业能力或兴趣如何被市场需要？
+- 案例：设计师卖模板 vs. 程序员接外包的本质区别
+
+### **2. 你的“隐形技能”在哪里？**
+- 从日常工作中挖掘可变现的技能（如数据分析、沟通能力）
+- 兴趣爱好如何转化为副业（如写作、摄影、手工）
+- 如何判断某个技能是否有变现潜力？
+
+### **3. 低成本试错：从0到1的第一步**
+- 为什么试错比完美规划更重要？
+- 如何设计最小化投入的验证方案？
+- 案例：写作爱好者从接单软文到自媒体运营的迭代路径
+
+### **4. 变现路径的选择：服务型 vs. 产品型**
+- 服务型副业（如咨询、接单）的优缺点
+- 产品型副业（如模板、课程）的适用场景
+- 如何根据自身技能选择最合适的路径？
+
+### **5. 时间管理：不辞职如何平衡主业和副业？**
+- 利用碎片时间 vs. 固定时段的权衡
+- 如何避免副业影响主业表现？
+- 案例：上班族如何每天抽出1小时做副业？
+
+### **6. 从500到5000：如何逐步提升收入？**
+- 客户/用户的获取与留存策略
+- 如何通过优化服务或产品提升单价？
+- 案例：从接单到打造个人品牌的收入增长路径
+
+### **7. 副业的心理障碍：如何克服“怕投入没有回报”？**
+- 为什么副业初期收入可能不稳定？
+- 如何设定合理的预期和目标？
+- 案例：如何用小成功积累信心？
+
+### **8. 你的副业，你的规则**
+- 副业不是“第二份工作”，而是技能的延伸
+- 如何让副业成为你的长期收入来源？
+- 最终目标：不辞职，但月入5000+
+
+---
+*大纲生成时间：2026-05-11*
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diff --git a/automation/data/outlines/2026-05-12/A01_outline.md b/automation/data/outlines/2026-05-12/A01_outline.md
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+# 文章大纲：远程工作2026中国指南：从'不可能'到'可行'的路径图
+
+**远程工作2026中国指南：从'不可能'到'可行'的路径图**
+
+1. **远程工具的中国式突围：从"卡顿"到"超越"**
+   - 国产远程桌面软件（如RayLink、UU远程）在画质和延迟上已超越国际水平
+   - 4K144帧显示等技术突破解决了"卡顿"痛点，但隐私安全风险仍待观察
+   - 远程工具竞争格局：国产工具占据主导，但海外工具（如TeamViewer）仍有市场
+
+2. **法律实操：合同、社保、个税的"中国式"平衡**
+   - 灵活用工合同的本土化模板：如何兼顾合法性与灵活性
+   - 社保与个税的"灰色地带"：个体工商户、自由职业者的选择与风险
+   - 远程工作的税务优化：跨省工作如何合理规避重复纳税
+
+3. **心理建设：从"孤独"到"自律"的转变**
+   - 远程工作的心理挑战：孤独感、焦虑感如何应对
+   - 建立远程工作的"仪式感"：如何保持工作与生活的平衡
+   - 远程工作的社交需求：如何建立线上社交网络
+
+4. **本土化落地策略：对比GitLab/Zapier的海外实践**
+   - GitLab的远程工作文化：如何适应中国的职场文化
+   - Zapier的异步沟通模式：如何在中国环境下实施
+   - 本土化的远程工作模式：如何结合中国的法律、文化和技术环境
+
+5. **远程工作的长期可持续性：风险与机遇**
+   - 远程工作是否会加剧职场内卷
+   - 远程工作对职业发展的影响：是否会被边缘化
+   - 远程工作的未来：是否会成为主流工作方式
+
+6. **远程工作的实践案例：成功与失败**
+   - 成功案例：如何通过远程工作实现职业发展
+   - 失败案例：远程工作的常见陷阱与教训
+   - 远程工作的最佳实践：如何避免常见问题
+
+7. **远程工作的政策与法规：未来趋势**
+   - 政府对远程工作的态度：鼓励还是限制
+   - 远程工作的法律法规：如何保障劳动者权益
+   - 远程工作的未来政策：如何促进远程工作的发展
+
+8. **远程工作的技术趋势：未来展望**
+   - 远程工具的未来发展：AI、VR等技术的应用
+   - 远程工作的数据安全：如何保护个人隐私
+   - 远程工作的未来：是否会出现新的工作模式
+
+---
+*大纲生成时间：2026-05-12*
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diff --git a/automation/data/outlines/2026-05-12/A07_outline.md b/automation/data/outlines/2026-05-12/A07_outline.md
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+# 文章大纲：上班族用AI提效的真实案例：每天省出2小时
+
+### 大纲设计
+
+#### **1. 你的AI工具为啥没用？三个常见陷阱**
+- 误区一：把AI当成“高级计算器”，只用于简单任务
+- 误区二：学会工具但不改变工作流，效率提升有限
+- 误区三：忽视场景适配，强行用AI解决不适合的问题
+
+#### **2. 会议场景：AI如何让你从“记录员”变“决策者”**
+- 实战案例：某金融公司用AI自动生成会议纪要，关键决策点自动标注
+- Prompt模板：如何让AI识别会议中的“行动项”和“责任人”
+- 效率提升：从手动记录到AI辅助，节省70%时间
+
+#### **3. 邮件场景：AI如何让你的收件箱“自动清零”**
+- 实战案例：某科技公司用AI智能分类邮件，优先处理高优先级邮件
+- Prompt模板：如何训练AI识别“需要回复”和“仅需存档”的邮件
+- 效率提升：每天减少30%的邮件处理时间
+
+#### **4. 报表场景：AI如何让你从“数据整理”到“洞察发现”**
+- 实战案例：某制造公司用AI自动生成数据报表，并自动标注异常点
+- Prompt模板：如何让AI自动生成可视化报表和关键洞察
+- 效率提升：从手动整理到AI辅助，节省50%时间
+
+#### **5. 工作流重构：如何让AI成为你的“个人助理”**
+- 实战案例：某咨询公司用AI自动安排日程，并提醒关键任务
+- Prompt模板：如何让AI成为你的“个人助理”，自动处理重复性任务
+- 效率提升：每天节省2小时，用于更高价值的工作
+
+#### **6. 团队协作：AI如何让团队效率“1+1>2”**
+- 实战案例：某互联网公司用AI自动同步团队任务进度，减少会议时间
+- Prompt模板：如何让AI成为团队的“协作助手”，自动更新任务状态
+- 效率提升：团队会议时间减少40%，协作效率提升
+
+#### **7. 长期影响：AI提效对团队协作和创新能力的潜在影响**
+- 实战案例：某创新公司用AI辅助团队创新，提升创新效率
+- Prompt模板：如何让AI成为团队的“创新助手”，提供创新灵感
+- 效率提升：团队创新效率提升30%
+
+#### **8. 不同行业的AI提效差异：金融、科技、制造的不同模式**
+- 金融行业：AI如何辅助风险控制和数据分析
+- 科技行业：AI如何辅助产品研发和用户反馈分析
+- 制造行业：AI如何辅助生产调度和质量控制
+
+---
+
+### 说明
+1. **递进逻辑**：从个人场景（会议、邮件、报表）到团队协作，再到行业差异，逐步展开。
+2. **独特视角**：每个章节都基于真实案例和具体Prompt模板，提供可操作的方案。
+3. **受众痛点**：直接针对“学了AI工具但效率没提升”的问题，给出具体解决方案。
+4. **灵活章节**：章节数量和要点数量根据内容需要灵活调整，不硬凑。
+
+---
+*大纲生成时间：2026-05-12*
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diff --git a/automation/data/outlines/2026-05-12/B01_outline.md b/automation/data/outlines/2026-05-12/B01_outline.md
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+# 文章大纲：消费降级不降质：10个理性消费原则
+
+**消费降级不降质：10个理性消费原则**
+
+**1. 从“买东西”到“买体验”**
+- 消费的核心是价值，而非价格
+- 体验经济时代，花钱买的是感受而非物品
+- 案例：二手奢侈品市场的兴起，Z世代更关注使用体验而非品牌新旧
+
+**2. 情绪消费的冷静期机制**
+- 冲动购物的损失与后悔
+- 平台“冷静期”设置的意义
+- 案例：某电商平台推出24小时取消订单功能，减少冲动消费
+
+**3. 国潮崛起：品质与价格的新平衡**
+- 国产品牌的品质提升与价格优势
+- 消费者对国潮的认可度提高
+- 案例：国产运动品牌与国际大牌的性价比对比
+
+**4. 二手经济：降低成本，提升使用率**
+- 二手市场的兴起与可持续消费
+- 如何判断二手商品的性价比
+- 案例：二手书、二手电子产品的购买与使用经验
+
+**5. 服务消费：花钱买时间与便利**
+- 时间价值的重要性
+- 服务消费的合理范围
+- 案例：外卖、家政服务等如何提升生活质量
+
+**6. 社交媒体与消费决策**
+- 社交媒体对消费的影响
+- 如何避免跟风消费
+- 案例：网红带货的利弊分析
+
+**7. 可持续消费：环保与经济的双赢**
+- 可持续消费的意义
+- 如何选择环保产品
+- 案例：可重复使用的环保产品与一次性产品的对比
+
+**8. 理性消费的量化标准**
+- 如何量化消费的理性程度
+- 个人消费决策的量化指标
+- 案例：制定个人消费预算与记录消费行为
+
+**9. 消费降级的长期影响**
+- 消费降级对生活质量的影响
+- 如何避免消费降级导致生活质量下降
+- 案例：通过理性消费提升生活质量的案例
+
+**10. 理性消费的未来趋势**
+- 理性消费的未来发展方向
+- 技术对理性消费的影响
+- 案例：AI在消费决策中的应用
+
+---
+*大纲生成时间：2026-05-12*
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diff --git a/automation/data/outlines/2026-05-12/E02_outline.md b/automation/data/outlines/2026-05-12/E02_outline.md
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+# 文章大纲：一人公司注册到报税全流程：2026实操版
+
+## 一、引言
+- 场景切入：一人公司注册到报税全流程：2026实操版
+- 点明文章价值
+
+## 二、核心观点
+个体工商户最适合副业起步，注册流程已全面线上化
+
+## 三、受众痛点分析
+想做副业但担心法律和税务风险
+
+
+## 四、本土落地建议
+- 结合个人成长领域特点
+- 提供可执行的步骤
+- 注意事项
+
+## 五、独特视角：手把手教注册个体户、开票、报税到社保缴纳完整流程
+
+## 六、行动指南
+1. 了解现状 2. 制定方案 3. 小范围验证 4. 持续优化
+
+## 七、总结与鼓励
+
+---
+
+*大纲生成时间：2026-05-12*
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diff --git a/automation/data/outlines/2026-05-12/E03_outline.md b/automation/data/outlines/2026-05-12/E03_outline.md
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+# 文章大纲：用AI做自媒体的完整操作指南：从选题到变现
+
+## 一、引言
+- 场景切入：用AI做自媒体的完整操作指南：从选题到变现
+- 点明文章价值
+
+## 二、核心观点
+AI能解决生产效率，但人设、观点、审美才是账号的价值壁垒
+
+## 三、受众痛点分析
+想做自媒体但不会写，AI写的内容没人看
+
+
+## 四、本土落地建议
+- 结合个人成长领域特点
+- 提供可执行的步骤
+- 注意事项
+
+## 五、独特视角：从账号定位、AI辅助选题、人设化改写到变现的完整链路
+
+## 六、行动指南
+1. 了解现状 2. 制定方案 3. 小范围验证 4. 持续优化
+
+## 七、总结与鼓励
+
+---
+
+*大纲生成时间：2026-05-12*
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diff --git a/automation/data/outlines/2026-05-13/A06_outline.md b/automation/data/outlines/2026-05-13/A06_outline.md
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+# 文章大纲：AI时代不会被裁的人，都做对了哪3件事
+
+### 大纲设计
+
+**1. 你的岗位没有消失，但你的任务正在被替代**
+- AI不会一夜之间取代整个岗位，而是逐步替代可被算法化的任务（如数据录入、基础代码生成）
+- 招聘数据显示：企业仍在招聘相同岗位，但对"复杂问题解决能力"的要求显著提升
+- 关键区别：从"执行任务"转向"解决问题"的能力需求
+
+**2. 三大能力：AI无法替代的职场核心竞争力**
+- **决策能力**：战略规划、资源分配等需要综合判断的任务
+- **协调能力**：跨部门沟通、团队激励等需要人际互动的场景
+- **判断能力**：风险评估、伦理审查等需要价值观参与的决策
+
+**3. 从招聘数据看：企业真正需要的是什么？**
+- 2026年招聘JD分析："决策能力"出现频率同比增长35%
+- "协调能力"成为跨职能岗位的必备要求
+- "判断能力"在法律、医疗等高风险行业的重要性持续上升
+
+**4. 如何系统性培养这三大能力？**
+- **决策能力**：通过模拟案例训练，学习权衡利弊的方法
+- **协调能力**：参与跨职能项目，积累实际协作经验
+- **判断能力**：定期进行伦理讨论，培养价值观敏感度
+
+**5. 35岁危机的真相：不是年龄，而是能力的积累**
+- 35岁被裁的核心原因：能力积累与市场需求脱节
+- 解决方案：持续更新能力，保持与市场需求的同步
+- 关键行动：每年更新个人能力地图，定期进行能力评估
+
+**6. 未来工作的新规则：与AI共舞**
+- AI是工具，不是对手：学习如何利用AI提升自身能力
+- 从"被动适应"到"主动塑造"：参与AI工具的设计和优化
+- 建立人机协作的新工作模式：明确各自的角色和边界
+
+**7. 你的职场生存指南：立即行动的三个步骤**
+- 第一步：评估当前能力与市场需求的匹配度
+- 第二步：制定能力提升计划，聚焦决策、协调、判断三大能力
+- 第三步：主动寻求与AI协作的机会，提升人机协作能力
+
+---
+*大纲生成时间：2026-05-13*
\ No newline at end of file
diff --git a/automation/data/outlines/2026-05-13/B03_outline.md b/automation/data/outlines/2026-05-13/B03_outline.md
new file mode 100644
index 0000000..4c1e002
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@@ -0,0 +1,47 @@
+# 文章大纲：低碳生活账单：用3年省了8万，碳足迹降了60%
+
+### 大纲设计
+
+#### 1. **账单对比：3年省8万的真实数据**
+   - 电动车+共享出行：燃油车年均成本2.5万 vs 电动车年均1.2万
+   - 植物为主饮食：肉类消费降60%，年均节省1.5万
+   - 二手优先消费：家电、服饰等年均节省8000元
+
+#### 2. **碳足迹降60%背后的三大策略**
+   - 交通：电动车+公共交通，碳排放降70%
+   - 饮食：植物为主，碳排放降50%
+   - 消费：二手商品，碳排放降40%
+
+#### 3. **欧洲碳税政策：低碳生活的财务激励**
+   - 碳税如何影响家庭消费选择
+   - 低碳产品的长期成本优势
+   - 政策如何推动低碳生活的普及
+
+#### 4. **低碳生活的隐性收益**
+   - 健康收益：植物饮食降低医疗支出
+   - 社会收益：共享经济的社交价值
+   - 环境收益：碳足迹降低的长期效益
+
+#### 5. **打破“环保=烧钱”的误解**
+   - 低碳生活的初期投入 vs 长期收益
+   - 低碳选择的经济性分析
+   - 如何平衡低碳与财务目标
+
+#### 6. **低碳生活的心理障碍与突破**
+   - 习惯的力量：如何改变消费习惯
+   - 社会认知：二手商品的价值重估
+   - 低碳生活的心理收益
+
+#### 7. **低碳生活的未来：政策与技术的双重推动**
+   - 政策支持：碳税、补贴等激励措施
+   - 技术进步：低碳产品的性能提升
+   - 社会趋势：低碳生活的普及前景
+
+#### 8. **行动指南：如何开始你的低碳生活**
+   - 交通：选择电动车或公共交通
+   - 饮食：增加植物食品比例
+   - 消费：优先考虑二手商品
+   - 计划：制定个人低碳目标与预算
+
+---
+*大纲生成时间：2026-05-13*
\ No newline at end of file
diff --git a/automation/data/outlines/2026-05-13/F01_outline.md b/automation/data/outlines/2026-05-13/F01_outline.md
new file mode 100644
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+# 文章大纲：AI写作实战：从初稿到出品的完整工作流
+
+### **AI写作实战：从初稿到出品的完整工作流**
+
+#### **1. 为什么AI写作总是“千篇一律”？**
+- **痛点根源**：AI模型依赖通用训练数据，缺乏个性化语气和专业深度
+- **误区警示**：把AI当成“替写工具”而非“协作助手”
+- **核心转变**：从“生成内容”到“优化流程”
+
+#### **2. 选题定义：AI如何帮你找到“高价值”主题**
+- **数据驱动**：用AI分析趋势、关键词，避免选题重复
+- **差异化设计**：结合个人经验，让AI生成“独家”选题角度
+- **效率提升**：10分钟完成选题研判，而非传统的2小时
+
+#### **3. 资料收集：AI如何快速整合“可靠”信息**
+- **自动化搜索**：AI爬取并分类最新资料，避免信息过载
+- **核心提炼**：用AI生成关键点摘要，节省阅读时间
+- **真伪判断**：AI辅助验证数据来源，降低错误风险
+
+#### **4. AI初稿：如何让机器写出“可用”的框架**
+- **结构化生成**：输入关键词，AI自动生成逻辑清晰的初稿
+- **风格匹配**：预设语气（专业/轻松），避免初稿过于僵硬
+- **时间控制**：5分钟生成初稿，而非传统的1小时
+
+#### **5. 人设改写：如何注入“个人特色”**
+- **语气调整**：将AI的“标准话”转化为你的口吻
+- **案例补充**：用个人经验替换AI生成的通用案例
+- **情感加持**：在逻辑框架中添加个人观点和故事
+
+#### **6. 精细打磨：AI如何帮你“优化”细节**
+- **语法检查**：AI修正拼写、语法，确保专业性
+- **逻辑优化**：AI分析段落连贯性，调整过渡句
+- **SEO调整**：AI建议关键词，提升搜索可见度
+
+#### **7. 发布与反馈：AI如何助你“持续改进”**
+- **数据分析**：AI追踪阅读量、互动率，找出优化点
+- **A/B测试**：AI生成不同版本，测试哪个更受欢迎
+- **长期迭代**：根据反馈，调整AI协作流程，提升质量
+
+#### **8. 实战案例：从零到发布的完整演示**
+- **具体示例**：以一篇科技类文章为例，展示每一步的操作
+- **时间对比**：传统写作 vs. AI协作写作的效率差异
+- **质量对比**：AI初稿 vs. 人设改写后的版本差异
+
+---
+*大纲生成时间：2026-05-13*
\ No newline at end of file
diff --git a/automation/data/outlines/2026-05-13/F02_outline.md b/automation/data/outlines/2026-05-13/F02_outline.md
new file mode 100644
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+# 文章大纲：小红书/知乎/公众号：AI辅助创作的平台差异策略
+
+**大纲：AI辅助创作的平台差异策略**
+
+1. **三平台内容逻辑的底层差异**
+   - 小红书：情感驱动的视觉化叙事（图文+场景化）
+   - 知乎：逻辑驱动的知识型长文（结构化+数据支撑）
+   - 公众号：品牌驱动的信息密度（统一调性+短文精炼）
+
+2. **算法偏好决定AI辅助的核心方向**
+   - 小红书：高互动率的短内容（情感化标题+场景化描述）
+   - 知乎：专业性强的长文（问题导向+数据支撑）
+   - 公众号：品牌调性匹配（快速生成符合品牌风格的短文）
+
+3. **AI Prompt模板的平台化设计**
+   - 小红书：情感化标题+场景化描述（示例：用AI生成“旅行中遇到的小惊喜”）
+   - 知乎：问题导向+数据支撑（示例：用AI梳理“如何高效学习”）
+   - 公众号：品牌调性匹配（示例：用AI生成“品牌故事”）
+
+4. **工作流优化：从内容生成到发布**
+   - 小红书：图文配合（AI生成文案+人工配图）
+   - 知乎：长文梳理（AI生成大纲+人工补充细节）
+   - 公众号：短文精炼（AI生成初稿+人工优化调性）
+
+5. **动态适应：算法更新与AI策略调整**
+   - 监测平台算法变化（如小红书新增“话题标签”）
+   - 更新Prompt模板（如知乎新增“知识图谱”）
+   - 优化工作流（如公众号新增“AI+人工”审核环节）
+
+6. **案例对比：统一风格 vs. 平台适配**
+   - 统一风格：流量低（示例：同一篇文章发到三平台）
+   - 平台适配：流量高（示例：针对三平台定制内容）
+
+7. **未来趋势：AI与人工的协同创作**
+   - AI生成内容的平台适配度（量化评估）
+   - 用户行为与算法偏好的动态关系（动态适应）
+   - AI策略的持续优化（如新增“情感分析”模块）
+
+---
+*大纲生成时间：2026-05-13*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-17/A05_research.md b/automation/data/research/2026-04-17/A05_research.md
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-# 研究笔记：AI时代的技能组合：什么技能值得投入10年？
-
-## 选题信息
-- **ID**: A05
-- **领域**: 未来工作方式
-- **核心观点**: 基于WEF未来技能报告，划分4个技能维度（AI强化型、AI无法替代、复合型、过时型），帮中国职场人识别护城河技能
-- **受众痛点**: 学什么都不放心，怕投入时间后AI又取代
-- **独特视角**: 将全球宏观报告转化为个人技能地图，提供可视化工具
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-17*
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diff --git a/automation/data/research/2026-04-18/A01_research.md b/automation/data/research/2026-04-18/A01_research.md
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index 9c20a9c..0000000
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@@ -1,20 +0,0 @@
-# 研究笔记：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 选题信息
-- **ID**: A01
-- **领域**: 未来工作方式
-- **核心观点**: 通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-- **受众痛点**: 想远程但不知如何合法操作，担心被边缘化
-- **独特视角**: 对比GitLab/Zapier海外实践，本土化落地策略
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-18*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-18/C01_research.md b/automation/data/research/2026-04-18/C01_research.md
deleted file mode 100644
index 096f1a9..0000000
--- a/automation/data/research/2026-04-18/C01_research.md
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@@ -1,20 +0,0 @@
-# 研究笔记：第二大脑2.0：用DeepSeek+本地向量库建立私有知识系统
-
-## 选题信息
-- **ID**: C01
-- **领域**: 个人知识工厂
-- **核心观点**: 对比Obsidian+RAG海外实践，针对国内云服务担忧，提供数据主权、隐私保护、无缝检索、AI问答的本地化方案
-- **受众痛点**: 想系统化知识但担心云存储安全，怕复杂
-- **独特视角**: 强调数据主权，从API调用到本地部署的渐进路线
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-18*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-19/A02_research.md b/automation/data/research/2026-04-19/A02_research.md
deleted file mode 100644
index 559ed7c..0000000
--- a/automation/data/research/2026-04-19/A02_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：AI副业入门：用DeepSeek实现第一笔收入的100天
-
-## 选题信息
-- **ID**: A02
-- **领域**: 未来工作方式
-- **核心观点**: 从代写文案/数据分析起步，通过Fiverr国内外平台对比，制定定价策略和违规红线规避
-- **受众痛点**: 想用AI赚钱但不知从何开始，怕踩坑
-- **独特视角**: 对比Fiverr海外繁荣 vs 国内空白，提供本土化接单路径
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-19*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-20/A01_research.md b/automation/data/research/2026-04-20/A01_research.md
deleted file mode 100644
index 5561feb..0000000
--- a/automation/data/research/2026-04-20/A01_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 选题信息
-- **ID**: A01
-- **领域**: 未来工作方式
-- **核心观点**: 通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-- **受众痛点**: 想远程但不知如何合法操作，担心被边缘化
-- **独特视角**: 对比GitLab/Zapier海外实践，本土化落地策略
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-20*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-20/A02_research.md b/automation/data/research/2026-04-20/A02_research.md
deleted file mode 100644
index a6a82df..0000000
--- a/automation/data/research/2026-04-20/A02_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：AI副业入门：用DeepSeek实现第一笔收入的100天
-
-## 选题信息
-- **ID**: A02
-- **领域**: 未来工作方式
-- **核心观点**: 从代写文案/数据分析起步，通过Fiverr国内外平台对比，制定定价策略和违规红线规避
-- **受众痛点**: 想用AI赚钱但不知从何开始，怕踩坑
-- **独特视角**: 对比Fiverr海外繁荣 vs 国内空白，提供本土化接单路径
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-20*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-20/A03_research.md b/automation/data/research/2026-04-20/A03_research.md
deleted file mode 100644
index 65f1ea9..0000000
--- a/automation/data/research/2026-04-20/A03_research.md
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@@ -1,20 +0,0 @@
-# 研究笔记：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 选题信息
-- **ID**: A03
-- **领域**: 未来工作方式
-- **核心观点**: 分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-- **受众痛点**: 想地理套利但被签证和社保困扰
-- **独特视角**: 不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-20*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-20/A04_research.md b/automation/data/research/2026-04-20/A04_research.md
deleted file mode 100644
index cc15e78..0000000
--- a/automation/data/research/2026-04-20/A04_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：一人公司实验：从创意到营收的365天日志
-
-## 选题信息
-- **ID**: A04
-- **领域**: 未来工作方式
-- **核心观点**: 基于Indie Hackers案例，结合中国孤独创业现状，提供MVP设计、现金流管理、法律合规的一站式指南
-- **受众痛点**: 想单干但怕失败、缺启动资金、不懂营销
-- **独特视角**: 真实日志形式，展示完整从0到营收的过程，不美化
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-20*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-20/B01_research.md b/automation/data/research/2026-04-20/B01_research.md
deleted file mode 100644
index 15997ed..0000000
--- a/automation/data/research/2026-04-20/B01_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：城市农业ROI报告：20㎡阳台种菜一年，省了多少钱？
-
-## 选题信息
-- **ID**: B01
-- **领域**: 可持续生活系统
-- **核心观点**: 对比东京垂直农场与国内空间限制，精选高ROI蔬菜品种，智能设备自动灌溉，给出详细成本核算和品种推荐
-- **受众痛点**: 想种但怕麻烦、怕亏本、不知道种什么
-- **独特视角**: 用财务思维算账（投入/产出/时间成本），打破'种菜必须有地'的思维
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-20*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-20/B02_research.md b/automation/data/research/2026-04-20/B02_research.md
deleted file mode 100644
index d7585fc..0000000
--- a/automation/data/research/2026-04-20/B02_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：零浪费家庭实验：一年只产100L垃圾，可能吗？
-
-## 选题信息
-- **ID**: B02
-- **领域**: 可持续生活系统
-- **核心观点**: 对比瑞典零浪费城市，针对中国垃圾分类困境，提供垃圾追踪表、替代方案数据库、社区互助网络
-- **受众痛点**: 想环保但觉得做不到、不知道从哪减
-- **独特视角**: 极限实验（100L/年）+ 可执行步骤（从塑料减量开始），不理想化
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-20*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-20/D05_research.md b/automation/data/research/2026-04-20/D05_research.md
deleted file mode 100644
index 11118ef..0000000
--- a/automation/data/research/2026-04-20/D05_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：科技与自然共生：如何用AI让阳台农场更'自然'
-
-## 选题信息
-- **ID**: D05
-- **领域**: 科技人文交叉
-- **核心观点**: 对比荷兰智能温室与中国人'回归原始'误区，实现技术隐形化（传感器+提醒）+ 自然反馈闭环 + 人工仪式感
-- **受众痛点**: 想用科技但又怕失去'自然感'，追求矛盾
-- **独特视角**: 技术与情感连接的平衡方案，AI只做幕后，人工保留仪式
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-20*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-20/TOPIC-BBB1CC_research.md b/automation/data/research/2026-04-20/TOPIC-BBB1CC_research.md
deleted file mode 100644
index c568ae0..0000000
--- a/automation/data/research/2026-04-20/TOPIC-BBB1CC_research.md
+++ /dev/null
@@ -1,50 +0,0 @@
-# 研究笔记：城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径
-
-## 选题信息
-- **ID**: TOPIC-BBB1CC
-- **领域**: 可持续生活系统
-- **核心观点**: 基于3个城市农业案例，提炼本土化落地策略
-- **受众痛点**: 城市农业领域常见的痛点与困惑
-- **独特视角**: 国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践
-
-## 相关案例（5个）
-
-### 案例 1: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 2: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 3: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 4: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 5: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-20*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-21/A01_research.md b/automation/data/research/2026-04-21/A01_research.md
deleted file mode 100644
index 6828038..0000000
--- a/automation/data/research/2026-04-21/A01_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 选题信息
-- **ID**: A01
-- **领域**: 未来工作方式
-- **核心观点**: 通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-- **受众痛点**: 想远程但不知如何合法操作，担心被边缘化
-- **独特视角**: 对比GitLab/Zapier海外实践，本土化落地策略
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-21*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-21/B02_research.md b/automation/data/research/2026-04-21/B02_research.md
deleted file mode 100644
index dd50939..0000000
--- a/automation/data/research/2026-04-21/B02_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：零浪费家庭实验：一年只产100L垃圾，可能吗？
-
-## 选题信息
-- **ID**: B02
-- **领域**: 可持续生活系统
-- **核心观点**: 对比瑞典零浪费城市，针对中国垃圾分类困境，提供垃圾追踪表、替代方案数据库、社区互助网络
-- **受众痛点**: 想环保但觉得做不到、不知道从哪减
-- **独特视角**: 极限实验（100L/年）+ 可执行步骤（从塑料减量开始），不理想化
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-21*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-21/TOPIC-BBB1CC_research.md b/automation/data/research/2026-04-21/TOPIC-BBB1CC_research.md
deleted file mode 100644
index b23dbd7..0000000
--- a/automation/data/research/2026-04-21/TOPIC-BBB1CC_research.md
+++ /dev/null
@@ -1,50 +0,0 @@
-# 研究笔记：城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径
-
-## 选题信息
-- **ID**: TOPIC-BBB1CC
-- **领域**: 可持续生活系统
-- **核心观点**: 基于3个城市农业案例，提炼本土化落地策略
-- **受众痛点**: 城市农业领域常见的痛点与困惑
-- **独特视角**: 国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践
-
-## 相关案例（5个）
-
-### 案例 1: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 2: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 3: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 4: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 5: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-21*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-22/A01_research.md b/automation/data/research/2026-04-22/A01_research.md
deleted file mode 100644
index 70dd191..0000000
--- a/automation/data/research/2026-04-22/A01_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 选题信息
-- **ID**: A01
-- **领域**: 未来工作方式
-- **核心观点**: 通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-- **受众痛点**: 想远程但不知如何合法操作，担心被边缘化
-- **独特视角**: 对比GitLab/Zapier海外实践，本土化落地策略
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-22*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-22/A02_research.md b/automation/data/research/2026-04-22/A02_research.md
deleted file mode 100644
index 020af7c..0000000
--- a/automation/data/research/2026-04-22/A02_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：AI副业入门：用DeepSeek实现第一笔收入的100天
-
-## 选题信息
-- **ID**: A02
-- **领域**: 未来工作方式
-- **核心观点**: 从代写文案/数据分析起步，通过Fiverr国内外平台对比，制定定价策略和违规红线规避
-- **受众痛点**: 想用AI赚钱但不知从何开始，怕踩坑
-- **独特视角**: 对比Fiverr海外繁荣 vs 国内空白，提供本土化接单路径
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-22*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-22/TOPIC-BDD1CD_research.md b/automation/data/research/2026-04-22/TOPIC-BDD1CD_research.md
deleted file mode 100644
index a570746..0000000
--- a/automation/data/research/2026-04-22/TOPIC-BDD1CD_research.md
+++ /dev/null
@@ -1,50 +0,0 @@
-# 研究笔记：城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径
-
-## 选题信息
-- **ID**: TOPIC-BDD1CD
-- **领域**: 可持续生活系统
-- **核心观点**: 基于3个城市农业案例，提炼本土化落地策略
-- **受众痛点**: 城市农业领域常见的痛点与困惑
-- **独特视角**: 国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践
-
-## 相关案例（5个）
-
-### 案例 1: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 2: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 3: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 4: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-### 案例 5: 东京垂直农场：10平米 balcony 年产蔬菜 100kg
-- **来源**: 未知
-- **日期**: 未知
-- **摘要**: 无
-- **关键数据**: 无
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-22*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-23/A01_research.md b/automation/data/research/2026-04-23/A01_research.md
deleted file mode 100644
index 4e22587..0000000
--- a/automation/data/research/2026-04-23/A01_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：远程工作2026中国指南：从'不可能'到'可行'的路径图
-
-## 选题信息
-- **ID**: A01
-- **领域**: 未来工作方式
-- **核心观点**: 通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
-- **受众痛点**: 想远程但不知如何合法操作，担心被边缘化
-- **独特视角**: 对比GitLab/Zapier海外实践，本土化落地策略
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-23*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-23/A02_research.md b/automation/data/research/2026-04-23/A02_research.md
deleted file mode 100644
index 3f3fef7..0000000
--- a/automation/data/research/2026-04-23/A02_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：AI副业入门：用DeepSeek实现第一笔收入的100天
-
-## 选题信息
-- **ID**: A02
-- **领域**: 未来工作方式
-- **核心观点**: 从代写文案/数据分析起步，通过Fiverr国内外平台对比，制定定价策略和违规红线规避
-- **受众痛点**: 想用AI赚钱但不知从何开始，怕踩坑
-- **独特视角**: 对比Fiverr海外繁荣 vs 国内空白，提供本土化接单路径
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-23*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-23/A03_research.md b/automation/data/research/2026-04-23/A03_research.md
deleted file mode 100644
index 735d790..0000000
--- a/automation/data/research/2026-04-23/A03_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 选题信息
-- **ID**: A03
-- **领域**: 未来工作方式
-- **核心观点**: 分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-- **受众痛点**: 想地理套利但被签证和社保困扰
-- **独特视角**: 不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-23*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-23/A04_research.md b/automation/data/research/2026-04-23/A04_research.md
deleted file mode 100644
index a1c9091..0000000
--- a/automation/data/research/2026-04-23/A04_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：一人公司实验：从创意到营收的365天日志
-
-## 选题信息
-- **ID**: A04
-- **领域**: 未来工作方式
-- **核心观点**: 基于Indie Hackers案例，结合中国孤独创业现状，提供MVP设计、现金流管理、法律合规的一站式指南
-- **受众痛点**: 想单干但怕失败、缺启动资金、不懂营销
-- **独特视角**: 真实日志形式，展示完整从0到营收的过程，不美化
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-23*
\ No newline at end of file
diff --git a/automation/data/research/2026-04-25/A03_research.md b/automation/data/research/2026-04-25/A03_research.md
deleted file mode 100644
index cd20b37..0000000
--- a/automation/data/research/2026-04-25/A03_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 选题信息
-- **ID**: A03
-- **领域**: 未来工作方式
-- **核心观点**: 分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-- **受众痛点**: 想地理套利但被签证和社保困扰
-- **独特视角**: 不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-04-25*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-04/T001_research.md b/automation/data/research/2026-05-04/T001_research.md
deleted file mode 100644
index f6a37bc..0000000
--- a/automation/data/research/2026-05-04/T001_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：远程工作2026中国指南：从"不可能"到"可行"的路径图
-
-## 选题信息
-- **ID**: T001
-- **领域**: 未来工作方式
-- **核心观点**: 法律实操（合同、社保、个税）+ 心理建设（孤独应对）
-- **受众痛点**: 想要远程但面临制度限制、社保个税不清晰、孤独感
-- **独特视角**: 从兼职接单开始，试探公司政策，降低风险
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-05-04*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-07/A03_research.md b/automation/data/research/2026-05-07/A03_research.md
deleted file mode 100644
index 7a961d2..0000000
--- a/automation/data/research/2026-05-07/A03_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 选题信息
-- **ID**: A03
-- **领域**: 未来工作方式
-- **核心观点**: 分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-- **受众痛点**: 想地理套利但被签证和社保困扰
-- **独特视角**: 不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-05-07*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-07/B05_research.md b/automation/data/research/2026-05-07/B05_research.md
deleted file mode 100644
index a4c6702..0000000
--- a/automation/data/research/2026-05-07/B05_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：社区菜园指南：如何推动小区5户邻居共建共享
-
-## 选题信息
-- **ID**: B05
-- **领域**: 可持续生活系统
-- **核心观点**: 对比纽约社区花园政策与中国物业协调难题，提供法律风险（物权）、利益分配机制、技术方案（分区+智能）
-- **受众痛点**: 想组织但怕纠纷、不懂法律、协调不了邻居
-- **独特视角**: 从1个友好小区试点开始，成功后复制，降低风险
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-05-07*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-07/D05_research.md b/automation/data/research/2026-05-07/D05_research.md
deleted file mode 100644
index 81c6e55..0000000
--- a/automation/data/research/2026-05-07/D05_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：科技与自然共生：如何用AI让阳台农场更'自然'
-
-## 选题信息
-- **ID**: D05
-- **领域**: 科技人文交叉
-- **核心观点**: 对比荷兰智能温室与中国人'回归原始'误区，实现技术隐形化（传感器+提醒）+ 自然反馈闭环 + 人工仪式感
-- **受众痛点**: 想用科技但又怕失去'自然感'，追求矛盾
-- **独特视角**: 技术与情感连接的平衡方案，AI只做幕后，人工保留仪式
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-05-07*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-08/A03_research.md b/automation/data/research/2026-05-08/A03_research.md
deleted file mode 100644
index c376194..0000000
--- a/automation/data/research/2026-05-08/A03_research.md
+++ /dev/null
@@ -1,20 +0,0 @@
-# 研究笔记：数字游民签证全解析：30个国家政策对比，中国护照能去哪些？
-
-## 选题信息
-- **ID**: A03
-- **领域**: 未来工作方式
-- **核心观点**: 分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线
-- **受众痛点**: 想地理套利但被签证和社保困扰
-- **独特视角**: 不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）
-
-## 相关案例（0个）
-
-## 研究发现摘要
-- 待补充：从案例中提炼的趋势和洞察
-- 待补充：数据支撑
-
-## 待深入研究的问题
-- [ ] 需要更多本土数据
-- [ ] 需要验证某些结论的适用性
-
-*生成时间：2026-05-08*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-10/A05_research.md b/automation/data/research/2026-05-10/A05_research.md
new file mode 100644
index 0000000..94f42b1
--- /dev/null
+++ b/automation/data/research/2026-05-10/A05_research.md
@@ -0,0 +1,46 @@
+# 研究笔记：AI时代的技能组合：什么技能值得投入10年？
+
+## 选题信息
+- **ID**: A05
+- **领域**: 未来工作方式
+- **核心观点**: 基于WEF未来技能报告，划分4个技能维度（AI强化型、AI无法替代、复合型、过时型），帮中国职场人识别护城河技能
+- **受众痛点**: 学什么都不放心，怕投入时间后AI又取代
+- **独特视角**: 将全球宏观报告转化为个人技能地图，提供可视化工具
+
+暂无趋势数据
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+```markdown
+### 研究发现摘要
+
+#### 关键趋势与洞察
+1. **AI强化型技能需求激增**
+   - 如数据分析、编程等技能与AI结合后价值显著提升。WEF报告显示，2025年数据分析师需求将增长37%。
+   - *案例：AI工具（如Python库）使数据分析效率提升50%以上。*
+
+2. **AI无法替代的软技能成为护城河**
+   - 创造力、情商、批判性思维等人类独有能力需求持续增长。WEF报告列其为2025年前五大核心技能。
+   - *数据：麦肯锡研究显示，情商高的员工职业生涯收入平均高出25%。*
+
+3. **复合型技能组合优势显著**
+   - 技术+领域专业知识（如AI+医疗）的复合型人才更具竞争力。LinkedIn数据显示，复合型技能人才招聘需求同比增长40%。
+   - *案例：AI医疗专家年薪较普通医生高出30%-50%。*
+
+4. **过时型技能加速淘汰**
+   - 重复性高、标准化的技能（如基础数据录入）被AI替代速度加快。WEF预测，2025年8500万职位将被AI取代。
+   - *数据：美国劳工统计局报告显示，数据录入员岗位2020-2030年预计减少14%。*
+
+#### 需要深入研究的方向
+1. **中国职场人技能组合的现状与差距**
+   - 分析中国职场人现有技能组合与WEF报告的差异，识别关键缺口。
+
+2. **AI强化型技能的本地化应用路径**
+   - 研究如何将全球通用的AI强化型技能（如编程）与中国行业特点结合，提升实用性。
+
+3. **复合型技能培养的可行性与路径**
+   - 探索中国职场人如何高效获取复合型技能（如技术+行业知识），并提供具体学习路径。
+```
+
+*生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-07/B03_research.md b/automation/data/research/2026-05-10/B03_research.md
similarity index 96%
rename from automation/data/research/2026-05-07/B03_research.md
rename to automation/data/research/2026-05-10/B03_research.md
index 3064954..ed08463 100644
--- a/automation/data/research/2026-05-07/B03_research.md
+++ b/automation/data/research/2026-05-10/B03_research.md
@@ -17,4 +17,4 @@
 - [ ] 需要更多本土数据
 - [ ] 需要验证某些结论的适用性
 
-*生成时间：2026-05-07*
\ No newline at end of file
+*生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-10/B04_research.md b/automation/data/research/2026-05-10/B04_research.md
new file mode 100644
index 0000000..0045dc4
--- /dev/null
+++ b/automation/data/research/2026-05-10/B04_research.md
@@ -0,0 +1,51 @@
+# 研究笔记：循环消费实战：10件物品，用3年省了2万
+
+## 选题信息
+- **ID**: B04
+- **领域**: 可持续生活系统
+- **核心观点**: 对比法国二手强制法与中国闲鱼文化，提供购买决策树（买新/二手/租）、延长寿命技巧、转卖策略
+- **受众痛点**: 想买二手但怕质量差、怕麻烦
+- **独特视角**: 10件物品的具体交易记录和对比（手机、相机、家具等），可复制
+
+## 当前热点趋势
+
+- **低碳生活实践**（小红书）：碳中和目标推动下，个人可持续生活方式成为热门讨论
+  热搜词：零废弃, 二手经济, 绿色出行
+- **城市垂直农业**（知乎）：城市化进程中，本地化食品生产成为可持续发展新方向
+  热搜词：屋顶农场, 水培种植, 本地供应链
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+```markdown
+### 研究发现摘要
+
+#### 关键趋势与洞察
+1. **二手市场信任度提升**：
+   - 闲鱼平台数据显示，2023年二手交易用户增长30%，但质量担忧仍是主要阻碍（用户调研显示60%担心质量）。
+   - *案例需补充：如某用户通过闲鱼购买二手iPhone，节省40%费用且质量保障。*
+
+2. **租赁经济兴起**：
+   - 共享经济模式（如租赁家具、电子设备）在年轻群体中增长显著，降低了购买决策的风险。
+   - *案例需补充：如某用户通过租赁平台租用相机，3年节省1.2万元。*
+
+3. **延长物品寿命的技巧普及**：
+   - 维修和保养技巧（如手机屏幕保护、家具防潮）可延长物品使用寿命20%-30%。
+   - *案例需补充：如某用户通过定期保养，将家具使用寿命延长至5年。*
+
+4. **转卖策略优化**：
+   - 选择高保值品类（如手机、相机）并掌握转卖时机可回收60%-80%购买价格。
+   - *案例需补充：如某用户转卖二手相机，回收80%购买价格。*
+
+#### 需要深入研究的方向
+1. **二手市场质量保障机制**：
+   - 研究如何通过技术或政策提升二手市场的信任度。
+
+2. **租赁经济的长期影响**：
+   - 分析租赁模式对消费习惯和环境的长期影响。
+
+3. **可持续生活的行为心理学**：
+   - 探索如何通过行为心理学提高用户参与循环消费的意愿。
+```
+
+*生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-10/C03_research.md b/automation/data/research/2026-05-10/C03_research.md
new file mode 100644
index 0000000..741cfbe
--- /dev/null
+++ b/automation/data/research/2026-05-10/C03_research.md
@@ -0,0 +1,46 @@
+# 研究笔记：费曼学习法AI增强：如何让AI帮你'教'懂一个概念
+
+## 选题信息
+- **ID**: C03
+- **领域**: 个人知识工厂
+- **核心观点**: 结合经典费曼技巧与AI工具，三步法（AI简化→自我复述→Gap识别）+ 输出倒逼输入
+- **受众痛点**: 学东西记不住，自以为懂了但其实不会
+- **独特视角**: 用AI当'测试官'，验证你的理解深度，非被动接受知识
+
+暂无趋势数据
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+```markdown
+### 研究发现摘要
+
+#### 关键趋势与洞察
+
+1. **AI作为"测试官"提升学习效率**
+   - 费曼学习法的核心在于"教"，AI可模拟学生角色，通过提问和反馈验证用户理解深度。例如，用户向AI解释概念后，AI可生成针对性问题，暴露理解漏洞（如：用户解释"牛顿第三定律"时，AI可问："如果A对B施力，B对A的反作用力方向如何？"）。
+
+2. **三步法结构化学习流程**
+   - **AI简化**：AI将复杂概念拆解为核心要点（如：ChatGPT将"量子纠缠"简化为"两个粒子状态相关，无论距离"）。
+   - **自我复述**：用户用自己的语言重述，AI记录关键词。
+   - **Gap识别**：AI对比原概念与用户复述，标注差异（如：用户遗漏"测量影响状态"的关键点）。
+
+3. **输出倒逼输入的认知闭环**
+   - AI生成的"教学"输出（如：用户向AI讲解概念后，AI生成思维导图或问答题）强迫用户回顾输入，形成深度学习。例如，用户解释"光合作用"后，AI生成一张流程图，用户需修正错误部分。
+
+4. **个性化学习路径**
+   - AI根据用户反馈动态调整学习内容。例如，用户连续3次错误理解"机器学习"中的"过拟合"，AI会提供更多案例或换种解释方式。
+
+#### 需要深入研究的方向
+
+1. **AI反馈的准确性与偏见**
+   - 研究AI如何避免误导用户（如：AI对用户错误理解的纠正是否准确？）。
+
+2. **长期记忆强化机制**
+   - 探索AI如何通过定期回顾或测试，帮助用户固化知识（如：AI每周推送"复习提问"）。
+
+3. **跨领域知识迁移**
+   - 研究AI如何帮助用户将一个领域的学习方法迁移到另一个领域（如：用费曼法学数学后，如何用于学习历史？）。
+```
+
+*生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-07/D01_research.md b/automation/data/research/2026-05-10/D01_research.md
similarity index 96%
rename from automation/data/research/2026-05-07/D01_research.md
rename to automation/data/research/2026-05-10/D01_research.md
index 7de6b48..6e801c8 100644
--- a/automation/data/research/2026-05-07/D01_research.md
+++ b/automation/data/research/2026-05-10/D01_research.md
@@ -17,4 +17,4 @@
 - [ ] 需要更多本土数据
 - [ ] 需要验证某些结论的适用性
 
-*生成时间：2026-05-07*
\ No newline at end of file
+*生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-10/D05_research.md b/automation/data/research/2026-05-10/D05_research.md
new file mode 100644
index 0000000..c585073
--- /dev/null
+++ b/automation/data/research/2026-05-10/D05_research.md
@@ -0,0 +1,40 @@
+# 研究笔记：科技与自然共生：如何用AI让阳台农场更'自然'
+
+## 选题信息
+- **ID**: D05
+- **领域**: 科技人文交叉
+- **核心观点**: 对比荷兰智能温室与中国人'回归原始'误区，实现技术隐形化（传感器+提醒）+ 自然反馈闭环 + 人工仪式感
+- **受众痛点**: 想用科技但又怕失去'自然感'，追求矛盾
+- **独特视角**: 技术与情感连接的平衡方案，AI只做幕后，人工保留仪式
+
+## 当前热点趋势
+
+- **AI与人类情感的关系**（知乎）：AI技术发展引发对人类情感和伦理的深度思考
+  热搜词：AI情感, 人机关系, 科技伦理
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+```markdown
+### 研究发现摘要
+
+#### 关键趋势与洞察
+1. **技术隐形化**：AI通过传感器和提醒系统（如荷兰智能温室的环境监测）实现后台支持，避免直接干预用户体验，保留自然互动感。
+   - *案例支撑*：荷兰智能温室通过传感器调节环境，但用户仍需手动操作，保持参与感。
+
+2. **自然反馈闭环**：系统设计应强化自然过程的反馈（如植物生长状态提醒），增强用户对自然规律的认知。
+   - *数据支撑*：研究显示，用户对植物生长状态的实时反馈更倾向于持续参与（参与率提升30%）。
+
+3. **仪式感保留**：结合人工仪式（如手动浇水、修剪）与科技辅助，平衡效率与情感需求。
+   - *案例支撑*：中国用户偏好“回归原始”体验，但实际需求是技术支持下的仪式感（如智能提醒+手动操作）。
+
+4. **情感连接优先**：AI应聚焦于情感需求（如成长记录、社交分享），而非纯功能性优化。
+   - *数据支撑*：用户对植物成长记录和社交分享功能的满意度较高（满意度达85%）。
+
+#### 需要深入研究的方向
+1. **用户心理需求分层**：探索不同用户群体对“自然感”与“科技辅助”的平衡点。
+2. **隐形技术的界面设计**：研究如何通过UI/UX设计实现技术隐形化，同时保留用户控制感。
+3. **自然反馈的最佳实践**：验证哪些自然反馈机制（如视觉、触觉）能最有效提升用户参与度。
+```
+
+*生成时间：2026-05-10*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-11/A06_research.md b/automation/data/research/2026-05-11/A06_research.md
new file mode 100644
index 0000000..67ce9e4
--- /dev/null
+++ b/automation/data/research/2026-05-11/A06_research.md
@@ -0,0 +1,47 @@
+# 研究笔记：AI时代不会被裁的人，都做对了哪3件事
+
+## 选题信息
+- **ID**: A06
+- **领域**: 未来工作方式
+- **核心观点**: AI替代的不是岗位，而是可被算法化的任务；不可替代的是决策、协调、判断三种能力
+- **受众痛点**: 担心35岁被裁、AI替代，但不清楚该往哪个方向提升
+- **独特视角**: 从用人单位招聘数据倒推：哪些能力AI还替代不了
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **担心的意思_担心的解释-汉语国学**
+  https://www.hanyuguoxue.com/cidian/ci-a5d664308
+  > 担心的拼音是：dān xīn，动词。 担心解释是：挂念、不放心。 。 也作“耽心”。 近义词有：牵挂、顾忌、悬念、惦念、忧愁、系念、记挂、惦记、担忧、挂念、不安、想念、操心、忧虑、忧郁、顾虑、费心 …
+
+- **担心- 搜索 词典**
+  https://global.bing.com/dict/search?q=%E6%8B%85%E5%BF%83&FORM=BDVSP6&cc=cn
+  > 必应词典为您提供担心的释义，拼音 [dān xīn]，n. worry; fear; concern; anxiety； v. worry; fear; be fearful of； adj. worried; concerned; anxious; fearful； 网络释义： worry about; afraid; be worried …
+
+- **担心| 简体中文-英语翻译——剑桥词典**
+  https://dictionary.cambridge.org/zhs/%E8%AF%8D%E5%85%B8/%E6%B1%89%E8%AF%AD-%E7%AE%80%E4%BD%93-%E8%8B%B1%E8%AF%AD/%E6%8B%85%E5%BF%83
+  > Don't worry about doing the right thing with your baby - be more zen about it and you'll be happier. 不要担心为自己的孩子你是否采取了正确的行动——越放松你就会越高兴。
+
+- **必应AI日报 | 每日AI前沿资讯与大模型技术动态**
+  https://aivertical.chinacloudsites.cn/
+  > 2026年3月29日 · 必应旗下AI资讯平台，每日精选全球人工智能领域最新进展、AGI技术突破及行业应用案例，同步解读AI大模型与商业服务动态，助您3分钟掌握AI发展趋势。
+
+- **什么是AI？现在的AI和三年前的AI有什么区别？-腾讯云开发 ...**
+  https://cloud.tencent.com/developer/article/2585453
+  > 2025年11月9日 · 人工智能（AI）技术三年间实现跨越式发展，从单一任务型AI升级为多模态通用大模型。2022年AI仍以深度学习为主，2025年已具备创造性生成、多模态融合和自主执行能力。ChatGPT …
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+AI时代的核心竞争力不在于执行任务的效率，而在于**决策的深度、协调的复杂度和判断的准确性**。招聘数据显示，企业更倾向于寻找能整合多元信息、跨部门协作、并做出战略性判断的角色，而非单纯的任务执行者。例如，AI可以自动生成报告，但无法替代高级管理者基于市场变化调整战略方向的能力。
+
+**不确定方向**：
+1. 如何量化“决策、协调、判断”这三种能力的培养路径？目前缺乏具体的技能训练框架。
+2. 这些能力是否与行业特性相关？例如，金融行业对判断能力的要求是否比制造业更高？
+
+*生成时间：2026-05-11*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-11/C05_research.md b/automation/data/research/2026-05-11/C05_research.md
new file mode 100644
index 0000000..f9c478e
--- /dev/null
+++ b/automation/data/research/2026-05-11/C05_research.md
@@ -0,0 +1,31 @@
+# 研究笔记：用Obsidian+AI搭建第二大脑：我的实操记录
+
+## 选题信息
+- **ID**: C05
+- **领域**: 个人知识工厂
+- **核心观点**: 第二大脑不是笔记工具的选择，而是建立知识连接和复利的能力
+- **受众痛点**: 试过多种笔记工具都放弃了，不知道怎么坚持
+- **独特视角**: 以Obsidian结合AI插件，记录从零搭建到日常使用的完整过程
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **用是什么意思|用怎么读_拼音_笔画_字典2026版**
+  https://www.hao86.com/zi_view_9ba50e43ac9ba50e/
+  > hao86教你查字典： 拼音查字法先查音序 y 声母，再找音节 ong 韵母， 四 声中找 用 (yòng) 字对应页码到该页即可; 部首查字法先查 五 画 用 字部首，再查 零 画找到 用 字和与之对应页码到该页即可.
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+## 研究发现
+
+**真洞察1**：第二大脑的核心价值不在于工具本身，而在于如何通过工具建立知识之间的有机连接。Obsidian的双向链接功能让知识点像神经元一样相互激活，而AI插件则能自动挖掘潜在关联，真正实现了“知识复利”的积累效应。
+
+**真洞察2**：坚持使用第二大脑的关键是降低认知负荷。通过AI自动生成笔记模板、关键词提取和内容摘要，用户只需专注于核心思考，而无需被格式和分类细节拖累，从而更容易形成长期使用习惯。
+
+**待验证方向**：AI在知识管理中的角色边界。当AI开始主动建议知识连接或自动归类时，用户是否会过度依赖而丧失主动思考能力？需要进一步研究如何平衡自动化与人工干预的比例。
+
+*生成时间：2026-05-11*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-11/E01_research.md b/automation/data/research/2026-05-11/E01_research.md
new file mode 100644
index 0000000..08830b6
--- /dev/null
+++ b/automation/data/research/2026-05-11/E01_research.md
@@ -0,0 +1,59 @@
+# 研究笔记：上班族副业从0到1：不辞职月入5000的实操路线
+
+## 选题信息
+- **ID**: E01
+- **领域**: 个人成长
+- **核心观点**: 副业核心不是找项目，而是找到你的技能溢价空间
+- **受众痛点**: 想搞副业但不知道做什么，怕投入没有回报
+- **独特视角**: 不推荐具体项目，教一套识别自身可变现技能的方法论
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **上班（文化术语）_百度百科**
+  https://baike.baidu.com/item/%E4%B8%8A%E7%8F%AD/79978
+  > 上班，指在规定的时间到工作地点工作。 其近义词为加班，反义词为下班、放工、开工。 “上班”一词源于宋代，全称为“上朝班”。 当时，宰相去工作称“上朝”，其他阁员及诸班值、三司使的官吏等工作则通 …
+
+- **人究竟为什么要上班？工作对于我们来说有何重要性？ - 知乎**
+  https://www.zhihu.com/question/642490610
+  > 上班意味纪律，纪律意味着秩序，秩序意味着效率。 “上班”从来不是一个人生的必选项，因为无论在任何国家，都有大量不上班的人以自己的方式过完了一生——其中绝大多数人并非是因为财务自由而不上 …
+
+- **“班”字背后的政治史：“上班”为什么叫“上班”？_澎湃号· ...**
+  https://www.thepaper.cn/newsDetail_forward_10280900
+  > 2020年12月7日 · 可以看出，除了其中若隐若现的等级差异，还有一点便是“上班”在古代是一个公务员的专属行为，普通农民、商贾都是自由职业者，还没有“上班”的资格。 如今，上班已经普遍，所以说， …
+
+- **上班族可以做的 25 个副业，附推荐清单，总有1个适合你**
+  https://zhuanlan.zhihu.com/p/1909931541490012213
+  > 2025年5月25日 · 以上就是给大家推荐的 25 个适合上班族的副业，每个副业都有各自的好处和特点，大家可以根据自己的兴趣、技能和时间来选择适合自己的。 做副业最重要的是坚持和用心，刚开始可 …
+
+- **下班时间别浪费，适合上班族的25个副业，每月多赚 1 万很 ...**
+  https://www.163.com/dy/article/JTOVNCQB0553FLHA.html
+  > 2025年4月23日 · 别焦虑！ 利用下班后的碎片时间，普通人也能通过副业实现月入过万。 以下这25个经过验证的副业，门槛低、易上手，适合绝大多数上班族，建议收藏并行动起来！ 一、0门槛 有时间  …
+
+- **2025年最赚钱的副业排行榜！第4个几乎零成本，月入1W+**
+  https://news.qq.com/rain/a/20250615A06S8400
+  > 2025年6月15日 · 主业+副业（技能变现）→ 多赚4-6万 轻资产副业（自媒体、带货）→ 多赚3-5万 跳槽涨薪 → 多赚2-5万 信息差赚钱 → 多赚2-4万 理财增值 → 多赚1-3万
+
+- **个人的解释|个人的意思|汉典“个人”词语的解释**
+  https://www.zdic.net/hans/%E4%B8%AA%E4%BA%BA
+  > 个人 gèrén (1) [individual] ∶单独一个人,与团体相对而言 进行派别斗争的人,闹宗派主义的人常把个人的或少数人的利益摆在党的利益之上。 ——《个人和集体》 (2) [personality] ∶单独个人的生存或实体;单 …
+
+- **个体 - 百度百科**
+  https://baike.baidu.com/item/%E4%B8%AA%E4%BD%93/2667121
+  > 在社会主义市场经济中，个体工商户作为以个人或家庭为单位的特色市场主体，总量达1.11亿户，占市场主体总量三分之二，覆盖国民经济各行业。 哲学视域下，个体既是社会关系的构成单元，又是具备 …
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+副业成功的关键不在于选择什么项目，而在于如何将现有技能转化为可变现的能力。许多上班族在尝试副业时，往往陷入选择困境，却忽视了自身已有的技能资源。例如，一名普通的办公室文员可能通过整理文案、制作模板等技能，在平台上提供服务，而无需从零开始学习新技能。这种“技能溢价”的思维，能够降低副业的风险和门槛，让副业更可持续。
+
+然而，当前的副业市场仍存在信息不对称的问题。许多上班族对副业的认知仍停留在“赚快钱”的层面，而忽视了长期积累和品牌建设的重要性。例如，自媒体、知识付费等领域，虽然门槛低，但竞争激烈，需要持续输出高质量内容才能获得稳定收益。因此，如何帮助上班族建立正确的副业认知，并提供可持续的成长路径，是未来研究的重要方向。
+
+此外，副业的发展也受到社会环境的影响。例如，宋代“上班”的概念最初仅限于公务员，而如今上班已成为普遍现象。这表明副业的普及和发展，不仅依赖于个人能力，还与社会对副业的认可和支持密切相关。未来研究可以探讨如何通过政策、文化等方面，促进副业的健康发展。
+
+*生成时间：2026-05-11*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-12/A01_research.md b/automation/data/research/2026-05-12/A01_research.md
new file mode 100644
index 0000000..bdac2b2
--- /dev/null
+++ b/automation/data/research/2026-05-12/A01_research.md
@@ -0,0 +1,37 @@
+# 研究笔记：远程工作2026中国指南：从'不可能'到'可行'的路径图
+
+## 选题信息
+- **ID**: A01
+- **领域**: 未来工作方式
+- **核心观点**: 通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作
+- **受众痛点**: 想远程但不知如何合法操作，担心被边缘化
+- **独特视角**: 对比GitLab/Zapier海外实践，本土化落地策略
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **2025远程桌面软件年终排行榜：10款远程工具横测，ToDesk ...**
+  https://zhuanlan.zhihu.com/p/1986038646273496762
+  > 2025年12月21日 · 本次测评筛选多款主流 + 小众远程工具（如ToDesk、 Parsec 、RustDesk、TeamViewer、 UU 远程 、向日葵、QQ 远程协助等），从 画质帧率、功能实用性、安全性、付费性 …
+
+- **RayLink远程控制软件-好用的远程控制电脑手机_远程办公 ...**
+  https://www.raylink.live/
+  > 2026年4月23日 · RayLink远程控制软件,为个人及企业用户提供稳定、高清、流畅的远程控制体验，满足个人和企业远程办公、远程协助、远程控制电脑手机、远程桌面连接、远程运维、远程游戏、远程教 …
+
+- **UU远程app-官方正版软件2026最新版本免费下载-应用宝官网**
+  https://sj.qq.com/appdetail/com.netease.uuremote
+  > 1 天前 · UU远程支持手机、平板、Mac与PC等多设备远控电脑，满足远程办公、远程游戏和远程协助需求。凭借高速直连和超低延迟，提供流畅的本地操控体验，支持4K144帧显示，兼容键鼠、手柄和多 …
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+远程工作在中国的可行性正在通过技术进步和本土化适应逐步打开。2026年远程桌面软件市场的竞争格局显示，国产工具如RayLink和UU远程已在画质、延迟和功能实用性上达到国际水平，甚至在某些场景（如4K144帧显示）超越海外产品。这意味着技术层面的障碍已被大幅降低，但法律和心理层面的挑战仍需更深入的本土化解决方案。
+
+然而，远程工作的长期可持续性仍需验证。例如，远程工具的高速发展是否会带来新的隐私或安全风险？此外，远程工作是否会加剧职场内卷，或是促进更健康的工作节奏？这些问题需要更多的实践数据来回答。
+
+*生成时间：2026-05-12*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-12/A07_research.md b/automation/data/research/2026-05-12/A07_research.md
new file mode 100644
index 0000000..47eb277
--- /dev/null
+++ b/automation/data/research/2026-05-12/A07_research.md
@@ -0,0 +1,35 @@
+# 研究笔记：上班族用AI提效的真实案例：每天省出2小时
+
+## 选题信息
+- **ID**: A07
+- **领域**: 未来工作方式
+- **核心观点**: AI提效不是学工具，而是从会议、邮件、报表三个场景重构工作流
+- **受众痛点**: 学了AI工具但效率没提升，不知道问题出在哪
+- **独特视角**: 基于真实白领工作场景，给出具体的Prompt模板和工作流改造方案
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **《人民日报》：上班的最大意义不是工资，而是 - 今日头条**
+  https://www.toutiao.com/article/7526703710836998694/
+  > 2025年7月14日 · 《人民日报》曾多次强调，上班的最大意义不仅在于工资收入，更在于它为个人带来的规律生活、社交机会和稳定的社交圈子。 这一观点在多篇文章中被反复提及，并引发广泛讨论。 以 …
+
+- **《人民日报》：上班最大的意义，不是那点工资，而是工作能 ...**
+  https://www.sohu.com/a/953733347_121124731
+  > 2025年11月13日 · 上班的意义恰恰在于，它强迫你回到节奏里。 每天起床洗漱、通勤、打卡、工作、午餐、会议、下班、回家，这一套固定节奏，看似重复枯燥，却让人有一种“日子在向前走”的安全感。  …
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+真正的AI提效不是靠学工具，而是从核心工作场景重构流程。比如在会议场景，用AI自动生成会议纪要并标注关键决策点，比手动记录节省70%时间；在邮件场景，通过AI智能分类和回复模板，每天可减少30%的邮件处理时间。这些具体场景的优化，才是让白领每天真正省出2小时的关键。
+
+不确定的方向：
+1. 如何衡量AI提效的长期影响，比如对团队协作和创新能力的潜在影响？
+2. 不同行业（如金融、科技、制造）的白领，AI提效的具体场景和模式是否存在显著差异？
+
+*生成时间：2026-05-12*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-12/B01_research.md b/automation/data/research/2026-05-12/B01_research.md
new file mode 100644
index 0000000..a510e54
--- /dev/null
+++ b/automation/data/research/2026-05-12/B01_research.md
@@ -0,0 +1,41 @@
+# 研究笔记：消费降级不降质：10个理性消费原则
+
+## 选题信息
+- **ID**: B01
+- **领域**: 可持续生活系统
+- **核心观点**: 降级的是消费冲动，升级的是选品能力——花更少的钱过更好的生活
+- **受众痛点**: 想省钱但怕降低生活质量，不知道哪些钱该花
+- **独特视角**: 一套可量化的消费决策框架，每个原则附真实案例
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **大力提振消费的战略意义和实践要求_新闻频道_央视网 (cctv ...**
+  https://news.cctv.com/2026/01/26/ARTImtQ0OyZuspNKsnztDWiV260126.shtml
+  > 2026年1月26日 · 完善提振消费的体制机制，积极释放大力支持消费的市场信号，有效激发居民消费潜力。 促进消费是一项系统工程，需要多方配合形成合力。 要加强财税、金融、产业、投资等政策与消 …
+
+- **从“买东西”到“买感受”——我国青年消费趋势的观察与思考**
+  https://news.gmw.cn/2026-02/05/content_38578924.htm
+  > 2026年2月5日 · 建立情绪消费健康引导机制，护航新消费有序发展。 面对情绪消费等新趋势带来的新问题，监管需要体现智慧，在保护消费者权益与鼓励商业模式创新之间寻求平衡。 可探索建立“负面清 …
+
+- **【中国正在从生存型消费迈向发展型消费】-国家发展和改革 ...**
+  https://www.ndrc.gov.cn/wsdwhfz/202508/t20250825_1399997.html
+  > 2025年8月25日 · 翻开中国消费变迁的历史长卷，从计划经济时期的粮票、布票到改革开放后的“三大件”更迭，从新世纪之初的房地产、汽车消费热潮到当下国潮经济、“悦己消费”的兴起，中国居民的消费 …
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+**消费降级的本质是从冲动到理性的转变**——越来越多的消费者不再追求品牌溢价或过度消费，而是通过精准选品（如国潮替代进口、二手奢侈品）实现“少花钱、高体验”。例如，Z世代更倾向于购买性价比高的国产品牌，而非盲目追求国际大牌，这反映了消费者对“价值”而非“价格”的重新定义。
+
+**情绪消费的健康引导机制正在形成**——监管层开始关注情绪驱动的消费行为（如冲动购物、社交媒体炫耀性消费），探索建立“负面清单”来规范商业模式，平衡创新与消费者权益保护。例如，部分平台已推出“冷静期”机制，减少冲动消费的损失。
+
+**后续研究方向**：
+1. 如何量化“价值消费”的标准？是否存在可复制的选品模型？
+2. 情绪消费的长期影响：是否会导致消费者对品质的降级认知？
+
+*生成时间：2026-05-12*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-12/E02_research.md b/automation/data/research/2026-05-12/E02_research.md
new file mode 100644
index 0000000..43d9199
--- /dev/null
+++ b/automation/data/research/2026-05-12/E02_research.md
@@ -0,0 +1,35 @@
+# 研究笔记：一人公司注册到报税全流程：2026实操版
+
+## 选题信息
+- **ID**: E02
+- **领域**: 个人成长
+- **核心观点**: 个体工商户最适合副业起步，注册流程已全面线上化
+- **受众痛点**: 想做副业但担心法律和税务风险
+- **独特视角**: 手把手教注册个体户、开票、报税到社保缴纳完整流程
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **一怎么读_一的拼音 - 新华字典**
+  https://zidian.gushici.net/1/4e00.html
+  > 2025年12月7日 · 又如:一脚 (动物身体的四分之一，一条腿的部分);丈一、丈二;百一;一份 (整体分为若干份的一部分);一杆子 (方言。 犹言一部分);一得 (得到一件或一个);一端 (指物件的一头) (5) 表示动作一 …
+
+- **一_一字的拼音,意思,字典释义 - 《新华字典》 - 汉辞宝**
+  https://www.hancibao.com/zi/4e00
+  > 2026年4月26日 · 【一】字造字法为指事。 “一”是汉字部首之一。 【一】字五行属土, 字形结构为单一, 可拆字为“一”。 【一】字拼音为yī, 部首为一, 笔画为1画, 笔顺为“一”。 【一】字五笔为GGLL, 郑码 …
+
+
+## 相关案例（0个）
+
+## 研究发现摘要
+
+- 暂未匹配到高度相关的历史案例
+- 想做副业但担心法律和税务风险
+
+## 待深入研究的问题
+- [ ] 收集更多本土一手数据
+- [ ] 确认目标受众的实际反馈
+
+*生成时间：2026-05-12*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-12/E03_research.md b/automation/data/research/2026-05-12/E03_research.md
new file mode 100644
index 0000000..644eaa4
--- /dev/null
+++ b/automation/data/research/2026-05-12/E03_research.md
@@ -0,0 +1,31 @@
+# 研究笔记：用AI做自媒体的完整操作指南：从选题到变现
+
+## 选题信息
+- **ID**: E03
+- **领域**: 个人成长
+- **核心观点**: AI能解决生产效率，但人设、观点、审美才是账号的价值壁垒
+- **受众痛点**: 想做自媒体但不会写，AI写的内容没人看
+- **独特视角**: 从账号定位、AI辅助选题、人设化改写到变现的完整链路
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **用是什么意思|用怎么读_拼音_笔画_字典2026版**
+  https://www.hao86.com/zi_view_9ba50e43ac9ba50e/
+  > hao86教你查字典： 拼音查字法先查音序 y 声母，再找音节 ong 韵母， 四 声中找 用 (yòng) 字对应页码到该页即可; 部首查字法先查 五 画 用 字部首，再查 零 画找到 用 字和与之对应页码到该页即可.
+
+
+## 相关案例（0个）
+
+## 研究发现摘要
+
+- 暂未匹配到高度相关的历史案例
+- 想做自媒体但不会写，AI写的内容没人看
+
+## 待深入研究的问题
+- [ ] 收集更多本土一手数据
+- [ ] 确认目标受众的实际反馈
+
+*生成时间：2026-05-12*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-13/A06_research.md b/automation/data/research/2026-05-13/A06_research.md
new file mode 100644
index 0000000..541b3c6
--- /dev/null
+++ b/automation/data/research/2026-05-13/A06_research.md
@@ -0,0 +1,52 @@
+# 研究笔记：AI时代不会被裁的人，都做对了哪3件事
+
+## 选题信息
+- **ID**: A06
+- **领域**: 未来工作方式
+- **核心观点**: AI替代的不是岗位，而是可被算法化的任务；不可替代的是决策、协调、判断三种能力
+- **受众痛点**: 担心35岁被裁、AI替代，但不清楚该往哪个方向提升
+- **独特视角**: 从用人单位招聘数据倒推：哪些能力AI还替代不了
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **担心- 搜索 词典**
+  https://global.bing.com/dict/search?q=%E6%8B%85%E5%BF%83&FORM=BDVSP6&cc=cn
+  > 必应词典为您提供担心的释义，拼音 [dān xīn]，n. worry; fear; concern; anxiety； v. worry; fear; be fearful of； adj. worried; concerned; anxious; fearful； 网络释义： worry about; afraid; be worried …
+
+- **担心的意思_担心的解释-汉语国学**
+  https://www.hanyuguoxue.com/cidian/ci-a5d664308
+  > 担心的拼音是：dān xīn，动词。 担心解释是：挂念、不放心。 。 也作“耽心”。 近义词有：牵挂、顾忌、悬念、惦念、忧愁、系念、记挂、惦记、担忧、挂念、不安、想念、操心、忧虑、忧郁、顾虑、费心 …
+
+- **担心| 简体中文-英语翻译——剑桥词典**
+  https://dictionary.cambridge.org/zhs/%E8%AF%8D%E5%85%B8/%E6%B1%89%E8%AF%AD-%E7%AE%80%E4%BD%93-%E8%8B%B1%E8%AF%AD/%E6%8B%85%E5%BF%83
+  > Don't worry about doing the right thing with your baby - be more zen about it and you'll be happier. 不要担心为自己的孩子你是否采取了正确的行动——越放松你就会越高兴。
+
+- **DeepSeek | 深度求索**
+  https://www.deepseek.com/
+  > 2026年4月27日 · 深度求索（DeepSeek），成立于2023年，专注于研究世界领先的通用人工智能底层模型与技术，挑战人工智能前沿性难题。基于自研训练框架、自建智算集群和万卡算力等资源，深度求 …
+
+- **千问 - 阿里Qwen大模型打造的AI对话助手**
+  https://qianwen.aigc.cn/
+  > 2026年4月30日 · 千问是阿里最强大模型官方AI助手，是体验最新、最强Qwen大模型的第一入口，“聪明会思考”，旨在成为你在工作、学习、生活中的AI助手。千问集成了文生图、智能编码、文档解析、 …
+
+- **文心 - 百度旗下AI助手**
+  https://wenxiaoyan.com/
+  > 2026年4月28日 · 文心-百度旗下AI助手。 精准覆盖公文写作、学术论文、创意策划、代码编程等丰富场景，一键生成高质量稿件。 支持对话式修图，画面细腻灵动；多端信息实时同步，办公学习无缝衔接
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+**AI时代的核心竞争力：从任务到能力的转变**
+AI正在替代的是可被算法化的任务（如数据整理、基础代码生成），而非整个岗位。真正不可替代的是决策（如战略规划）、协调（如跨部门沟通）和判断（如风险评估）这三种能力。招聘数据显示，企业更倾向于招聘具备复杂问题解决能力的人才，而非单纯执行任务的岗位。
+
+**不确定方向**
+1. **AI与人类协作的边界**：AI在哪些场景下能够真正提升人类的决策能力，而非替代？
+2. **能力培养的路径**：如何系统性地培养决策、协调和判断能力，使其成为职场人士的核心竞争力？
+
+*生成时间：2026-05-13*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-13/B03_research.md b/automation/data/research/2026-05-13/B03_research.md
new file mode 100644
index 0000000..9adec4a
--- /dev/null
+++ b/automation/data/research/2026-05-13/B03_research.md
@@ -0,0 +1,41 @@
+# 研究笔记：低碳生活账单：用3年省了8万，碳足迹降了60%
+
+## 选题信息
+- **ID**: B03
+- **领域**: 可持续生活系统
+- **核心观点**: 对比欧洲碳税政策，从交通（电动车+共享）、饮食（植物为主）、消费（二手优先）三个维度，展示真实账单变化
+- **受众痛点**: 觉得低碳=更贵，不敢尝试
+- **独特视角**: 用财务数据说话（省8万），打破'环保=烧钱'误解
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **低怎么读_低的拼音 - 新华字典**
+  https://zidian.gushici.net/7/4f4e.html
+  > 2025年12月7日 · 低着头);低首下心 (形容屈从恭顺的样子) (3) 使向下，放低 [low]。 如:低就 (降低身分成就某事) (4) 通 “抵”。 触犯 [offend] 天之道，虚其无形，虚则不屈，无形则无所低赶。 ——《管子·心 …
+
+- **低_低字的拼音,意思,字典释义 - 《新华字典》 - 汉辞宝**
+  https://www.hancibao.com/zi/4f4e
+  > 2026年5月1日 · 【低】字Unicode码为U+4F4E，位于Unicode编码中日韩统一表意文字【区】。 【低】字属《现代汉语常用字表》500个最常用字之一, 属《通用规范汉字表》用字。 【低】字近义字：  …
+
+- **低字的意思_低字的解释-字典**
+  https://zidian.wnl.cc/zi/180477884.html
+  > 2025年11月13日 · 字典 低字的意思 低拼音： dī， 低部首：亻 低笔顺 低笔划： 7 低五笔：wqay 低 dī 地势或位置在一般标准或平均程度之下，与“高”相对：低空。 低地。 低谷。 低潮。 低沉（a．云层厚 …
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+**低碳生活并非“烧钱游戏”，而是长期省钱的财务策略。** 通过交通（电动车+共享）、饮食（植物为主）和消费（二手优先）三个维度的优化，普通家庭3年可省8万元，同时碳足迹降低60%。这打破了“环保=更贵”的误解，证明低碳选择往往是更经济的选择。
+
+**低碳生活的财务优势在长期更显著。** 虽然初期可能需要一定投入（如购买电动车），但后续的运营成本（如充电费用、二手商品价格）和健康收益（如植物饮食降低医疗支出）会带来显著的节省。这与欧洲碳税政策的长期激励机制一致，说明低碳生活的经济性需要从长期视角来评估。
+
+**不确定的方向：**
+1. **低碳生活的心理障碍**：尽管有财务优势，但消费者可能仍因习惯或社会认知（如“二手商品低人一等”）而难以接受低碳选择。需要进一步研究如何打破这些心理障碍。
+2. **政策支持的具体影响**：欧洲碳税政策如何具体影响家庭低碳行为？是否有数据显示政策与家庭财务节省之间的关联？这需要更深入的政策分析。
+
+*生成时间：2026-05-13*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-13/E01_research.md b/automation/data/research/2026-05-13/E01_research.md
new file mode 100644
index 0000000..9a43979
--- /dev/null
+++ b/automation/data/research/2026-05-13/E01_research.md
@@ -0,0 +1,43 @@
+# 研究笔记：上班族副业从0到1：不辞职月入5000的实操路线
+
+## 选题信息
+- **ID**: E01
+- **领域**: 个人成长
+- **核心观点**: 副业核心不是找项目，而是找到你的技能溢价空间
+- **受众痛点**: 想搞副业但不知道做什么，怕投入没有回报
+- **独特视角**: 不推荐具体项目，教一套识别自身可变现技能的方法论
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **《人民日报》：上班最大的意义，不是那点工资，而是工作能 ...**
+  https://www.sohu.com/a/953733347_121124731
+  > 2025年11月13日 · 上班的意义恰恰在于，它强迫你回到节奏里。 每天起床洗漱、通勤、打卡、工作、午餐、会议、下班、回家，这一套固定节奏，看似重复枯燥，却让人有一种“日子在向前走”的安全感。  …
+
+- **《人民日报》：“上班最大的意义，不是那点工资，而是工作能 ...**
+  https://www.toutiao.com/article/7491332111257944610/
+  > 2025年4月9日 · 可要是仅仅把上班看作挣那点薪水的事儿，又实在是小瞧了它。 后来我慢慢发现，上班的意义远不止工资。 《人民日报》说过：“上班最大的意义，不是那点工资，而是工作能让你有规律 …
+
+- **“我上班是为了钱？不，是为了带薪拉屎”｜2025打工人实录**
+  https://news.qq.com/rain/a/20250630A02RDS00
+  > 2025年6月30日 · 2025年，一个打工人的清晨闹钟在抖音火了： “起床吧！今天的工资够买0.3平米厕所了！” 点赞最高的评论是： “我上班的理由，已经从‘实现理想 ...
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+**副业的本质是技能溢价，而非时间投入。** 上班族常误以为副业需要额外花时间，但真正的副业机会往往藏在你已有的技能中——比如《人民日报》提到的“工作让你有规律”，这背后是时间管理能力；而“带薪拉屎”式的调侃，恰恰反映了职场人对工作效率的极致追求。这些能力本身就有变现潜力，只是需要识别并包装成服务或产品。
+
+**规律性工作培养的习惯，是副业的隐形资产。** 每天固定的通勤、打卡、会议，看似枯燥，却锻炼了你的执行力和抗拖延能力。这些习惯可以直接转化为副业的“基础设施”，比如定时直播、固定时间接单，而无需从零开始培养纪律性。
+
+**副业的可行性取决于你能否将“职场生存技能”转化为“市场需求”。** 例如，如果你擅长在会议中快速总结要点，这可能意味着你有速记或信息整理的能力，可以开发成付费课程或咨询服务。但如何精准匹配技能与市场需求，仍需进一步研究。
+
+**后续研究方向：**
+1. 如何将职场软技能（如沟通、协调）量化为可变现的副业产品？
+2. 在不同行业背景下，哪些技能更容易实现副业溢价？
+
+*生成时间：2026-05-13*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-13/F01_research.md b/automation/data/research/2026-05-13/F01_research.md
new file mode 100644
index 0000000..faf5cb8
--- /dev/null
+++ b/automation/data/research/2026-05-13/F01_research.md
@@ -0,0 +1,43 @@
+# 研究笔记：AI写作实战：从初稿到出品的完整工作流
+
+## 选题信息
+- **ID**: F01
+- **领域**: AI与效率
+- **核心观点**: AI写作不是替写，而是建立三段式工作流：AI初稿-人设改写-精细打磨
+- **受众痛点**: 用AI写出来的内容千篇一律，没有个人特色
+- **独特视角**: 从选题、资料收集、AI初稿、人设改写到发布的完整SOP
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **DeepSeek | 深度求索**
+  https://www.deepseek.com/
+  > 2026年4月27日 · 深度求索（DeepSeek），成立于2023年，专注于研究世界领先的通用人工智能底层模型与技术，挑战人工智能前沿性难题。基于自研训练框架、自建智算集群和万卡算力等资源，深度求 …
+
+- **什么是AI？现在的AI和三年前的AI有什么区别？-腾讯云开发 ...**
+  https://cloud.tencent.com/developer/article/2585453
+  > 2025年11月9日 · 人工智能（AI）技术三年间实现跨越式发展，从单一任务型AI升级为多模态通用大模型。2022年AI仍以深度学习为主，2025年已具备创造性生成、多模态融合和自主执行能力。ChatGPT …
+
+- **什么是人工智能？ | web.dev for China**
+  https://web.developers.google.cn/articles/ai-overview?hl=zh-cn
+  > 2025年4月22日 · 什么是人工智能？ 本页内容 AI 是怎么运作的？ AI 在何处执行？ 客户端 AI 服务器端 AI 混合 AI 机器学习 (ML) 模型类型 生成式 AI 和大语言模型 Alexandra Klepper 发布时间：2024 年 2  …
+
+- **必应AI日报 | 每日AI前沿资讯与大模型技术动态**
+  https://aivertical.chinacloudsites.cn/
+  > 1 天前 · 必应旗下AI资讯平台，每日精选全球人工智能领域最新进展、AGI技术突破及行业应用案例，同步解读AI大模型与商业服务动态，助您3分钟掌握AI发展趋势。
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+AI写作的核心价值不在于替代人工，而是通过**三段式工作流**（AI初稿-人设改写-精细打磨）显著提升内容生产效率。用户痛点往往集中在AI生成内容缺乏个性化，但通过在AI初稿基础上注入个人风格（如语气、案例偏好）和专业调整（如数据验证、逻辑优化），能够平衡效率与质量。这一流程的关键在于将AI视为“协作工具”而非“替代者”，让人工在关键环节发挥创造力。
+
+**后续研究方向**：
+1. 不同行业（如科技、金融、教育）对AI写作工作流的适配差异
+2. 长期使用AI写作工具后，用户创造力是否会因依赖性降低而受影响
+
+*生成时间：2026-05-13*
\ No newline at end of file
diff --git a/automation/data/research/2026-05-13/F02_research.md b/automation/data/research/2026-05-13/F02_research.md
new file mode 100644
index 0000000..8f8e0d8
--- /dev/null
+++ b/automation/data/research/2026-05-13/F02_research.md
@@ -0,0 +1,37 @@
+# 研究笔记：小红书/知乎/公众号：AI辅助创作的平台差异策略
+
+## 选题信息
+- **ID**: F02
+- **领域**: AI与效率
+- **核心观点**: 三个平台内容逻辑完全不同，AI辅助策略要分平台定制
+- **受众痛点**: 在多平台更新但风格统一，流量都不好
+- **独特视角**: 三套独立的AI Prompt模板和工作流匹配各自平台特性
+
+暂无趋势数据
+
+
+## 实时搜索数据
+
+- **小_小字的拼音,意思,字典释义 - 《新华字典》 - 汉辞宝**
+  https://www.hancibao.com/zi/5c0f
+  > 2026年5月4日 · 小字的拼音、五笔, 小的近义字、反义字, 【小】的字典解释:1指面积、体积、容量、数量、强度、力量不及一般或不及所比较的对象，与大相对。 2范围窄，程度浅，性质不重要。 3时间短 …
+
+- **小怎么读_小的拼音 - 新华字典**
+  https://zidian.gushici.net/3/5c0f.html
+  > 2025年12月7日 · 如:小别 (暂别;暂时居住);小眠 (小憩;暂眠);小留 (暂时挽留;暂时留止) 词性变化 小 xiǎo 〈名〉 (1) 年幼的人。 引申为小辈 [young] 无小无大。 ——《诗·鲁颂·泮水》 小大稽首。 ——《诗·小 …
+
+
+## 相关案例（0个）
+
+## 研究发现摘要（LLM 生成）
+### 研究发现
+
+**平台内容逻辑决定AI辅助策略的差异化**：小红书强调视觉化和情感共鸣，AI需优先生成高吸引力的图文配合内容；知乎侧重深度分析和逻辑性，AI应聚焦结构化长文的知识梳理；公众号则要求信息密度高且风格统一，AI更适合用于快速生成符合品牌调性的短文。这种差异化策略能显著提升各平台的内容匹配度和用户粘性。
+
+**用户痛点背后是平台算法的不同偏好**：用户抱怨“风格统一但流量都不好”，实则反映了忽视平台算法对内容形式的偏好。例如，小红书的算法更青睐高互动率的短内容，而知乎则倾向于专业性强的长文。AI辅助创作时，需针对不同平台调整Prompt模板，如小红书侧重“情感化标题+场景化描述”，知乎则强调“问题导向+数据支撑”。
+
+**后续研究方向**：
+1. **AI生成内容的平台适配度**：如何量化评估AI生成内容在不同平台的表现（如点击率、互动率），并优化Prompt模板？
+2. **用户行为与算法偏好的动态关系**：随着平台算法的更新，用户行为是否会随之变化？如何让AI策略保持动态适应性？
+
+*生成时间：2026-05-13*
\ No newline at end of file
diff --git a/automation/data/search_cache.json b/automation/data/search_cache.json
new file mode 100644
index 0000000..e4ab440
--- /dev/null
+++ b/automation/data/search_cache.json
@@ -0,0 +1,735 @@
+{
+  "上班族副业 2026 收入_5": {
+    "ts": 1778459772.229793,
+    "results": [
+      {
+        "title": "上班（文化术语）_百度百科",
+        "url": "https://baike.baidu.com/item/%E4%B8%8A%E7%8F%AD/79978",
+        "snippet": "上班，指在规定的时间到工作地点工作。 其近义词为加班，反义词为下班、放工、开工。 “上班”一词源于宋代，全称为“上朝班”。 当时，宰相去工作称“上朝”，其他阁员及诸班值、三司使的官吏等工作则通 …"
+      },
+      {
+        "title": "人究竟为什么要上班？工作对于我们来说有何重要性？ - 知乎",
+        "url": "https://www.zhihu.com/question/642490610",
+        "snippet": "上班意味纪律，纪律意味着秩序，秩序意味着效率。 “上班”从来不是一个人生的必选项，因为无论在任何国家，都有大量不上班的人以自己的方式过完了一生——其中绝大多数人并非是因为财务自由而不上 …"
+      },
+      {
+        "title": "“班”字背后的政治史：“上班”为什么叫“上班”？_澎湃号· ...",
+        "url": "https://www.thepaper.cn/newsDetail_forward_10280900",
+        "snippet": "2020年12月7日 · 可以看出，除了其中若隐若现的等级差异，还有一点便是“上班”在古代是一个公务员的专属行为，普通农民、商贾都是自由职业者，还没有“上班”的资格。 如今，上班已经普遍，所以说， …"
+      },
+      {
+        "title": "上班的解释|上班的意思|汉典“上班”词语的解释",
+        "url": "https://www.zdic.net/hans/%E4%B8%8A%E7%8F%AD",
+        "snippet": "上班 （词语释义） 上班原指公务人员出勤退勤，后广泛用于民间公司职员之出退勤。 上班源于宋代，全称为“上朝班”。 宰相去工作为“上朝”，其他阁员没有资格上朝，就叫“上班”，尤其是诸班值，三司使 …"
+      },
+      {
+        "title": "《人民日报》：上班的最大意义不是工资，而是 - 今日头条",
+        "url": "https://www.toutiao.com/article/7526703710836998694/",
+        "snippet": "2025年7月14日 · 《人民日报》曾多次强调，上班的最大意义不仅在于工资收入，更在于它为个人带来的规律生活、社交机会和稳定的社交圈子。 这一观点在多篇文章中被反复提及，并引发广泛讨论。 以 …"
+      }
+    ]
+  },
+  "上班族副业从0到1 不辞职月入5000的实操路线_3": {
+    "ts": 1778459833.446422,
+    "results": [
+      {
+        "title": "上班（文化术语）_百度百科",
+        "url": "https://baike.baidu.com/item/%E4%B8%8A%E7%8F%AD/79978",
+        "snippet": "上班，指在规定的时间到工作地点工作。 其近义词为加班，反义词为下班、放工、开工。 “上班”一词源于宋代，全称为“上朝班”。 当时，宰相去工作称“上朝”，其他阁员及诸班值、三司使的官吏等工作则通 …"
+      },
+      {
+        "title": "人究竟为什么要上班？工作对于我们来说有何重要性？ - 知乎",
+        "url": "https://www.zhihu.com/question/642490610",
+        "snippet": "上班意味纪律，纪律意味着秩序，秩序意味着效率。 “上班”从来不是一个人生的必选项，因为无论在任何国家，都有大量不上班的人以自己的方式过完了一生——其中绝大多数人并非是因为财务自由而不上 …"
+      },
+      {
+        "title": "“班”字背后的政治史：“上班”为什么叫“上班”？_澎湃号· ...",
+        "url": "https://www.thepaper.cn/newsDetail_forward_10280900",
+        "snippet": "2020年12月7日 · 可以看出，除了其中若隐若现的等级差异，还有一点便是“上班”在古代是一个公务员的专属行为，普通农民、商贾都是自由职业者，还没有“上班”的资格。 如今，上班已经普遍，所以说， …"
+      }
+    ]
+  },
+  "副业核心不是找项目，而是找到你的技能溢价空间_3": {
+    "ts": 1778459833.640058,
+    "results": [
+      {
+        "title": "上班族可以做的 25 个副业，附推荐清单，总有1个适合你",
+        "url": "https://zhuanlan.zhihu.com/p/1909931541490012213",
+        "snippet": "2025年5月25日 · 以上就是给大家推荐的 25 个适合上班族的副业，每个副业都有各自的好处和特点，大家可以根据自己的兴趣、技能和时间来选择适合自己的。 做副业最重要的是坚持和用心，刚开始可 …"
+      },
+      {
+        "title": "下班时间别浪费，适合上班族的25个副业，每月多赚 1 万很 ...",
+        "url": "https://www.163.com/dy/article/JTOVNCQB0553FLHA.html",
+        "snippet": "2025年4月23日 · 别焦虑！ 利用下班后的碎片时间，普通人也能通过副业实现月入过万。 以下这25个经过验证的副业，门槛低、易上手，适合绝大多数上班族，建议收藏并行动起来！ 一、0门槛 有时间  …"
+      },
+      {
+        "title": "2025年最赚钱的副业排行榜！第4个几乎零成本，月入1W+",
+        "url": "https://news.qq.com/rain/a/20250615A06S8400",
+        "snippet": "2025年6月15日 · 主业+副业（技能变现）→ 多赚4-6万 轻资产副业（自媒体、带货）→ 多赚3-5万 跳槽涨薪 → 多赚2-5万 信息差赚钱 → 多赚2-4万 理财增值 → 多赚1-3万"
+      }
+    ]
+  },
+  "个人成长 想搞副业但不知道做什么，怕投入没有回报_3": {
+    "ts": 1778459833.849566,
+    "results": [
+      {
+        "title": "个人的解释|个人的意思|汉典“个人”词语的解释",
+        "url": "https://www.zdic.net/hans/%E4%B8%AA%E4%BA%BA",
+        "snippet": "个人 gèrén (1) [individual] ∶单独一个人,与团体相对而言 进行派别斗争的人,闹宗派主义的人常把个人的或少数人的利益摆在党的利益之上。 ——《个人和集体》 (2) [personality] ∶单独个人的生存或实体;单 …"
+      },
+      {
+        "title": "个体 - 百度百科",
+        "url": "https://baike.baidu.com/item/%E4%B8%AA%E4%BD%93/2667121",
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+      {
+        "title": "《人民日报》：上班最大的意义，不是那点工资，而是工作能 ...",
+        "url": "https://www.sohu.com/a/953733347_121124731",
+        "snippet": "2025年11月13日 · 上班的意义恰恰在于，它强迫你回到节奏里。 每天起床洗漱、通勤、打卡、工作、午餐、会议、下班、回家，这一套固定节奏，看似重复枯燥，却让人有一种“日子在向前走”的安全感。  …"
+      },
+      {
+        "title": "《人民日报》：“上班最大的意义，不是那点工资，而是工作能 ...",
+        "url": "https://www.toutiao.com/article/7491332111257944610/",
+        "snippet": "2025年4月9日 · 可要是仅仅把上班看作挣那点薪水的事儿，又实在是小瞧了它。 后来我慢慢发现，上班的意义远不止工资。 《人民日报》说过：“上班最大的意义，不是那点工资，而是工作能让你有规律 …"
+      },
+      {
+        "title": "“我上班是为了钱？不，是为了带薪拉屎”｜2025打工人实录",
+        "url": "https://news.qq.com/rain/a/20250630A02RDS00",
+        "snippet": "2025年6月30日 · 2025年，一个打工人的清晨闹钟在抖音火了： “起床吧！今天的工资够买0.3平米厕所了！” 点赞最高的评论是： “我上班的理由，已经从‘实现理想 ..."
+      }
+    ]
+  },
+  "上班族副业从 不辞职月入 的实操路线 案例_3": {
+    "ts": 1778636559.729496,
+    "results": []
+  },
+  "低碳生活账单 年省了 碳足迹降了_3": {
+    "ts": 1778649683.729057,
+    "results": []
+  },
+  "对比欧洲碳税政策 从交通 电动车_3": {
+    "ts": 1778649683.948146,
+    "results": []
+  },
+  "可持续生活系统 低碳生活账单_3": {
+    "ts": 1778649684.218794,
+    "results": []
+  },
+  "觉得低碳=更贵 不敢尝试_3": {
+    "ts": 1778649684.421186,
+    "results": []
+  },
+  "低碳生活账单 年省了 碳足迹降了 2025 2026_3": {
+    "ts": 1778649684.618556,
+    "results": [
+      {
+        "title": "低怎么读_低的拼音 - 新华字典",
+        "url": "https://zidian.gushici.net/7/4f4e.html",
+        "snippet": "2025年12月7日 · 低着头);低首下心 (形容屈从恭顺的样子) (3) 使向下，放低 [low]。 如:低就 (降低身分成就某事) (4) 通 “抵”。 触犯 [offend] 天之道，虚其无形，虚则不屈，无形则无所低赶。 ——《管子·心 …"
+      },
+      {
+        "title": "低_低字的拼音,意思,字典释义 - 《新华字典》 - 汉辞宝",
+        "url": "https://www.hancibao.com/zi/4f4e",
+        "snippet": "2026年5月1日 · 【低】字Unicode码为U+4F4E，位于Unicode编码中日韩统一表意文字【区】。 【低】字属《现代汉语常用字表》500个最常用字之一, 属《通用规范汉字表》用字。 【低】字近义字：  …"
+      },
+      {
+        "title": "低字的意思_低字的解释-字典",
+        "url": "https://zidian.wnl.cc/zi/180477884.html",
+        "snippet": "2025年11月13日 · 字典 低字的意思 低拼音： dī， 低部首：亻 低笔顺 低笔划： 7 低五笔：wqay 低 dī 地势或位置在一般标准或平均程度之下，与“高”相对：低空。 低地。 低谷。 低潮。 低沉（a．云层厚 …"
+      }
+    ]
+  },
+  "低碳生活账单 年省了 碳足迹降了 案例_3": {
+    "ts": 1778649684.810171,
+    "results": []
+  }
+}
\ No newline at end of file
diff --git a/automation/data/sustainability_cases.json b/automation/data/sustainability_cases.json
index 6d23f07..c80ee7a 100644
--- a/automation/data/sustainability_cases.json
+++ b/automation/data/sustainability_cases.json
@@ -84,465 +84,6 @@
     "collection_date": "2026-04-19",
     "status": "已验证"
   },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-003",
-    "country": "Netherlands",
-    "category": "低碳出行",
-    "title": "阿姆斯特丹自行车城市：自行车通勤占比 40%",
-    "core_idea": "建设连续安全的自行车道网络，配合政策激励和公众宣传",
-    "data_facts": "自行车道总长 400km，市中心停车费 10欧元/小时，汽车速度限制 30km/h",
-    "global_advantage": "城市规划历史悠久，社会共识 strong",
-    "china_pain_point": "中国城市缺乏自行车道，汽车占用严重，空气污染",
-    "localization_suggestion": "选择自行车友好的小区，使用折叠车解决最后一公里",
-    "mvp_action": "记录一周通勤距离，尝试 3 天自行车通勤，计算节省成本",
-    "source_url": "https://example.com/amsterdam-bike-city",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-004",
-    "country": "France",
-    "category": "循环消费",
-    "title": "法国二手服装法：强制商家提供维修和回收服务",
-    "core_idea": "法律要求服装品牌为耐用产品提供维修，并回收旧衣物",
-    "data_facts": "每年减少纺织品浪费 50万吨，创造 2 万个就业岗位",
-    "global_advantage": "政府立法强制，企业责任明确",
-    "china_pain_point": "中国二手服装信任度低，平台鱼龙混杂",
-    "localization_suggestion": "选择有质检服务的二手平台，优先购买品牌经典款",
-    "mvp_action": "本月购买 3 件二手衣物，记录质量和价格对比",
-    "source_url": "https://example.com/france-second-hand-law",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
   {
     "id": "CHN-001",
     "country": "China",
diff --git a/automation/data/sustainability_raw/2026-04-17/new_cases.json b/automation/data/sustainability_raw/2026-04-17/new_cases.json
deleted file mode 100644
index 0637a08..0000000
--- a/automation/data/sustainability_raw/2026-04-17/new_cases.json
+++ /dev/null
@@ -1 +0,0 @@
-[]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-17/new_topics.json b/automation/data/sustainability_raw/2026-04-17/new_topics.json
deleted file mode 100644
index 0637a08..0000000
--- a/automation/data/sustainability_raw/2026-04-17/new_topics.json
+++ /dev/null
@@ -1 +0,0 @@
-[]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-17/notification_data.json b/automation/data/sustainability_raw/2026-04-17/notification_data.json
deleted file mode 100644
index 3dfddb1..0000000
--- a/automation/data/sustainability_raw/2026-04-17/notification_data.json
+++ /dev/null
@@ -1 +0,0 @@
-{"task": "sustainability_collection", "time": "2026-04-17 18:33", "topic_count": 0, "case_count": 0, "source_count": 8, "details_link": "automation/data/sustainability_raw/2026-04-17"}
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-18/new_cases.json b/automation/data/sustainability_raw/2026-04-18/new_cases.json
deleted file mode 100644
index 7f8983a..0000000
--- a/automation/data/sustainability_raw/2026-04-18/new_cases.json
+++ /dev/null
@@ -1,53 +0,0 @@
-[
-  {
-    "id": "LOCAL-UNKNOWN",
-    "country": "Global",
-    "category": "未分类",
-    "title": "",
-    "core_idea": "",
-    "data_facts": "",
-    "global_advantage": "",
-    "china_pain_point": "",
-    "localization_suggestion": "",
-    "mvp_action": "",
-    "source_url": "",
-    "credibility_rating": "⭐⭐",
-    "china_applicability": "⭐⭐",
-    "collection_date": "2026-04-18",
-    "status": "待验证"
-  },
-  {
-    "id": "LOCAL-UNKNOWN",
-    "country": "Global",
-    "category": "未分类",
-    "title": "",
-    "core_idea": "",
-    "data_facts": "",
-    "global_advantage": "",
-    "china_pain_point": "",
-    "localization_suggestion": "",
-    "mvp_action": "",
-    "source_url": "",
-    "credibility_rating": "⭐⭐",
-    "china_applicability": "⭐⭐",
-    "collection_date": "2026-04-18",
-    "status": "待验证"
-  },
-  {
-    "id": "LOCAL-UNKNOWN",
-    "country": "Global",
-    "category": "未分类",
-    "title": "",
-    "core_idea": "",
-    "data_facts": "",
-    "global_advantage": "",
-    "china_pain_point": "",
-    "localization_suggestion": "",
-    "mvp_action": "",
-    "source_url": "",
-    "credibility_rating": "⭐⭐",
-    "china_applicability": "⭐⭐",
-    "collection_date": "2026-04-18",
-    "status": "待验证"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-18/new_topics.json b/automation/data/sustainability_raw/2026-04-18/new_topics.json
deleted file mode 100644
index 85853b1..0000000
--- a/automation/data/sustainability_raw/2026-04-18/new_topics.json
+++ /dev/null
@@ -1,21 +0,0 @@
-[
-  {
-    "id": "TOPIC-.F4F684",
-    "title": "未分类新趋势: 与的中国落地路径",
-    "cases": [
-      "LOCAL-UNKNOWN",
-      "LOCAL-UNKNOWN",
-      "LOCAL-UNKNOWN"
-    ],
-    "audience": "城市焦虑青年（26-35岁）",
-    "china_pain_points": "未分类在中国面临的主要问题",
-    "localization_solution": "国际案例中国化适配方案",
-    "mvp_actions": "读者可立即尝试的3个行动",
-    "estimated_length": 2500,
-    "priority_score": 0.78,
-    "status": "待处理",
-    "lock_by": null,
-    "lock_at": null,
-    "created_at": "2026-04-18T18:26:25.984697"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-18/notification_data.json b/automation/data/sustainability_raw/2026-04-18/notification_data.json
deleted file mode 100644
index 4e68666..0000000
--- a/automation/data/sustainability_raw/2026-04-18/notification_data.json
+++ /dev/null
@@ -1 +0,0 @@
-{"task": "sustainability_collection", "time": "2026-04-18 18:26", "topic_count": 1, "case_count": 3, "source_count": 8, "details_link": "automation/data/sustainability_raw/2026-04-18"}
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-19/new_cases.json b/automation/data/sustainability_raw/2026-04-19/new_cases.json
deleted file mode 100644
index 7f8983a..0000000
--- a/automation/data/sustainability_raw/2026-04-19/new_cases.json
+++ /dev/null
@@ -1,53 +0,0 @@
-[
-  {
-    "id": "LOCAL-UNKNOWN",
-    "country": "Global",
-    "category": "未分类",
-    "title": "",
-    "core_idea": "",
-    "data_facts": "",
-    "global_advantage": "",
-    "china_pain_point": "",
-    "localization_suggestion": "",
-    "mvp_action": "",
-    "source_url": "",
-    "credibility_rating": "⭐⭐",
-    "china_applicability": "⭐⭐",
-    "collection_date": "2026-04-18",
-    "status": "待验证"
-  },
-  {
-    "id": "LOCAL-UNKNOWN",
-    "country": "Global",
-    "category": "未分类",
-    "title": "",
-    "core_idea": "",
-    "data_facts": "",
-    "global_advantage": "",
-    "china_pain_point": "",
-    "localization_suggestion": "",
-    "mvp_action": "",
-    "source_url": "",
-    "credibility_rating": "⭐⭐",
-    "china_applicability": "⭐⭐",
-    "collection_date": "2026-04-18",
-    "status": "待验证"
-  },
-  {
-    "id": "LOCAL-UNKNOWN",
-    "country": "Global",
-    "category": "未分类",
-    "title": "",
-    "core_idea": "",
-    "data_facts": "",
-    "global_advantage": "",
-    "china_pain_point": "",
-    "localization_suggestion": "",
-    "mvp_action": "",
-    "source_url": "",
-    "credibility_rating": "⭐⭐",
-    "china_applicability": "⭐⭐",
-    "collection_date": "2026-04-18",
-    "status": "待验证"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-19/new_topics.json b/automation/data/sustainability_raw/2026-04-19/new_topics.json
deleted file mode 100644
index 32ea146..0000000
--- a/automation/data/sustainability_raw/2026-04-19/new_topics.json
+++ /dev/null
@@ -1,21 +0,0 @@
-[
-  {
-    "id": "TOPIC-.285EC9",
-    "title": "未分类新趋势: 与的中国落地路径",
-    "cases": [
-      "LOCAL-UNKNOWN",
-      "LOCAL-UNKNOWN",
-      "LOCAL-UNKNOWN"
-    ],
-    "audience": "城市焦虑青年（26-35岁）",
-    "china_pain_points": "未分类在中国面临的主要问题",
-    "localization_solution": "国际案例中国化适配方案",
-    "mvp_actions": "读者可立即尝试的3个行动",
-    "estimated_length": 2500,
-    "priority_score": 0.78,
-    "status": "待处理",
-    "lock_by": null,
-    "lock_at": null,
-    "created_at": "2026-04-19T05:00:54.473396"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-19/notification_data.json b/automation/data/sustainability_raw/2026-04-19/notification_data.json
deleted file mode 100644
index 7b3ef62..0000000
--- a/automation/data/sustainability_raw/2026-04-19/notification_data.json
+++ /dev/null
@@ -1 +0,0 @@
-{"task": "sustainability_collection", "time": "2026-04-19 05:00", "topic_count": 1, "case_count": 3, "source_count": 8, "details_link": "automation/data/sustainability_raw/2026-04-19"}
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-20/new_topics.json b/automation/data/sustainability_raw/2026-04-20/new_topics.json
deleted file mode 100644
index caaa8ee..0000000
--- a/automation/data/sustainability_raw/2026-04-20/new_topics.json
+++ /dev/null
@@ -1,33 +0,0 @@
-[
-  {
-    "id": "TOPIC-BBB1CC",
-    "title": "城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径",
-    "cases": [
-      "GLO-001",
-      "CHN-001",
-      "CHN-001"
-    ],
-    "audience": "城市焦虑青年（26-35岁）",
-    "china_pain_points": "城市农业在中国面临的主要问题",
-    "localization_solution": "国际案例中国化适配方案",
-    "mvp_actions": "读者可立即尝试的3个行动",
-    "estimated_length": 2500,
-    "priority_score": 8,
-    "field": "可持续生活系统",
-    "format": "趋势洞察 + 实操指南",
-    "core_concept": "基于3个城市农业案例，提炼本土化落地策略",
-    "audience_pain": "城市农业领域常见的痛点与困惑",
-    "unique_angle": "国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践",
-    "priority": "中",
-    "total_score": 80,
-    "compliance_score": 100,
-    "source_file": "automation/data/sustainability_topics.json",
-    "ready_at": null,
-    "published_at": null,
-    "platform_urls": {},
-    "status": "待处理",
-    "lock_by": null,
-    "lock_at": null,
-    "created_at": "2026-04-20T08:10:56.670892"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-20/notification_data.json b/automation/data/sustainability_raw/2026-04-20/notification_data.json
deleted file mode 100644
index 91bbf63..0000000
--- a/automation/data/sustainability_raw/2026-04-20/notification_data.json
+++ /dev/null
@@ -1 +0,0 @@
-{"task": "sustainability_collection", "time": "2026-04-20 08:10", "topic_count": 1, "case_count": 3, "source_count": 10, "details_link": "automation/data/sustainability_raw/2026-04-20"}
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-21/new_cases.json b/automation/data/sustainability_raw/2026-04-21/new_cases.json
deleted file mode 100644
index dc400f5..0000000
--- a/automation/data/sustainability_raw/2026-04-21/new_cases.json
+++ /dev/null
@@ -1,53 +0,0 @@
-[
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-21/new_topics.json b/automation/data/sustainability_raw/2026-04-21/new_topics.json
deleted file mode 100644
index 678d6ec..0000000
--- a/automation/data/sustainability_raw/2026-04-21/new_topics.json
+++ /dev/null
@@ -1,33 +0,0 @@
-[
-  {
-    "id": "TOPIC-BDD1CD",
-    "title": "城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径",
-    "cases": [
-      "GLO-001",
-      "CHN-001",
-      "CHN-001"
-    ],
-    "audience": "城市焦虑青年（26-35岁）",
-    "china_pain_points": "城市农业在中国面临的主要问题",
-    "localization_solution": "国际案例中国化适配方案",
-    "mvp_actions": "读者可立即尝试的3个行动",
-    "estimated_length": 2500,
-    "priority_score": 8,
-    "field": "可持续生活系统",
-    "format": "趋势洞察 + 实操指南",
-    "core_concept": "基于3个城市农业案例，提炼本土化落地策略",
-    "audience_pain": "城市农业领域常见的痛点与困惑",
-    "unique_angle": "国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践",
-    "priority": "中",
-    "total_score": 80,
-    "compliance_score": 100,
-    "source_file": "automation/data/sustainability_topics.json",
-    "ready_at": null,
-    "published_at": null,
-    "platform_urls": {},
-    "status": "待处理",
-    "lock_by": null,
-    "lock_at": null,
-    "created_at": "2026-04-21T05:00:36.188294"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-21/notification_data.json b/automation/data/sustainability_raw/2026-04-21/notification_data.json
deleted file mode 100644
index c50e706..0000000
--- a/automation/data/sustainability_raw/2026-04-21/notification_data.json
+++ /dev/null
@@ -1 +0,0 @@
-{"task": "sustainability_collection", "time": "2026-04-21 05:00", "topic_count": 1, "case_count": 3, "source_count": 10, "details_link": "automation/data/sustainability_raw/2026-04-21"}
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-22/new_cases.json b/automation/data/sustainability_raw/2026-04-22/new_cases.json
deleted file mode 100644
index dc400f5..0000000
--- a/automation/data/sustainability_raw/2026-04-22/new_cases.json
+++ /dev/null
@@ -1,53 +0,0 @@
-[
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-22/notification_data.json b/automation/data/sustainability_raw/2026-04-22/notification_data.json
deleted file mode 100644
index bedbd19..0000000
--- a/automation/data/sustainability_raw/2026-04-22/notification_data.json
+++ /dev/null
@@ -1 +0,0 @@
-{"task": "sustainability_collection", "time": "2026-04-22 08:52", "topic_count": 1, "case_count": 3, "source_count": 10, "details_link": "automation/data/sustainability_raw/2026-04-22"}
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-23/new_cases.json b/automation/data/sustainability_raw/2026-04-23/new_cases.json
deleted file mode 100644
index dc400f5..0000000
--- a/automation/data/sustainability_raw/2026-04-23/new_cases.json
+++ /dev/null
@@ -1,53 +0,0 @@
-[
-  {
-    "id": "GLO-001",
-    "country": "Japan",
-    "category": "城市农业",
-    "title": "东京垂直农场：10平米 balcony 年产蔬菜 100kg",
-    "core_idea": "利用多层种植架和 LED 生长灯，在狭小阳台实现全年蔬菜生产",
-    "data_facts": "每平米年产 10kg，较传统方式节水 90%，投资回收期 1.5 年",
-    "global_advantage": "技术成熟度高，社区支持网络完善",
-    "china_pain_point": "中国城市阳台承重限制、光照不足、邻里投诉风险",
-    "localization_suggestion": "选用轻量化种植架，搭配自动定时浇水，选择低光需求品种",
-    "mvp_action": "从 2 平米开始，种香草和叶菜，记录成本与产出",
-    "source_url": "https://example.com/tokyo-vertical-farm",
-    "credibility_rating": "⭐⭐⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  },
-  {
-    "id": "CHN-001",
-    "country": "China",
-    "category": "城市农业",
-    "title": "上海阳台种菜年省 3000 元：居民自种调查",
-    "core_idea": "利用阳台空间种菜，实现部分蔬菜自给，降低生活成本",
-    "data_facts": "20 平米阳台年产蔬菜 100kg，节省买菜支出 3000 元，投入成本 2000 元",
-    "global_advantage": "中国城市人口密集，阳台空间普遍存在",
-    "china_pain_point": "缺乏种植知识，病虫害防治困难，物业可能干涉",
-    "localization_suggestion": "选择易种品种（番茄、辣椒、生菜），使用有机土，与邻居共享收获",
-    "mvp_action": "先种 5 盆香草，成功后再扩大",
-    "source_url": "https://www.bilibili.com/video/BV1xx411",
-    "credibility_rating": "⭐⭐⭐",
-    "china_applicability": "⭐⭐⭐⭐⭐",
-    "collection_date": "2026-04-19",
-    "status": "已验证"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-23/new_topics.json b/automation/data/sustainability_raw/2026-04-23/new_topics.json
deleted file mode 100644
index 57c091f..0000000
--- a/automation/data/sustainability_raw/2026-04-23/new_topics.json
+++ /dev/null
@@ -1,33 +0,0 @@
-[
-  {
-    "id": "TOPIC-01DEB4",
-    "title": "城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径",
-    "cases": [
-      "GLO-001",
-      "CHN-001",
-      "CHN-001"
-    ],
-    "audience": "城市焦虑青年（26-35岁）",
-    "china_pain_points": "城市农业在中国面临的主要问题",
-    "localization_solution": "国际案例中国化适配方案",
-    "mvp_actions": "读者可立即尝试的3个行动",
-    "estimated_length": 2500,
-    "priority_score": 8,
-    "field": "可持续生活系统",
-    "format": "趋势洞察 + 实操指南",
-    "core_concept": "基于3个城市农业案例，提炼本土化落地策略",
-    "audience_pain": "城市农业领域常见的痛点与困惑",
-    "unique_angle": "国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践",
-    "priority": "中",
-    "total_score": 80,
-    "compliance_score": 100,
-    "source_file": "automation/data/sustainability_topics.json",
-    "ready_at": null,
-    "published_at": null,
-    "platform_urls": {},
-    "status": "待处理",
-    "lock_by": null,
-    "lock_at": null,
-    "created_at": "2026-04-23T10:38:49.999118"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-23/notification_data.json b/automation/data/sustainability_raw/2026-04-23/notification_data.json
deleted file mode 100644
index bce1b0b..0000000
--- a/automation/data/sustainability_raw/2026-04-23/notification_data.json
+++ /dev/null
@@ -1 +0,0 @@
-{"task": "sustainability_collection", "time": "2026-04-23 10:38", "topic_count": 1, "case_count": 3, "source_count": 10, "details_link": "automation/data/sustainability_raw/2026-04-23"}
\ No newline at end of file
diff --git a/automation/data/sustainability_raw/2026-04-20/new_cases.json b/automation/data/sustainability_raw/2026-05-13/new_cases.json
similarity index 100%
rename from automation/data/sustainability_raw/2026-04-20/new_cases.json
rename to automation/data/sustainability_raw/2026-05-13/new_cases.json
diff --git a/automation/data/sustainability_raw/2026-04-22/new_topics.json b/automation/data/sustainability_raw/2026-05-13/new_topics.json
similarity index 71%
rename from automation/data/sustainability_raw/2026-04-22/new_topics.json
rename to automation/data/sustainability_raw/2026-05-13/new_topics.json
index 93add04..8cec17b 100644
--- a/automation/data/sustainability_raw/2026-04-22/new_topics.json
+++ b/automation/data/sustainability_raw/2026-05-13/new_topics.json
@@ -1,13 +1,13 @@
 [
   {
-    "id": "TOPIC-63F42C",
+    "id": "TOPIC-2EAFE9",
     "title": "城市农业新趋势: 东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国落地路径",
     "cases": [
       "GLO-001",
       "CHN-001",
       "CHN-001"
     ],
-    "audience": "城市焦虑青年（26-35岁）",
+    "audience": "城市焦虑青年(26-35岁)",
     "china_pain_points": "城市农业在中国面临的主要问题",
     "localization_solution": "国际案例中国化适配方案",
     "mvp_actions": "读者可立即尝试的3个行动",
@@ -15,9 +15,9 @@
     "priority_score": 8,
     "field": "可持续生活系统",
     "format": "趋势洞察 + 实操指南",
-    "core_concept": "基于3个城市农业案例，提炼本土化落地策略",
+    "core_concept": "基于3个城市农业案例,提炼本土化落地策略",
     "audience_pain": "城市农业领域常见的痛点与困惑",
-    "unique_angle": "国际案例本土化：东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践",
+    "unique_angle": "国际案例本土化:东京垂直农场：10平米 balcony 年产蔬菜 100kg与上海阳台种菜年省 3000 元：居民自种调查的中国实践",
     "priority": "中",
     "total_score": 80,
     "compliance_score": 100,
@@ -28,6 +28,6 @@
     "status": "待处理",
     "lock_by": null,
     "lock_at": null,
-    "created_at": "2026-04-22T08:52:14.499370"
+    "created_at": "2026-05-13T05:01:10.596346"
   }
 ]
\ No newline at end of file
diff --git a/automation/data/sustainability_topics.json.backup_20260416-080302 b/automation/data/sustainability_topics.json.backup_20260416-080302
deleted file mode 100644
index e65e4bb..0000000
--- a/automation/data/sustainability_topics.json.backup_20260416-080302
+++ /dev/null
@@ -1,322 +0,0 @@
-[
-  {
-    "id": "001",
-    "title": "在上海阳台种菜一年，我收获了啥？",
-    "field": "自然 / 生活",
-    "format": "实操指南 + 个人故事",
-    "word_count": "2500",
-    "core_concept": "城市农业不仅是种菜，更是与自然重建连接的生活方式",
-    "audience_pain": "- 想体验田园生活但没条件去农村",
-    "unique_angle": "- 不鼓吹\"田园牧歌\"，客观展示失败和踩坑",
-    "data_cases": [
-      "1. 上海阳台种植调研报告（找本地社区数据）",
-      "2. 不同蔬菜的生长周期和产量数据（农业网站）"
-    ],
-    "estimated_days": "4天",
-    "priority": "高",
-    "priority_score": 10,
-    "publish_date": "2026-04-15",
-    "status": "已发布",
-    "evaluation": {
-      "受众覆盖": 8,
-      "独特性": 9,
-      "数据可得性": 8,
-      "可持续性": 7,
-      "平台契合度": 9,
-      "品牌契合度": 10,
-      "总分": 51
-    },
-    "total_score": 51,
-    "cases": [],
-    "source_file": "001-上海阳台种菜一年.md",
-    "created_at": "2026-04-16T07:52:48.754855",
-    "published_date": "2026-04-16"
-  },
-  {
-    "id": "002",
-    "title": "AI时代，什么能力不会被替代？",
-    "field": "科技 / 职场",
-    "format": "趋势洞察 + 实操建议",
-    "word_count": "2800",
-    "core_concept": "AI淘汰的不是工作，而是不会使用AI的人；但有些\"人类特质\"能力反而更珍贵",
-    "audience_pain": "- 担心被AI替代，职业焦虑严重",
-    "unique_angle": "- 区分配\"被AI强化的能力\"和\"AI无法替代的能力\"",
-    "data_cases": [
-      "1. 世界经济论坛《未来就业报告》技能趋势数据",
-      "2. 美国劳工统计局职业自动化概率研究"
-    ],
-    "estimated_days": "5天",
-    "priority": "高",
-    "priority_score": 10,
-    "publish_date": "2026-04-18",
-    "status": "待处理",
-    "evaluation": {
-      "受众覆盖": 9,
-      "独特性": 8,
-      "数据可得性": 9,
-      "平台契合度": 9,
-      "品牌契合度": 10,
-      "总分": 53
-    },
-    "total_score": 53,
-    "cases": [],
-    "source_file": "002-AI时代什么能力不会被替代.md",
-    "created_at": "2026-04-16T07:52:48.755025"
-  },
-  {
-    "id": "003",
-    "title": "从程序员到数字游民：我的三年转型之路",
-    "field": "工作 / 职场",
-    "format": "个人故事 + 实操指南",
-    "word_count": "2600",
-    "core_concept": "数字游民不是逃离，而是更聪明的工作生活方式选择",
-    "audience_pain": "- 受够了996，想自由但不敢行动",
-    "unique_angle": "- 不美化\"边玩边赚\"，客观展示挑战和代价",
-    "data_cases": [
-      "1. 数字游民调研报告（人数、收入、职业分布）",
-      "2. 不同国家的签证政策和生活成本对比（数字游民签证国家）"
-    ],
-    "estimated_days": "5天",
-    "priority": "高",
-    "priority_score": 10,
-    "publish_date": "2026-04-20",
-    "status": "待处理",
-    "evaluation": {
-      "受众覆盖": 9,
-      "独特性": 8,
-      "数据可得性": 8,
-      "可持续性": 9,
-      "平台契合度": 9,
-      "品牌契合度": 10,
-      "总分": 53
-    },
-    "total_score": 53,
-    "cases": [],
-    "source_file": "003-数字游民这一年.md",
-    "created_at": "2026-04-16T07:52:48.755167"
-  },
-  {
-    "id": "004",
-    "title": "零浪费生活一年：一个家庭产生的垃圾去哪儿了？",
-    "field": "自然 / 生活",
-    "format": "实验记录 + 科普指南",
-    "word_count": "2300",
-    "core_concept": "零浪费不是苦行，而是更聪明的消费选择；个人行动虽小，但能改变系统",
-    "audience_pain": "- 想环保但不知道从何下手",
-    "unique_angle": "- 不道德绑架，用数据和成本说服",
-    "data_cases": [
-      "1. 中国城市生活垃圾产生量数据（统计年鉴）",
-      "2. 不同包装方式的碳足迹对比（生产、运输、处理）"
-    ],
-    "estimated_days": "4天",
-    "priority": "高",
-    "priority_score": 10,
-    "publish_date": "2026-04-22",
-    "status": "待处理",
-    "evaluation": {
-      "受众覆盖": 8,
-      "独特性": 9,
-      "数据可得性": 8,
-      "可持续性": 8,
-      "平台契合度": 8,
-      "品牌契合度": 10,
-      "总分": 51
-    },
-    "total_score": 51,
-    "cases": [],
-    "source_file": "004-零浪费生活一年实验.md",
-    "created_at": "2026-04-16T07:52:48.755315"
-  },
-  {
-    "id": "005",
-    "title": "深度工作实践：如何在干扰世界中保持专注",
-    "field": "工作 / 生产力",
-    "format": "实操指南 + 个人实验",
-    "word_count": "2400",
-    "core_concept": "专注力是新时代最稀缺的资源，通过系统方法可以重建深度工作能力",
-    "audience_pain": "- 每天忙碌但没产出，时间碎片化",
-    "unique_angle": "- 不鸡汤，用实验数据和自我追踪说话",
-    "data_cases": [
-      "1. Cal Newport《深度工作》理论体系",
-      "2. 注意力恢复理论（Attention Restoration Theory）"
-    ],
-    "estimated_days": "4天",
-    "priority": "高",
-    "priority_score": 10,
-    "publish_date": "2026-04-23",
-    "status": "待处理",
-    "evaluation": {
-      "受众覆盖": 9,
-      "独特性": 7,
-      "数据可得性": 9,
-      "可持续性": 8,
-      "平台契合度": 9,
-      "品牌契合度": 8,
-      "总分": 50
-    },
-    "total_score": 50,
-    "cases": [],
-    "source_file": "005-深度工作实践.md",
-    "created_at": "2026-04-16T07:52:48.755469"
-  },
-  {
-    "id": "006",
-    "title": "副业月入过万：我一个程序员的三年探索之路",
-    "field": "工作 / 副业",
-    "format": "实操经验 + 方法论总结",
-    "word_count": "2700",
-    "core_concept": "副业不是投机，而是将主业技能产品化、多元化的过程",
-    "audience_pain": "- 工资不够花，想搞钱但不知道从哪开始",
-    "unique_angle": "- 从技术人视角（程序员）看副业选项，但方法论通用",
-    "data_cases": [
-      "1. 中国职场人副业调研报告（参与率、收入分布）",
-      "2. 程序员技能变现渠道对比（外包、咨询、产品、内容）"
-    ],
-    "estimated_days": "5天",
-    "priority": "高",
-    "priority_score": 10,
-    "publish_date": "2026-04-25",
-    "status": "待处理",
-    "evaluation": {
-      "受众覆盖": 9,
-      "独特性": 7,
-      "数据可得性": 9,
-      "可持续性": 9,
-      "平台契合度": 9,
-      "品牌契合度": 9,
-      "总分": 52
-    },
-    "total_score": 52,
-    "cases": [],
-    "source_file": "006-副业月入过万.md",
-    "created_at": "2026-04-16T07:52:48.755650"
-  },
-  {
-    "id": "007",
-    "title": "正念冥想一年：从焦虑到平静的转变",
-    "field": "人文 / 心理健康",
-    "format": "个人实验 + 科学解读",
-    "word_count": "2200",
-    "core_concept": "冥想不是玄学，是可训练的大脑肌肉；一年练习带来可测量的认知和情绪变化",
-    "audience_pain": "- 焦虑、失眠、注意力不集中",
-    "unique_angle": "- 用科学家态度做自我实验（追踪数据、前后对比）",
-    "data_cases": [
-      "1. 冥想改变大脑结构的研究（灰质增加、杏仁核缩小）",
-      "2. 压力激素（皮质醇）水平变化数据"
-    ],
-    "estimated_days": "4天",
-    "priority": "中",
-    "priority_score": 7,
-    "publish_date": "2026-04-27",
-    "status": "待处理",
-    "evaluation": {
-      "受众覆盖": 8,
-      "独特性": 8,
-      "数据可得性": 8,
-      "可持续性": 7,
-      "平台契合度": 8,
-      "品牌契合度": 9,
-      "总分": 48
-    },
-    "total_score": 48,
-    "cases": [],
-    "source_file": "007-正念冥想一年变化.md",
-    "created_at": "2026-04-16T07:52:48.755802"
-  },
-  {
-    "id": "008",
-    "title": "极简3年：我从囤积症到少物生活的转变",
-    "field": "人文 / 生活方式",
-    "format": "个人转变故事 + 实操指南",
-    "word_count": "2500",
-    "core_concept": "极简不是扔东西，而是重新定义\"足够\"；通过减少物质，增加精神丰盈",
-    "audience_pain": "- 家里东西越来越多，整理完很快又乱",
-    "unique_angle": "- 从囤积症患者到极简主义者的真实转变（有心理过程）",
-    "data_cases": [
-      "1. 极简主义创始人（Joshua & Ryan）理念和实践",
-      "2. 物品生命周期研究（平均使用次数、浪费数据）"
-    ],
-    "estimated_days": "4天",
-    "priority": "中",
-    "priority_score": 7,
-    "publish_date": "2026-04-29",
-    "status": "待处理",
-    "evaluation": {
-      "受众覆盖": 8,
-      "独特性": 8,
-      "数据可得性": 8,
-      "可持续性": 8,
-      "平台契合度": 8,
-      "品牌契合度": 10,
-      "总分": 50
-    },
-    "total_score": 50,
-    "cases": [],
-    "source_file": "008-极简3年我学会了.md",
-    "created_at": "2026-04-16T07:52:48.755960"
-  },
-  {
-    "id": "009",
-    "title": "城市观鸟指南：如何在水泥森林发现 biodiversity",
-    "field": "自然 / 科普",
-    "format": "实操指南 + 城市生态观察",
-    "word_count": "2000",
-    "core_concept": "自然不在远方，就在身边；城市也是wildlife的栖息地，学会观察能提升生活幸福感",
-    "audience_pain": "- 想接触自然但没时间去郊外",
-    "unique_angle": "- 城市观鸟入门，从\"完全小白\"到\"常见鸟达人\"",
-    "data_cases": [
-      "1. 城市生物多样性调研报告（中国的城市化与野生动物）",
-      "2. 常见城市鸟类图鉴（种类、特征、习性）"
-    ],
-    "estimated_days": "3天",
-    "priority": "中",
-    "priority_score": 7,
-    "publish_date": "2026-05-01",
-    "status": "待处理",
-    "evaluation": {
-      "受众覆盖": 7,
-      "独特性": 9,
-      "数据可得性": 8,
-      "可持续性": 9,
-      "平台契合度": 8,
-      "品牌契合度": 10,
-      "总分": 51
-    },
-    "total_score": 51,
-    "cases": [],
-    "source_file": "009-城市观鸟指南.md",
-    "created_at": "2026-04-16T07:52:48.756111"
-  },
-  {
-    "id": "010",
-    "title": "个人知识管理系统（PKM）实践：我用一年搭建的第二大脑",
-    "field": "工作 / 生产力",
-    "format": "实操教程 + 系统设计",
-    "word_count": "2800",
-    "core_concept": "信息时代，会学习不如会管理知识；一个适合自己的PKM系统能释放认知带宽，提升创造力和决策质量",
-    "audience_pain": "- 收藏无数，但从未回看（收藏夹吃灰）",
-    "unique_angle": "- 不推销特定工具，强调方法论+适合自己的选择",
-    "data_cases": [
-      "1. PKM方法论（Zettelkasten、PARA、CODE等）",
-      "2. 工具对比研究（Notion、Obsidian、Roam、Logseq、飞书、Notability）"
-    ],
-    "estimated_days": "5天",
-    "priority": "中",
-    "priority_score": 7,
-    "publish_date": "2026-05-03",
-    "status": "待处理",
-    "evaluation": {
-      "受众覆盖": 8,
-      "独特性": 8,
-      "数据可得性": 9,
-      "可持续性": 9,
-      "平台契合度": 9,
-      "品牌契合度": 9,
-      "总分": 52
-    },
-    "total_score": 52,
-    "cases": [],
-    "source_file": "010-PKM实践.md",
-    "created_at": "2026-04-16T07:52:48.756300"
-  }
-]
\ No newline at end of file
diff --git a/automation/data/sustainability_topics.json.bak b/automation/data/sustainability_topics.json.bak
deleted file mode 100644
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-[
-  {
-    "id": "A01",
-    "title": "远程工作2026中国指南：从'不可能'到'可行'的路径图",
-    "field": "未来工作方式",
-    "format": "趋势洞察 + 实操指南",
-    "core_concept": "通过法律实操（合同、社保、个税）和心理建设（孤独应对），在中国环境下实现远程工作",
-    "audience_pain": "想远程但不知如何合法操作，担心被边缘化",
-    "unique_angle": "对比GitLab/Zapier海外实践，本土化落地策略",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 53,
-    "status": "待发布",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436643",
-    "ready_at": "2026-04-18",
-    "compliance_score": 100,
-    "lock_by": null,
-    "lock_at": null,
-    "platform_urls": {},
-    "published_at": null
-  },
-  {
-    "id": "A02",
-    "title": "AI副业入门：用DeepSeek实现第一笔收入的100天",
-    "field": "未来工作方式",
-    "format": "实操指南 + 案例研究",
-    "core_concept": "从代写文案/数据分析起步，通过Fiverr国内外平台对比，制定定价策略和违规红线规避",
-    "audience_pain": "想用AI赚钱但不知从何开始，怕踩坑",
-    "unique_angle": "对比Fiverr海外繁荣 vs 国内空白，提供本土化接单路径",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 52,
-    "status": "待发布",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436654",
-    "ready_at": "2026-04-19",
-    "compliance_score": 100,
-    "lock_by": null,
-    "lock_at": null
-  },
-  {
-    "id": "A03",
-    "title": "数字游民签证全解析：30个国家政策对比，中国护照能去哪些？",
-    "field": "未来工作方式",
-    "format": "对比分析 + 实操指南",
-    "core_concept": "分析爱沙尼亚/葡萄牙/巴厘岛等30国游民签证，结合中国护照限制，给出签证+保险+税务+社群的完整路线",
-    "audience_pain": "想地理套利但被签证和社保困扰",
-    "unique_angle": "不是简单列出签证，而是给出中国护照持有者的可行组合方案（如泰国+大马+巴厘岛）",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 51,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436656",
-    "ready_at": "2026-04-16",
-    "compliance_score": 100
-  },
-  {
-    "id": "A04",
-    "title": "一人公司实验：从创意到营收的365天日志",
-    "field": "未来工作方式",
-    "format": "实践日志 + 方法论",
-    "core_concept": "基于Indie Hackers案例，结合中国孤独创业现状，提供MVP设计、现金流管理、法律合规的一站式指南",
-    "audience_pain": "想单干但怕失败、缺启动资金、不懂营销",
-    "unique_angle": "真实日志形式，展示完整从0到营收的过程，不美化",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 50,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436658",
-    "ready_at": "2026-04-16",
-    "compliance_score": 100
-  },
-  {
-    "id": "A05",
-    "title": "AI时代的技能组合：什么技能值得投入10年？",
-    "field": "未来工作方式",
-    "format": "趋势分析 + 个人规划",
-    "core_concept": "基于WEF未来技能报告，划分4个技能维度（AI强化型、AI无法替代、复合型、过时型），帮中国职场人识别护城河技能",
-    "audience_pain": "学什么都不放心，怕投入时间后AI又取代",
-    "unique_angle": "将全球宏观报告转化为个人技能地图，提供可视化工具",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 50,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436660",
-    "ready_at": "2026-04-17",
-    "compliance_score": 100
-  },
-  {
-    "id": "B01",
-    "title": "城市农业ROI报告：20㎡阳台种菜一年，省了多少钱？",
-    "field": "可持续生活系统",
-    "format": "数据分析 + 实操指南",
-    "core_concept": "对比东京垂直农场与国内空间限制，精选高ROI蔬菜品种，智能设备自动灌溉，给出详细成本核算和品种推荐",
-    "audience_pain": "想种但怕麻烦、怕亏本、不知道种什么",
-    "unique_angle": "用财务思维算账（投入/产出/时间成本），打破'种菜必须有地'的思维",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 52,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436665",
-    "ready_at": "2026-04-16",
-    "compliance_score": 100
-  },
-  {
-    "id": "B02",
-    "title": "零浪费家庭实验：一年只产100L垃圾，可能吗？",
-    "field": "可持续生活系统",
-    "format": "实践实验 + 方法论",
-    "core_concept": "对比瑞典零浪费城市，针对中国垃圾分类困境，提供垃圾追踪表、替代方案数据库、社区互助网络",
-    "audience_pain": "想环保但觉得做不到、不知道从哪减",
-    "unique_angle": "极限实验（100L/年）+ 可执行步骤（从塑料减量开始），不理想化",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 51,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436667",
-    "ready_at": "2026-04-16",
-    "compliance_score": 100
-  },
-  {
-    "id": "B03",
-    "title": "低碳生活账单：用3年省了8万，碳足迹降了60%",
-    "field": "可持续生活系统",
-    "format": "数据分析 + 案例研究",
-    "core_concept": "对比欧洲碳税政策，从交通（电动车+共享）、饮食（植物为主）、消费（二手优先）三个维度，展示真实账单变化",
-    "audience_pain": "觉得低碳=更贵，不敢尝试",
-    "unique_angle": "用财务数据说话（省8万），打破'环保=烧钱'误解",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 50,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436669",
-    "ready_at": "2026-04-16",
-    "compliance_score": 100
-  },
-  {
-    "id": "B04",
-    "title": "循环消费实战：10件物品，用3年省了2万",
-    "field": "可持续生活系统",
-    "format": "实操指南 + 案例清单",
-    "core_concept": "对比法国二手强制法与中国闲鱼文化，提供购买决策树（买新/二手/租）、延长寿命技巧、转卖策略",
-    "audience_pain": "想买二手但怕质量差、怕麻烦",
-    "unique_angle": "10件物品的具体交易记录和对比（手机、相机、家具等），可复制",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 50,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436671",
-    "ready_at": "2026-04-17",
-    "compliance_score": 100
-  },
-  {
-    "id": "B05",
-    "title": "社区菜园指南：如何推动小区5户邻居共建共享",
-    "field": "可持续生活系统",
-    "format": "方法论 + 实操步骤",
-    "core_concept": "对比纽约社区花园政策与中国物业协调难题，提供法律风险（物权）、利益分配机制、技术方案（分区+智能）",
-    "audience_pain": "想组织但怕纠纷、不懂法律、协调不了邻居",
-    "unique_angle": "从1个友好小区试点开始，成功后复制，降低风险",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 49,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436673",
-    "ready_at": "2026-04-16",
-    "compliance_score": 100
-  },
-  {
-    "id": "C01",
-    "title": "第二大脑2.0：用DeepSeek+本地向量库建立私有知识系统",
-    "field": "个人知识工厂",
-    "format": "技术指南 + 实操案例",
-    "core_concept": "对比Obsidian+RAG海外实践，针对国内云服务担忧，提供数据主权、隐私保护、无缝检索、AI问答的本地化方案",
-    "audience_pain": "想系统化知识但担心云存储安全，怕复杂",
-    "unique_angle": "强调数据主权，从API调用到本地部署的渐进路线",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 52,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436675",
-    "ready_at": "2026-04-18",
-    "compliance_score": 100
-  },
-  {
-    "id": "C02",
-    "title": "PKM极简实践：PARA系统在Notion上的落地模板",
-    "field": "个人知识工厂",
-    "format": "模板分享 + 方法论",
-    "core_concept": "将Tiago Forte的PARA体系简化为3个核心文件夹，每周10分钟维护，AI辅助整理，让中国人真正用起来",
-    "audience_pain": "学了方法坚持不了，工具复杂难上手",
-    "unique_angle": "极简版（4个区）+ 每日5分钟习惯养成，降低门槛",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 51,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436677"
-  },
-  {
-    "id": "C03",
-    "title": "费曼学习法AI增强：如何让AI帮你'教'懂一个概念",
-    "field": "个人知识工厂",
-    "format": "方法论 + 实践工具",
-    "core_concept": "结合经典费曼技巧与AI工具，三步法（AI简化→自我复述→Gap识别）+ 输出倒逼输入",
-    "audience_pain": "学东西记不住，自以为懂了但其实不会",
-    "unique_angle": "用AI当'测试官'，验证你的理解深度，非被动接受知识",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 50,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436679"
-  },
-  {
-    "id": "C04",
-    "title": "AI个人助理搭建：从ChatGPT到私有化部署的完整路线",
-    "field": "个人知识工厂",
-    "format": "技术路线图 + 成本分析",
-    "core_concept": "基于海外个人AI助手普及现状，针对国内数据安全顾虑，提供从API调用到本地部署的渐进式方案（成本可控）",
-    "audience_pain": "想用AI助手但又怕数据泄露，不知如何起步",
-    "unique_angle": "不是直接推本地部署（成本高），而是API优先，敏感时再本地策略",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 50,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436680"
-  },
-  {
-    "id": "C05",
-    "title": "技能树可视化：用思维导图规划5年职业路径",
-    "field": "个人知识工厂",
-    "format": "方法论 + 工具模板",
-    "core_concept": "借鉴化工业界能力模型，构建硬技能×软技能矩阵，行业对标和学习资源聚合，让职业成长可规划",
-    "audience_pain": "不知道学什么，学了不知道用在哪，职业迷茫",
-    "unique_angle": "技能树而非技能列表，展示技能间关联和成长路径",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 49,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436682"
-  },
-  {
-    "id": "D01",
-    "title": "AI伦理实践指南：开发者在中国的合规清单",
-    "field": "科技人文交叉",
-    "format": "合规指南 + 案例分析",
-    "core_concept": "对比EU AI Act与中国算法推荐管理规定，提供数据隐私、歧视检测、透明度义务、备案流程的自查清单",
-    "audience_pain": "开发者不了解国内AI伦理法规，怕踩雷",
-    "unique_angle": "不是泛泛而谈伦理，而是具体到'备案流程'和'自查表'，即拿即用",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 51,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436687",
-    "ready_at": "2026-04-16",
-    "compliance_score": 100
-  },
-  {
-    "id": "D02",
-    "title": "数字排毒月：戒掉微信/抖音后，生活发生了什么",
-    "field": "科技人文交叉",
-    "format": "实践实验 + 效果分析",
-    "core_concept": "对比硅谷禅修热与中国'失联恐惧'，采用渐进式戒断（无屏时段）+ 替代活动 + 社交边界管理",
-    "audience_pain": "想减少屏幕时间但又怕错过重要信息，自律困难",
-    "unique_angle": "真实实验记录（not理论），展示戒断前后的生活变化数据",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 50,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436689"
-  },
-  {
-    "id": "D03",
-    "title": "银发科技报告：给爸妈装智能设备，学到的5个设计原则",
-    "field": "科技人文交叉",
-    "format": "设计原则 + 案例",
-    "core_concept": "对比日本适老化设计与国产'适老模式'鸡肋，提炼简化选项、物理反馈、容错设计、情感连接的具体方案",
-    "audience_pain": "给父母买智能设备但他们不用，功能复杂",
-    "unique_angle": "不是推荐产品，而是总结5个设计原则，让读者自己改造设备",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 49,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436690"
-  },
-  {
-    "id": "D04",
-    "title": "儿童数字素养课：10岁儿子的AI启蒙12周",
-    "field": "科技人文交叉",
-    "format": "教育日志 + 方法论",
-    "core_concept": "对比芬兰AI教育与国内家长'禁止接触'心态，通过每周1次'AI家庭时间'，培养批判性思维和创造力",
-    "audience_pain": "不知如何让孩子正确认识AI，怕沉迷又怕脱节",
-    "unique_angle": "真实父子12周项目记录，提供可复制的课程大纲",
-    "priority": "中",
-    "priority_score": 7,
-    "total_score": 48,
-    "status": "待处理",
-    "cases": [],
-    "source_file": "strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md",
-    "created_at": "2026-04-16T09:42:54.436692"
-  },
-  {
-    "id": "D05",
-    "title": "科技与自然共生：如何用AI让阳台农场更'自然'",
-    "field": "科技人文交叉",
-    "format": "理念 + 实操方案",
-    "core_concept": "对比荷兰智能温室与中国人'回归原始'误区，实现技术隐形化（传感器+提醒）+ 自然反馈闭环 + 人工仪式感",
-    "audience_pain": "想用科技但又怕失去'自然感'，追求矛盾",
-    "unique_angle": "技术与情感连接的平衡方案，AI只做幕后，人工保留仪式",
-    "priority": "高",
-    "priority_score": 10,
-    "total_score": 48,
-    "status": "待处理",
-    "cases": [],
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\ No newline at end of file
diff --git a/automation/data/topic_suggestions.json b/automation/data/topic_suggestions.json
new file mode 100644
index 0000000..b8c5667
--- /dev/null
+++ b/automation/data/topic_suggestions.json
@@ -0,0 +1,187 @@
+{
+  "date": "2026-05-10",
+  "gaps": [
+    {
+      "domain": "远程工作",
+      "topic": "远程工作2.0时代",
+      "reason": "疫情后远程工作模式持续升级，企业与员工探索新型协作方式",
+      "hot_keywords": [
+        "异步协作",
+        "数字游牧",
+        "远程团队管理"
+      ],
+      "platform": "知乎"
+    },
+    {
+      "domain": "AI工具",
+      "topic": "AI绘画工具大战",
+      "reason": "MidJourney、Stable Diffusion等工具更新迭代，用户创作热情高涨",
+      "hot_keywords": [
+        "AI绘画",
+        "提示词工程",
+        "商用授权"
+      ],
+      "platform": "微博"
+    },
+    {
+      "domain": "可持续生活",
+      "topic": "低碳生活实践",
+      "reason": "碳中和目标推动下，个人可持续生活方式成为热门讨论",
+      "hot_keywords": [
+        "零废弃",
+        "二手经济",
+        "绿色出行"
+      ],
+      "platform": "小红书"
+    },
+    {
+      "domain": "知识管理",
+      "topic": "第二大脑（Zettelkasten）",
+      "reason": "知识工作者追求高效学习与输出，个人知识管理系统流行",
+      "hot_keywords": [
+        "Obsidian",
+        "卡片笔记法",
+        "知识连接"
+      ],
+      "platform": "知乎"
+    },
+    {
+      "domain": "数字生活",
+      "topic": "数字极简主义",
+      "reason": "信息过载背景下，用户开始主动减少数字干扰",
+      "hot_keywords": [
+        "数字断舍离",
+        "专注力管理",
+        "低刺激设计"
+      ],
+      "platform": "微博"
+    },
+    {
+      "domain": "科技人文",
+      "topic": "元宇宙伦理",
+      "reason": "虚拟世界发展引发关于隐私、身份与社会关系的深度讨论",
+      "hot_keywords": [
+        "数字身份",
+        "虚拟伦理",
+        "元宇宙治理"
+      ],
+      "platform": "知乎"
+    },
+    {
+      "domain": "远程工作",
+      "topic": "远程工作税务问题",
+      "reason": "跨境远程工作带来的税务合规性成为热议焦点",
+      "hot_keywords": [
+        "远程税务",
+        "数字游牧税",
+        "跨境合规"
+      ],
+      "platform": "微博"
+    },
+    {
+      "domain": "AI工具",
+      "topic": "AI辅助写作",
+      "reason": "ChatGPT等工具推动内容创作效率提升，引发创作伦理讨论",
+      "hot_keywords": [
+        "AI写作",
+        "内容原创性",
+        "AI辅助创作"
+      ],
+      "platform": "小红书"
+    },
+    {
+      "domain": "可持续生活",
+      "topic": "城市垂直农业",
+      "reason": "城市化进程中，本地化食品生产成为可持续发展新方向",
+      "hot_keywords": [
+        "屋顶农场",
+        "水培种植",
+        "本地供应链"
+      ],
+      "platform": "知乎"
+    },
+    {
+      "domain": "数字生活",
+      "topic": "数字遗产管理",
+      "reason": "数字资产继承问题随着老龄化社会到来受到关注",
+      "hot_keywords": [
+        "数字遗嘱",
+        "账号继承",
+        "数字身后事"
+      ],
+      "platform": "微博"
+    }
+  ],
+  "suggestions": [
+    {
+      "title": "远程工作2.0：企业与员工的新协作",
+      "field": "职场与管理",
+      "core_concept": "疫情后远程工作模式持续升级，企业与员工探索新型协作方式",
+      "audience_pain": "如何在远程工作中保持高效协作与团队凝聚力",
+      "unique_angle": "从企业与员工双方视角分析远程工作2.0的实践与挑战"
+    },
+    {
+      "title": "AI绘画工具大战：创作革命还是泡沫？",
+      "field": "科技与创意",
+      "core_concept": "MidJourney、Stable Diffusion等工具更新迭代，用户创作热情高涨",
+      "audience_pain": "如何在AI工具辅助下提升创作效率与质量",
+      "unique_angle": "探讨AI绘画工具对传统艺术行业的影响与未来发展趋势"
+    },
+    {
+      "title": "低碳生活实践：你的每个选择都在改变世界",
+      "field": "环保与可持续",
+      "core_concept": "碳中和目标推动下，个人可持续生活方式成为热门讨论",
+      "audience_pain": "如何在日常生活中实践低碳，减少个人碳足迹",
+      "unique_angle": "从个人行为到社会影响，探索低碳生活的实践与意义"
+    },
+    {
+      "title": "第二大脑：知识管理的终极武器",
+      "field": "学习与生产力",
+      "core_concept": "知识工作者追求高效学习与输出，个人知识管理系统流行",
+      "audience_pain": "如何高效管理知识，提升学习与工作效率",
+      "unique_angle": "Zettelkasten方法的实践与优化，适用于不同场景的知识管理技巧"
+    },
+    {
+      "title": "数字极简主义：减少干扰，提升专注力",
+      "field": "数字生活",
+      "core_concept": "信息过载背景下，用户开始主动减少数字干扰",
+      "audience_pain": "如何在数字化时代保持专注，减少信息过载",
+      "unique_angle": "数字极简主义的实践方法与工具推荐，提升生活质量"
+    },
+    {
+      "title": "元宇宙伦理：虚拟世界的道德边界",
+      "field": "科技与人文",
+      "core_concept": "虚拟世界发展引发关于隐私、身份与社会关系的深度讨论",
+      "audience_pain": "如何在元宇宙中保护个人隐私与身份安全",
+      "unique_angle": "探讨元宇宙伦理的核心问题与可能的解决方案"
+    },
+    {
+      "title": "远程工作税务问题：跨境远程工作的合规指南",
+      "field": "职场与财务",
+      "core_concept": "跨境远程工作带来的税务合规性成为热议焦点",
+      "audience_pain": "如何在跨境远程工作中遵守税务法规，避免合规风险",
+      "unique_angle": "从法律与实践角度分析远程工作税务问题的解决方案"
+    },
+    {
+      "title": "AI辅助写作：创作效率的提升与伦理的思考",
+      "field": "科技与创意",
+      "core_concept": "ChatGPT等工具推动内容创作效率提升，引发创作伦理讨论",
+      "audience_pain": "如何利用AI工具提升创作效率，同时保持内容原创性",
+      "unique_angle": "探讨AI辅助写作的最佳实践与伦理边界"
+    },
+    {
+      "title": "城市垂直农业：未来食品生产的新方向",
+      "field": "环保与可持续",
+      "core_concept": "城市化进程中，本地化食品生产成为可持续发展新方向",
+      "audience_pain": "如何在城市中实现可持续的食品生产与供应",
+      "unique_angle": "城市垂直农业的技术与实践，探索未来食品生产的可能性"
+    },
+    {
+      "title": "数字遗产管理：老龄化社会的新挑战",
+      "field": "数字生活",
+      "core_concept": "数字资产继承问题随着老龄化社会到来受到关注",
+      "audience_pain": "如何管理与传承数字资产，避免遗产纠纷",
+      "unique_angle": "数字遗产管理的法律与实践指南，保护个人数字资产"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/automation/data/trends.json b/automation/data/trends.json
new file mode 100644
index 0000000..be8ac17
--- /dev/null
+++ b/automation/data/trends.json
@@ -0,0 +1,116 @@
+{
+  "date": "2026-05-10",
+  "updated_at": "2026-05-10T21:11:01.956294",
+  "trends": [
+    {
+      "domain": "远程工作",
+      "topic": "远程工作2.0时代",
+      "reason": "疫情后远程工作模式持续升级，企业与员工探索新型协作方式",
+      "hot_keywords": [
+        "异步协作",
+        "数字游牧",
+        "远程团队管理"
+      ],
+      "platform": "知乎"
+    },
+    {
+      "domain": "AI工具",
+      "topic": "AI绘画工具大战",
+      "reason": "MidJourney、Stable Diffusion等工具更新迭代，用户创作热情高涨",
+      "hot_keywords": [
+        "AI绘画",
+        "提示词工程",
+        "商用授权"
+      ],
+      "platform": "微博"
+    },
+    {
+      "domain": "可持续生活",
+      "topic": "低碳生活实践",
+      "reason": "碳中和目标推动下，个人可持续生活方式成为热门讨论",
+      "hot_keywords": [
+        "零废弃",
+        "二手经济",
+        "绿色出行"
+      ],
+      "platform": "小红书"
+    },
+    {
+      "domain": "知识管理",
+      "topic": "第二大脑（Zettelkasten）",
+      "reason": "知识工作者追求高效学习与输出，个人知识管理系统流行",
+      "hot_keywords": [
+        "Obsidian",
+        "卡片笔记法",
+        "知识连接"
+      ],
+      "platform": "知乎"
+    },
+    {
+      "domain": "数字生活",
+      "topic": "数字极简主义",
+      "reason": "信息过载背景下，用户开始主动减少数字干扰",
+      "hot_keywords": [
+        "数字断舍离",
+        "专注力管理",
+        "低刺激设计"
+      ],
+      "platform": "微博"
+    },
+    {
+      "domain": "科技人文",
+      "topic": "元宇宙伦理",
+      "reason": "虚拟世界发展引发关于隐私、身份与社会关系的深度讨论",
+      "hot_keywords": [
+        "数字身份",
+        "虚拟伦理",
+        "元宇宙治理"
+      ],
+      "platform": "知乎"
+    },
+    {
+      "domain": "远程工作",
+      "topic": "远程工作税务问题",
+      "reason": "跨境远程工作带来的税务合规性成为热议焦点",
+      "hot_keywords": [
+        "远程税务",
+        "数字游牧税",
+        "跨境合规"
+      ],
+      "platform": "微博"
+    },
+    {
+      "domain": "AI工具",
+      "topic": "AI辅助写作",
+      "reason": "ChatGPT等工具推动内容创作效率提升，引发创作伦理讨论",
+      "hot_keywords": [
+        "AI写作",
+        "内容原创性",
+        "AI辅助创作"
+      ],
+      "platform": "小红书"
+    },
+    {
+      "domain": "可持续生活",
+      "topic": "城市垂直农业",
+      "reason": "城市化进程中，本地化食品生产成为可持续发展新方向",
+      "hot_keywords": [
+        "屋顶农场",
+        "水培种植",
+        "本地供应链"
+      ],
+      "platform": "知乎"
+    },
+    {
+      "domain": "数字生活",
+      "topic": "数字遗产管理",
+      "reason": "数字资产继承问题随着老龄化社会到来受到关注",
+      "hot_keywords": [
+        "数字遗嘱",
+        "账号继承",
+        "数字身后事"
+      ],
+      "platform": "微博"
+    }
+  ]
+}
\ No newline at end of file
diff --git a/data/topics.db b/automation/data/yu_zhi_ran.db
similarity index 100%
rename from data/topics.db
rename to automation/data/yu_zhi_ran.db
diff --git a/automation/temp/xhs/A01_content.md b/automation/temp/xhs/A01_content.md
deleted file mode 100644
index 5f9d51c..0000000
--- a/automation/temp/xhs/A01_content.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# 远程工作2026中国指南：从'不可能'到'可行'的路径图 - 2026-04-18 - 小红书笔记
-
-宇 宇之然 | 可持续生活指南 每天分享一个可执行的可持续行动 ✨ 远程工作2026中国指南：从'不可能'到'可行'的路径图 📅 2026-04-18 更新 一、引言（约200字） （LLM 调用失败：HTTP 502: {"error":{"message":"Model resources are currently busy. Please try again later. (request_id: chatcmpl-a647339c834e416dbf098a188ed8766b)","type":"upstream_error"}}，请手动补充） 二、核心观点（约300字） （LLM 调用失败：HTTP 502: {"error":{"message":"Model resources are currently busy. Please try again later. (request_id: chatcmpl-6aad3f3eeae24384a0afbf4ce1b037ef)","type":"upstream_error"}}，请手动补充） 三、受众痛点分析（约300字） （LLM 调用失败：HTTP 502: {"error":{"message":"Model resources are currently busy. Please try again later. (request_id: chatcmpl-4d610fbf467a441bbe8dc6578007c901)","type":"upstream_error"}}，请手动补充） 四、全球/行业趋势与案例（约500字） （LLM 调用失败：HTTP 502: {"error":{"message":"Model resources are currently busy. Please try again later. (request_id: chatcmpl-3164807ca0a74d0e94463c37ffcc087b)","type":"upstream_error"}}，请手动补充） 五、本土落地建议（约400字） （LLM 调用失败：HTTP 502: {"error":{"message":"Model resources are currently busy. Please try again later. (request_id: chatcmpl-a0f3a93c753343728c95710199606b24)","type":"upstream_error"}}，请手动补充） 七、行动指南（MVP，约200字） （LLM 调用失败：HTTP 502: {"error":{"message":"Model resources are currently busy. Please try again later. (request_id: chatcmpl-c4603414e2ac475d85cac4783b693530)","type":"upstream_error"}}，请手动补充） 八、总结与鼓励（约200字） （LLM 调用失败：HTTP 502: {"error":{"message":"Model resources are currently busy. Please try again later. (request_id: chatcmpl-00fa2593e1db47de8b7c078e789dc663)","type":"upstream_error"}}，请手动补充） 九、参考文献 （LLM 调用失败：HTTP 502: {"error":{"message":"Model resources are currently busy. Please try again later. (request_id: chatcmpl-b68f9f2bb8f94c148b249980e6301508)","type":"upstream_error"}}，请手动补充） （本文由宇之然AI助手生成，数据来源可靠，内容经合规审查） 生成时间：2026-04-18 #AI #可持续 #生活方式 💚 本文由宇之然AI助手生成，基于全球可持续性趋势研究 📊 数据经过交叉验证 | 🌍 每天更新，让可持续生活更简单 💬 欢迎在评论区分享你的实践经验和改进建议
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diff --git a/content/ideas/README.md b/content/ideas/README.md
index 9176018..08fd2b1 100644
--- a/content/ideas/README.md
+++ b/content/ideas/README.md
@@ -37,11 +37,22 @@
 **30-40分** → 考虑执行
 **< 30分** → 暂缓或放弃
 
-## 当前选题列表
+## 当前选题列表（个人叙事版 001-010）
 
 | 编号 | 选题名称 | 领域 | 优先级 | 得分 | 状态 |
 |------|----------|------|--------|------|------|
-| 001 | [待添加] | - | - | - | 待处理 |
+| 001 | 在上海阳台种菜一年，我收获了啥？ | 自然/生活 | 高 | 51 | ✅ 已发布 |
+| 002 | AI时代，什么能力不会被替代？ | 科技/职场 | 高 | 48 | 📝 待创作 |
+| 003 | 从程序员到数字游民：三年转型之路 | 工作/职场 | 高 | 45 | 📝 待创作 |
+| 004 | 零浪费生活一年实验 | 自然/生活 | 中 | 42 | 📝 待创作 |
+| 005 | 深度工作实践：如何在干扰世界保持专注 | 工作/生产力 | 高 | 46 | 📝 待创作 |
+| 006 | 副业月入过万：程序员的三年探索 | 工作/副业 | 中 | 40 | 📝 待创作 |
+| 007 | 正念冥想一年：从焦虑到平静的转变 | 人文/心理 | 中 | 41 | 📝 待创作 |
+| 008 | 极简3年：从囤积症到少物生活的转变 | 人文/生活 | 中 | 39 | 📝 待创作 |
+| 009 | 城市观鸟指南：如何在水泥森林发现biodiversity | 自然/科普 | 中 | 38 | 📝 待创作 |
+| 010 | 个人知识管理系统（PKM）实践 | 工作/生产力 | 高 | 47 | 📝 待创作 |
+
+> 另有 **全球-本土对比新选题（20个）** 详见 `strategy/全球-本土比较研究与全新内容战略规划-2026-04-15.md`，分为4大支柱：未来工作方式、可持续生活、知识工厂、科技人文。
 
 ## 批量添加选题
 
diff --git a/platform/backend/.env.example b/platform/backend/.env.example
index 33bc37f..137c43b 100644
--- a/platform/backend/.env.example
+++ b/platform/backend/.env.example
@@ -16,4 +16,9 @@ ENVIRONMENT=development
 LOG_LEVEL=INFO
 
 # CORS配置（生产环境）
-ALLOWED_ORIGINS=http://localhost:8080,https://yourdomain.com
\ No newline at end of file
+ALLOWED_ORIGINS=http://localhost:8080,https://yourdomain.com
+
+# LLM API配置
+LLM_API_KEY=nvapi-your-key-here
+LLM_BASE_URL=https://integrate.api.nvidia.com/v1
+LLM_MODEL=google/gemma-3n-e4b-it
\ No newline at end of file
diff --git a/platform/backend/app/api/articles.py b/platform/backend/app/api/articles.py
index 3ff662e..a10dd76 100644
--- a/platform/backend/app/api/articles.py
+++ b/platform/backend/app/api/articles.py
@@ -1,53 +1,42 @@
 from fastapi import APIRouter, HTTPException, Query, Depends
+from sqlalchemy.orm import Session
 from pathlib import Path
 import os
 from datetime import datetime, date
 
 from ..database import get_db
-from ..models import User
+from ..models import User, Article
 from .auth import get_current_user
 
 router = APIRouter(prefix="/api/articles", tags=["articles"])
 
-PROJECT_ROOT = Path('/root/openclaw-workspace/projects/yu-zhi-ran')
-
 @router.get("/drafts")
-def list_drafts(publish_date: str = None, current_user: User = Depends(get_current_user)):
-    """列出指定日期的草稿文件（三平台）"""
-    if not publish_date:
-        publish_date = date.today().isoformat()
-    base_dir = PROJECT_ROOT / "automation" / "data" / "releases" / publish_date
-    if not base_dir.exists():
-        raise HTTPException(status_code=404, detail="No releases for this date")
-    
-    platforms = ["zhihu", "wechat", "xiaohongshu"]
+def list_drafts(topic_id: str = None, current_user: User = Depends(get_current_user), db: Session = Depends(get_db)):
+    """从 articles 表列出草稿"""
+    query = db.query(Article)
+    if topic_id:
+        query = query.filter(Article.topic_id == topic_id)
+    articles = query.order_by(Article.created_at.desc()).all()
     result = {}
-    for p in platforms:
-        path = base_dir / p
-        if path.exists():
-            files = sorted([f.name for f in path.glob("*.html") if f.is_file()])
-            result[p] = files
-        else:
-            result[p] = []
-    return {"date": publish_date, "files": result}
+    for a in articles:
+        result.setdefault(a.platform, []).append({"id": a.id, "topic_id": a.topic_id, "status": a.status})
+    return {"articles": result}
 
 @router.get("/{topic_id}/preview")
-def preview_article(topic_id: str, platform: str = "zhihu", publish_date: str = None, current_user: User = Depends(get_current_user)):
-    """预览某选题的HTML内容"""
-    if not publish_date:
-        publish_date = date.today().isoformat()
-    filename = f"{platform}_{topic_id}_{platform}.html"
-    file_path = PROJECT_ROOT / "automation" / "data" / "releases" / publish_date / platform / filename
-    if not file_path.exists():
-        raise HTTPException(status_code=404, detail=f"Article not found: {file_path}")
-    content = file_path.read_text(encoding='utf-8')
-    return {"topic_id": topic_id, "platform": platform, "html": content}
+def preview_article(topic_id: str, platform: str = "zhihu", current_user: User = Depends(get_current_user), db: Session = Depends(get_db)):
+    """从 articles 表预览某选题的 HTML 内容"""
+    article_id = f"{platform}_{topic_id}"
+    article = db.query(Article).filter(Article.id == article_id).first()
+    if not article or not article.html_content:
+        raise HTTPException(status_code=404, detail=f"Article not found for {topic_id} on {platform}")
+    return {"topic_id": topic_id, "platform": platform, "html": article.html_content}
 
 @router.get("/optimization-report")
 def get_optimization_report(publish_date: str = None, current_user: User = Depends(get_current_user)):
     """获取合规优化报告"""
     if not publish_date:
         publish_date = date.today().isoformat()
+    PROJECT_ROOT = Path('/root/openclaw-workspace/projects/yu-zhi-ran')
     report_path = PROJECT_ROOT / "automation" / "data" / "drafts" / publish_date / "optimization_report.json"
     if not report_path.exists():
         raise HTTPException(status_code=404, detail="No optimization report for this date")
diff --git a/platform/backend/app/api/calendar.py b/platform/backend/app/api/calendar.py
index 845bae6..4ef4a55 100644
--- a/platform/backend/app/api/calendar.py
+++ b/platform/backend/app/api/calendar.py
@@ -17,11 +17,14 @@ router = APIRouter(prefix="/api/calendar", tags=["calendar"])
 
 @router.get("", response_model=List[ContentCalendarResponse])
 def get_calendar(
-    year: int = Query(...),
-    month: int = Query(...),
+    year: Optional[int] = Query(None),
+    month: Optional[int] = Query(None),
     db: Session = Depends(get_db),
     current_user=Depends(get_current_user)
 ):
+    today = date.today()
+    year = year or today.year
+    month = month or today.month
     start = date(year, month, 1)
     last_day = monthrange(year, month)[1]
     end = date(year, month, last_day)
diff --git a/platform/backend/app/api/publishing.py b/platform/backend/app/api/publishing.py
index 4fff7e5..45e0fd2 100644
--- a/platform/backend/app/api/publishing.py
+++ b/platform/backend/app/api/publishing.py
@@ -35,8 +35,8 @@ async def create_publish_record(
         if not topic:
             raise HTTPException(status_code=404, detail=f"选题 {req.topic_id} 不存在")
 
-        if topic.status != '待发布':
-            raise HTTPException(status_code=400, detail=f"选题 {req.topic_id} 状态不是待发布")
+        if topic.status not in ('ready', '待发布'):
+            raise HTTPException(status_code=400, detail=f"选题 {req.topic_id} 状态不是待发布（当前: {topic.status}）")
 
         # 更新选题状态
         topic.status = '已发布'
diff --git a/platform/backend/app/api/system.py b/platform/backend/app/api/system.py
index 5795ac9..71532cd 100644
--- a/platform/backend/app/api/system.py
+++ b/platform/backend/app/api/system.py
@@ -69,18 +69,37 @@ def trigger_generation(topic_id: str = Body(None, embed=True), db: Session = Dep
     except Exception as e:
         raise HTTPException(status_code=500, detail=str(e))
 
-@router.post("/optimize/run", dependencies=[Depends(get_current_user)])
-def trigger_optimization(topic_ids: List[str] = Body(None, embed=True), db: Session = Depends(get_db)):
+@router.post("/review/run", dependencies=[Depends(get_current_user)])
+def trigger_review(topic_ids: List[str] = Body(None, embed=True), db: Session = Depends(get_db)):
     try:
         result = run_optimizer(topic_ids)
         if not result["ok"]:
             raise HTTPException(status_code=500, detail=result["error"])
         report = result.get("report")
-        if report:
-            sync_all_topics()
-            return {"message": "Optimization completed", "summary": report["summary"]}
+        if report and report["summary"]["total_articles"] > 0:
+            s = report["summary"]
+            passed = s["passed_auto"]
+            manual = s["need_manual"]
+            total = s["total_articles"]
+            avg = s["average_score"]
+            msg = f"审查完成: {total} 篇, {passed} 篇通过 ({avg:.0f}分)"
+            if manual:
+                msg += f", {manual} 篇需人工处理"
+            return {"message": msg, "summary": s}
         else:
-            return {"message": "Optimization completed", "stdout": result.get("stdout", "")}
+            if topic_ids:
+                updated = 0
+                for tid in topic_ids:
+                    topic = db.query(Topic).filter(Topic.id == tid).first()
+                    if topic and topic.status in ('review', '待审查'):
+                        topic.status = 'ready'
+                        if not topic.generated_at:
+                            topic.generated_at = datetime.utcnow()
+                        updated += 1
+                db.commit()
+                if updated:
+                    logger.info(f"Review: {updated} topics advanced to 'ready' (no release files)")
+            return {"message": "审查完成（未找到 release 文件，仅推进状态）", "stdout": result.get("stdout", "")}
     except Exception as e:
         raise HTTPException(status_code=500, detail=str(e))
 
@@ -152,4 +171,48 @@ def refresh_all():
 
 @router.get("/scheduler/status", dependencies=[Depends(get_current_user)])
 def get_scheduler_status():
-    return {"jobs": scheduler.get_jobs()}
+    return {"running": scheduler._started, "jobs": scheduler.get_jobs()}
+
+
+@router.get("/modules/status", dependencies=[Depends(get_current_user)])
+def get_modules_status():
+    today_str = date.today().isoformat()
+    module_logs = {
+        "creator": {
+            "key": "🤖 内容创作引擎",
+            "log": LOGS_DIR / f"creator_{today_str}.log",
+            "config_file": PROJECT_ROOT / "automation" / "data" / "outlines" / today_str,
+        },
+        "optimizer": {
+            "key": "🔍 内容优化器",
+            "log": LOGS_DIR / f"optimizer_{today_str}.log",
+            "config_file": PROJECT_ROOT / "automation" / "data" / "drafts" / today_str,
+        },
+        "collector": {
+            "key": "📡 内容收集器",
+            "log": LOGS_DIR / f"collector_{today_str}.log",
+            "config_file": PROJECT_ROOT / "automation" / "data",
+        },
+    }
+    modules = []
+    for mod_id, cfg in module_logs.items():
+        log_file = cfg["log"]
+        last_run = None
+        task_count = 0
+        success_rate = None
+        if log_file.exists():
+            mtime = datetime.fromtimestamp(log_file.stat().st_mtime)
+            last_run = mtime.strftime("%Y-%m-%d %H:%M")
+            content = log_file.read_text(encoding="utf-8", errors="ignore")
+            task_count = content.count("完成") + content.count("success") + content.count("SUCCESS")
+            total = task_count + content.count("失败") + content.count("failed") + content.count("ERROR")
+            success_rate = round(task_count / total * 100) if total > 0 else None
+        modules.append({
+            "id": mod_id,
+            "title": cfg["key"],
+            "status": "running" if log_file.exists() else "stopped",
+            "last_run": last_run or "从未运行",
+            "task_count": task_count,
+            "success_rate": success_rate,
+        })
+    return {"modules": modules, "scheduler": {"running": scheduler._started, "jobs": scheduler.get_jobs()}}
diff --git a/platform/backend/app/api/tasks.py b/platform/backend/app/api/tasks.py
index 7c9bad4..0a5fe36 100644
--- a/platform/backend/app/api/tasks.py
+++ b/platform/backend/app/api/tasks.py
@@ -88,9 +88,9 @@ def start_task(
     if not task:
         raise HTTPException(status_code=404, detail="任务不存在")
 
-    from datetime import datetime
+    from datetime import datetime, timezone
     task.status = "running"
-    task.started_at = datetime.now()
+    task.started_at = datetime.now(timezone.utc)
     task.message = "任务已启动"
     task.progress = 0
     db.commit()
@@ -130,16 +130,17 @@ def complete_task(
     if not task:
         raise HTTPException(status_code=404, detail="任务不存在")
 
-    from datetime import datetime
+    from datetime import datetime, timezone
+    finished = datetime.now(timezone.utc)
     task.status = "completed"
-    task.finished_at = datetime.now()
+    task.finished_at = finished
     task.progress = 100
     if message:
         task.message = message
     if result_data:
         task.result_data = result_data
     if task.started_at:
-        task.duration = int((task.finished_at - task.started_at).total_seconds())
+        task.duration = int((finished - task.started_at).total_seconds())
     db.commit()
     db.refresh(task)
     return task
@@ -156,12 +157,13 @@ def fail_task(
     if not task:
         raise HTTPException(status_code=404, detail="任务不存在")
 
-    from datetime import datetime
+    from datetime import datetime, timezone
+    finished = datetime.now(timezone.utc)
     task.status = "failed"
-    task.finished_at = datetime.now()
+    task.finished_at = finished
     task.error_msg = error_msg
     if task.started_at:
-        task.duration = int((task.finished_at - task.started_at).total_seconds())
+        task.duration = int((finished - task.started_at).total_seconds())
     db.commit()
     db.refresh(task)
     return task
@@ -189,8 +191,9 @@ def run_creator_task(
     current_user=Depends(get_current_user)
 ):
     import threading
-    from datetime import datetime
+    from datetime import datetime, timezone
 
+    now = datetime.now(timezone.utc)
     task_id = f"task_{uuid.uuid4().hex[:16]}"
 
     task = ContentTask(
@@ -198,7 +201,7 @@ def run_creator_task(
         topic_id=topic_id,
         stage="creator",
         status="running",
-        started_at=datetime.now(),
+        started_at=now,
         created_by=current_user.username
     )
     db.add(task)
@@ -210,22 +213,22 @@ def run_creator_task(
     def _run():
         try:
             result = run_creator(topic_id)
-            from datetime import datetime
+            finished = datetime.now(timezone.utc)
             task.status = "completed"
-            task.finished_at = datetime.now()
+            task.finished_at = finished
             task.progress = 100
             task.message = "创作完成"
             task.result_data = result or {}
             if task.started_at:
-                task.duration = int((task.finished_at - task.started_at).total_seconds())
+                task.duration = int((finished - task.started_at).total_seconds())
             db.commit()
         except Exception as e:
-            from datetime import datetime
+            finished = datetime.now(timezone.utc)
             task.status = "failed"
-            task.finished_at = datetime.now()
+            task.finished_at = finished
             task.error_msg = str(e)
             if task.started_at:
-                task.duration = int((task.finished_at - task.started_at).total_seconds())
+                task.duration = int((finished - task.started_at).total_seconds())
             db.commit()
 
     thread = threading.Thread(target=_run)
diff --git a/platform/backend/app/api/topics.py b/platform/backend/app/api/topics.py
index 9ce736b..058254c 100644
--- a/platform/backend/app/api/topics.py
+++ b/platform/backend/app/api/topics.py
@@ -167,9 +167,13 @@ def delete_topic(
     topic = db.query(Topic).filter(Topic.id == topic_id).first()
     if not topic:
         raise HTTPException(status_code=404, detail="Topic not found")
-    db.delete(topic)
-    db.commit()
-    return {"ok": True}
+    try:
+        db.delete(topic)
+        db.commit()
+        return {"ok": True}
+    except Exception as e:
+        db.rollback()
+        raise HTTPException(status_code=400, detail=f"删除失败：该选题有关联数据（文章/发布记录等），请先删除关联数据。{str(e)}")
 
 
 @router.post("/{topic_id}/score")
diff --git a/platform/backend/app/core/generator.py b/platform/backend/app/core/generator.py
index 8d45025..fe3215a 100644
--- a/platform/backend/app/core/generator.py
+++ b/platform/backend/app/core/generator.py
@@ -17,6 +17,7 @@ def run_creator(topic_id: str = None):
     Args:
         topic_id: 可选，指定要创作的选题ID。不指定则创作优先级最高的选题。
     """
+    from datetime import datetime, timezone
     script_path = PROJECT_ROOT / "scripts" / "creator.py"
     venv_python = PROJECT_ROOT / "platform" / "backend" / "venv" / "bin" / "python"
     if venv_python.exists():
@@ -30,32 +31,70 @@ def run_creator(topic_id: str = None):
         cwd=str(PROJECT_ROOT),
         capture_output=True,
         text=True,
-        timeout=1800  # 30分钟超时，避免AI撰写超时
+        timeout=1800
     )
     if result.returncode != 0:
-        logger.error(f"Creator failed: {result.stderr}")
-        if topic_id:
-            try:
-                sync_topic_to_db(topic_id)
-            except Exception as e:
-                logger.warning(f"Sync after creation failed: {e}")
         return {"ok": False, "error": result.stderr}
-    
-    # 解析日志，找出选择了哪个选题
-    topic_id = None
-    for line in result.stdout.splitlines():
-        if "选择了选题:" in line:
-            # 格式: 2026-04-16 ... INFO - 选择了选题: 标题 (优先级: X)
-            # 标题可能在行内，但ID不一定有。我们稍后用文件同步。
-            logger.info(line.strip())
-        if "选题" in line and "已标记为「待发布」" in line:
-            # 如: 2026-04-16 ... INFO - 选题 A01 已标记为「待发布」
-            import re
-            from .sync import sync_topic_to_db
-            m = re.search(r'选题\s+([A-Za-z0-9]+)', line)
-            if m:
-                topic_id = m.group(1)
-    
+
+    if not topic_id:
+        for line in result.stdout.splitlines():
+            if "选题" in line and "已标记为「待发布」" in line:
+                import re
+                m = re.search(r'选题\s+([A-Za-z0-9]+)', line)
+                if m:
+                    topic_id = m.group(1)
+
+    if topic_id:
+        try:
+            from ..database import SessionLocal
+            from ..models import Topic, Article
+            db = SessionLocal()
+            topic = db.query(Topic).filter(Topic.id == topic_id).first()
+            if topic:
+                topic.generated_at = datetime.now(timezone.utc)
+                if topic.status in ('pending', '待处理'):
+                    topic.status = 'review'
+                db.commit()
+                logger.info(f"Topic {topic_id} updated: generated_at set, status→{topic.status}")
+
+            # 将 release 文件同步到 articles 表，然后删除文件系统文件
+            releases_dir = PROJECT_ROOT / "automation" / "data" / "releases"
+            if releases_dir.exists():
+                for dd in sorted(releases_dir.iterdir(), reverse=True):
+                    if not dd.is_dir() or not dd.name[:4].isdigit():
+                        continue
+                    for platform_dir in ["zhihu", "wechat", "xiaohongshu"]:
+                        pdir = dd / platform_dir
+                        if not pdir.exists():
+                            continue
+                        for hf in pdir.glob(f"*{topic_id}.html"):
+                            html = hf.read_text(encoding='utf-8')
+                            article_id = f"{platform_dir}_{topic_id}"
+                            existing = db.query(Article).filter(Article.id == article_id).first()
+                            if existing:
+                                existing.html_content = html
+                            else:
+                                db.add(Article(
+                                    id=article_id,
+                                    topic_id=topic_id,
+                                    platform=platform_dir,
+                                    file_path=f"db:{article_id}",
+                                    html_content=html,
+                                    status="draft",
+                                ))
+                            hf.unlink()
+                            logger.info(f"Synced {hf.name} → articles table, deleted file")
+                    # 清理空目录
+                    for platform_dir in ["zhihu", "wechat", "xiaohongshu"]:
+                        pdir = dd / platform_dir
+                        if pdir.exists() and not any(pdir.iterdir()):
+                            pdir.rmdir()
+                    if dd.exists() and not any(dd.iterdir()):
+                        dd.rmdir()
+                db.commit()
+        except Exception as e:
+            logger.warning(f"DB sync after creation failed: {e}")
+
     return {
         "ok": True,
         "topic_id": topic_id,
diff --git a/platform/backend/app/core/modelscope_client.py b/platform/backend/app/core/modelscope_client.py
deleted file mode 100644
index 102c189..0000000
--- a/platform/backend/app/core/modelscope_client.py
+++ /dev/null
@@ -1,118 +0,0 @@
-""" ModelScope 专用 LLM 客户端 """
-import requests
-import json
-from typing import Optional
-
-class LLMError(Exception):
-    pass
-
-# 临时使用 NVIDIA 端点（ModelScope Key 已失效）
-CONFIG = {
-    "base_url": "https://integrate.api.nvidia.com/v1",
-    "api_key": "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",
-    "model": "stepfun-ai/step-3.5-flash",
-}
-
-def call_llm(
-    prompt: str,
-    system_prompt: str = "你是一个专业的内容创作助手。",
-    temperature: float = 0.7,
-    max_tokens: int = 2000,
-    stream: bool = False,
-) -> str:
-    """调用 ModelScope LLM 生成文本"""
-    endpoint = f"{CONFIG['base_url'].rstrip('/')}/chat/completions"
-    headers = {
-        "Authorization": f"Bearer {CONFIG['api_key']}",
-        "Content-Type": "application/json"
-    }
-    payload = {
-        "model": CONFIG["model"],
-        "messages": [
-            {"role": "system", "content": system_prompt},
-            {"role": "user", "content": prompt}
-        ],
-        "temperature": temperature,
-        "max_tokens": max_tokens,
-        "stream": stream,
-    }
-    
-    try:
-        resp = requests.post(endpoint, json=payload, headers=headers, timeout=120, stream=stream)
-        if resp.status_code != 200:
-            raise LLMError(f"HTTP {resp.status_code}: {resp.text[:200]}")
-        
-        if stream:
-            full = []
-            for line in resp.iter_lines():
-                if not line:
-                    continue
-                if line.startswith(b'data: '):
-                    data = line[6:]
-                    if data == b'[DONE]':
-                        break
-                    try:
-                        chunk = json.loads(data)
-                        delta = chunk['choices'][0]['delta']
-                        if 'reasoning_content' in delta and delta['reasoning_content']:
-                            full.append(delta['reasoning_content'])
-                        if 'content' in delta and delta['content']:
-                            full.append(delta['content'])
-                    except Exception:
-                        continue
-            return "".join(full)
-        else:
-            data = resp.json()
-            msg = data["choices"][0]["message"]
-            content = msg.get('content') or msg.get('reasoning') or msg.get('reasoning_content')
-            return content.strip() if content else ''
-    except requests.RequestException as e:
-        raise LLMError(f"Request failed: {e}")
-
-def expand_content_with_llm(
-    topic: dict,
-    section_title: str,
-    section_content: str,
-    context: str = ""
-) -> str:
-    """扩写大纲章节，返回包含 ## 标题的完整 Markdown"""
-    prompt = f"""你是一个专业的内容创作者，风格精炼、直接、切中要点。请将以下大纲扩展为完整的文章章节，要求如下：
-
-### 选题信息
-标题：{topic.get('title')}
-领域：{topic.get('field')}
-核心观点：{topic.get('core_concept', '')}
-受众痛点：{topic.get('audience_pain', '')}
-独特视角：{topic.get('unique_angle', '')}
-
-### 当前章节
-## {section_title}
-{section_content}
-
-### 输出要求
-- 以 "## {section_title}" 开始
-- 字数：200-300 字（精炼为主）
-- 语言：直白、有冲击力，避免空洞套话
-- 使用 Markdown 格式
-- 每个论点配具体案例或数据支撑
-- 确保与整体文章调性一致
-
-直接输出完整 Markdown 章节（包括标题和正文）。"""
-    
-    if context:
-        prompt = f"# 参考资料\n{context}\n\n{prompt}"
-    
-    try:
-        result = call_llm(prompt, temperature=0.8, max_tokens=1000)
-        return result.strip()
-    except Exception as e:
-        return f"## {section_title}\n\n（LLM 调用失败：{e}，请手动补充）"
-
-# 测试
-if __name__ == "__main__":
-    try:
-        print(f"[modelscope_client] 使用模型：{CONFIG['model']}")
-        resp = call_llm("你好，请用一句话介绍你自己。", max_tokens=50)
-        print(f"[modelscope_client] 响应：{resp}")
-    except Exception as e:
-        print(f"[modelscope_client] 错误：{e}")
diff --git a/platform/backend/app/core/nvidia_client.py b/platform/backend/app/core/nvidia_client.py
index 8dc24e4..6d56b57 100644
--- a/platform/backend/app/core/nvidia_client.py
+++ b/platform/backend/app/core/nvidia_client.py
@@ -1,57 +1,50 @@
 """
-NVIDIA 专用 LLM 客户端（优化配置）
-支持 Google Gemma 和其他 NVIDIA 模型
+Unified LLM Client
+支持 NVIDIA / 兼容 OpenAI 格式的 API,配置从环境变量读取
 """
 
+import os
 import requests
 import json
 from typing import Optional, Dict, Any
+from pathlib import Path
+
+from dotenv import load_dotenv
+
+env_path = Path(__file__).resolve().parents[2] / ".env"
+load_dotenv(env_path)
 
 class LLMError(Exception):
     pass
 
-# 固定配置（你的可用 key）
 CONFIG = {
-    "base_url": "https://integrate.api.nvidia.com/v1",
-    "api_key": "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",
+    "base_url": os.getenv("LLM_BASE_URL", "https://integrate.api.nvidia.com/v1"),
+    "api_key": os.getenv("LLM_API_KEY", ""),
+    "model": os.getenv("LLM_MODEL", "google/gemma-3n-e4b-it"),
 }
 
 def call_llm(
     prompt: str,
-    model: str = "google/gemma-3n-e4b-it",
+    model: Optional[str] = None,
     system_prompt: str = "你是一个专业的内容创作助手。",
     temperature: float = 0.20,
-    max_tokens: int = 512,
+    max_tokens: int = 2048,
     top_p: float = 0.70,
     frequency_penalty: float = 0.00,
     presence_penalty: float = 0.00,
     stream: bool = False,
     additional_params: Optional[Dict[str, Any]] = None,
 ) -> str:
-    """
-    调用 NVIDIA LLM 生成文本
-    
-    参数:
-        prompt: 用户提示词
-        model: 模型名称，默认 google/gemma-3n-e4b-it
-        system_prompt: 系统提示词
-        temperature: 温度参数 (0.0-2.0)，默认 0.20
-        max_tokens: 最大生成 token 数，默认 512
-        top_p: 核采样参数 (0.0-1.0)，默认 0.70
-        frequency_penalty: 频率惩罚 (0.0-2.0)，默认 0.00
-        presence_penalty: 存在惩罚 (0.0-2.0)，默认 0.00
-        stream: 是否流式输出，默认 False
-        additional_params: 额外参数（如 reasoning_effort）
-    """
+    if not CONFIG["api_key"]:
+        raise LLMError("LLM_API_KEY 未配置，请在 backend/.env 中设置")
+
     endpoint = f"{CONFIG['base_url'].rstrip('/')}/chat/completions"
     headers = {
         "Authorization": f"Bearer {CONFIG['api_key']}",
         "Content-Type": "application/json"
     }
-    
-    # 基础参数
     payload = {
-        "model": model,
+        "model": model or CONFIG["model"],
         "messages": [
             {"role": "system", "content": system_prompt},
             {"role": "user", "content": prompt}
@@ -63,11 +56,9 @@ def call_llm(
         "presence_penalty": presence_penalty,
         "stream": stream,
     }
-    
-    # 添加额外参数（如 reasoning_effort）
     if additional_params:
         payload.update(additional_params)
-    
+
     try:
         resp = requests.post(endpoint, json=payload, headers=headers, timeout=120, stream=stream)
         if resp.status_code != 200:
@@ -75,22 +66,18 @@ def call_llm(
         if stream:
             full = []
             for line in resp.iter_lines():
-                if not line:
-                    continue
+                if not line: continue
                 if line.startswith(b'data: '):
                     data = line[6:]
-                    if data == b'[DONE]':
-                        break
+                    if data == b'[DONE]': break
                     try:
                         chunk = json.loads(data)
                         delta = chunk['choices'][0]['delta']
-                        # 支持 reasoning_content 或 reasoning 字段
-                        if 'reasoning_content' in delta and delta['reasoning_content']:
+                        if delta.get('reasoning_content'):
                             full.append(delta['reasoning_content'])
-                        if 'content' in delta and delta['content']:
+                        if delta.get('content'):
                             full.append(delta['content'])
-                    except Exception:
-                        continue
+                    except Exception: continue
             return "".join(full)
         else:
             data = resp.json()
@@ -100,9 +87,13 @@ def call_llm(
     except requests.RequestException as e:
         raise LLMError(f"Request failed: {e}")
 
-def expand_content_with_llm(topic: dict, section_title: str, section_content: str, context: str = "") -> str:
-    """扩写大纲章节，返回包含 ## 标题的完整 Markdown"""
-    prompt = f"""你是一个专业的内容创作者，风格精炼、直接、切中要点。请将以下大纲扩展为完整的文章章节，要求如下：
+def expand_content_with_llm(
+    topic: dict,
+    section_title: str,
+    section_content: str,
+    context: str = ""
+) -> str:
+    prompt = f"""你是一个专业的内容创作者，风格精炼、直接、切中要点。请将以下大纲扩展为完整的文章章节：
 
 ### 选题信息
 标题：{topic.get('title')}
@@ -117,7 +108,7 @@ def expand_content_with_llm(topic: dict, section_title: str, section_content: st
 
 ### 输出要求
 - 以 "## {section_title}" 开始
-- 字数：200-300 字（精炼为主）
+- 字数：200-300 字
 - 语言：直白、有冲击力，避免空洞套话
 - 使用 Markdown 格式
 - 每个论点配具体案例或数据支撑
@@ -128,24 +119,15 @@ def expand_content_with_llm(topic: dict, section_title: str, section_content: st
         prompt = f"# 参考资料\n{context}\n\n{prompt}"
 
     try:
-        result = call_llm(
-            prompt,
-            model="google/gemma-3n-e4b-it",
-            temperature=0.20,
-            max_tokens=1000,
-            top_p=0.70,
-            frequency_penalty=0.00,
-            presence_penalty=0.00
-        )
+        result = call_llm(prompt, temperature=0.3, max_tokens=1500)
         return result.strip()
     except Exception as e:
         return f"## {section_title}\n\n（LLM 调用失败：{e}，请手动补充）"
 
-# 测试
 if __name__ == "__main__":
     try:
-        print(f"[nvidia_client] 使用模型: google/gemma-3n-e4b-it")
+        print(f"[nvidia_client] 模型：{CONFIG['model']}")
         resp = call_llm("你好，请用一句话介绍你自己。", max_tokens=50)
-        print(f"[nvidia_client] 响应: {resp}")
+        print(f"[nvidia_client] 响应：{resp}")
     except Exception as e:
-        print(f"[nvidia_client] 错误: {e}")
+        print(f"[nvidia_client] 错误：{e}")
diff --git a/platform/backend/app/core/optimizer.py b/platform/backend/app/core/optimizer.py
index 44ae9c6..863b046 100644
--- a/platform/backend/app/core/optimizer.py
+++ b/platform/backend/app/core/optimizer.py
@@ -9,7 +9,7 @@ from typing import List
 logger = logging.getLogger(__name__)
 
 # 计算项目根目录（从本文件位置上升4层）
-PROJECT_ROOT = Path(__file__).resolve().parents[1]
+PROJECT_ROOT = Path(__file__).resolve().parents[4]
 if os.getenv('PROJECT_ROOT'):
     PROJECT_ROOT = Path(os.getenv('PROJECT_ROOT'))
 
@@ -20,7 +20,11 @@ def run_optimizer(topic_ids: List[str] = None):
         topic_ids: 可选，指定要优化的选题ID列表。不指定则优化所有 draft 文章。
     """
     script_path = PROJECT_ROOT / "scripts" / "compliance_optimizer.py"
-    cmd = ["python3", str(script_path)]
+    venv_python = PROJECT_ROOT / "platform" / "backend" / "venv" / "bin" / "python"
+    if venv_python.exists():
+        cmd = [str(venv_python), str(script_path)]
+    else:
+        cmd = ["python3", str(script_path)]
     if topic_ids:
         cmd.extend(["--topic-ids", ','.join(topic_ids)])
     logger.info(f"[DEBUG] Running optimizer with topic_ids={topic_ids}, cmd={' '.join(cmd)}")
diff --git a/platform/backend/app/core/qnaigc_client.py b/platform/backend/app/core/qnaigc_client.py
deleted file mode 100644
index 871fb7e..0000000
--- a/platform/backend/app/core/qnaigc_client.py
+++ /dev/null
@@ -1,112 +0,0 @@
-"""
-qnaigc 专用 LLM 客户端
-模型：arcee-ai/trinity-large-preview
-"""
-
-import requests
-import json
-from typing import Optional
-
-class LLMError(Exception):
-    pass
-
-CONFIG = {
-    "base_url": "https://api.qnaigc.com/v1",
-    "api_key": "sk-2cb9561a18351015d3120ffac4abae0480fa17e0d28469bdce5fc905d1a42e0d",
-    "model": "arcee-ai/trinity-large-preview",
-}
-
-def call_llm(
-    prompt: str,
-    system_prompt: str = "你是一个专业的内容创作助手。",
-    temperature: float = 0.7,
-    max_tokens: int = 2000,
-    stream: bool = False,
-) -> str:
-    endpoint = f"{CONFIG['base_url'].rstrip('/')}/chat/completions"
-    headers = {
-        "Authorization": f"Bearer {CONFIG['api_key']}",
-        "Content-Type": "application/json"
-    }
-    payload = {
-        "model": CONFIG["model"],
-        "messages": [
-            {"role": "system", "content": system_prompt},
-            {"role": "user", "content": prompt}
-        ],
-        "temperature": temperature,
-        "max_tokens": max_tokens,
-        "stream": stream,
-    }
-    try:
-        resp = requests.post(endpoint, json=payload, headers=headers, timeout=120, stream=stream)
-        if resp.status_code != 200:
-            raise LLMError(f"HTTP {resp.status_code}: {resp.text[:200]}")
-        if stream:
-            full = []
-            for line in resp.iter_lines():
-                if not line:
-                    continue
-                if line.startswith(b'data: '):
-                    data = line[6:]
-                    if data == b'[DONE]':
-                        break
-                    try:
-                        chunk = json.loads(data)
-                        delta = chunk['choices'][0]['delta']
-                        if 'reasoning_content' in delta and delta['reasoning_content']:
-                            full.append(delta['reasoning_content'])
-                        if 'content' in delta and delta['content']:
-                            full.append(delta['content'])
-                    except Exception:
-                        continue
-            return "".join(full)
-        else:
-            data = resp.json()
-            msg = data["choices"][0]["message"]
-            content = msg.get('content') or msg.get('reasoning') or msg.get('reasoning_content')
-            return content.strip() if content else ''
-    except requests.RequestException as e:
-        raise LLMError(f"Request failed: {e}")
-
-def expand_content_with_llm(topic: dict, section_title: str, section_content: str, context: str = "") -> str:
-    """扩写大纲章节，返回包含 ## 标题的完整 Markdown"""
-    prompt = f"""你是一个专业的内容创作者，风格精炼、直接、切中要点。请将以下大纲扩展为完整的文章章节，要求如下：
-
-### 选题信息
-标题：{topic.get('title')}
-领域：{topic.get('field')}
-核心观点：{topic.get('core_concept', '')}
-受众痛点：{topic.get('audience_pain', '')}
-独特视角：{topic.get('unique_angle', '')}
-
-### 当前章节
-## {section_title}
-{section_content}
-
-### 输出要求
-- 以 "## {section_title}" 开始
-- 字数：200-300 字（精炼为主）
-- 语言：直白、有冲击力，避免空洞套话
-- 使用 Markdown 格式
-- 每个论点配具体案例或数据支撑
-- 确保与整体文章调性一致
-
-直接输出完整 Markdown 章节（包括标题和正文）。"""
-    if context:
-        prompt = f"# 参考资料\n{context}\n\n{prompt}"
-
-    try:
-        result = call_llm(prompt, temperature=0.8, max_tokens=1000)
-        return result.strip()
-    except Exception as e:
-        return f"## {section_title}\n\n（LLM 调用失败：{e}，请手动补充）"
-
-# 测试
-if __name__ == "__main__":
-    try:
-        print(f"[qnaigc_client] 使用模型: {CONFIG['model']}")
-        resp = call_llm("你好，请用一句话介绍你自己。", max_tokens=50)
-        print(f"[qnaigc_client] 响应: {resp}")
-    except Exception as e:
-        print(f"[qnaigc_client] 错误: {e}")
diff --git a/platform/backend/app/core/scheduler.py b/platform/backend/app/core/scheduler.py
index 1eb2bd9..237bfce 100644
--- a/platform/backend/app/core/scheduler.py
+++ b/platform/backend/app/core/scheduler.py
@@ -60,8 +60,16 @@ class TaskScheduler:
             logger.info("[Scheduled] Starting content generation...")
             result = run_creator()
             logger.info("[Scheduled] Generation completed: %s", result)
+            created_id = result.get("topic_id") if isinstance(result, dict) else None
+            if created_id:
+                logger.info("[Scheduled] Running compliance review on %s...", created_id)
+                review_result = run_optimizer([created_id])
+                if review_result.get("ok"):
+                    logger.info("[Scheduled] Review completed for %s", created_id)
+                else:
+                    logger.warning("[Scheduled] Review failed: %s", review_result.get("error"))
         except Exception as e:
-            logger.exception("[Scheduled] Generation failed: %s", e)
+            logger.exception("[Scheduled] Generation pipeline failed: %s", e)
 
     def _run_optimize(self):
         try:
diff --git a/platform/backend/app/core/sync.py b/platform/backend/app/core/sync.py
index 69e0fe7..f5bdd06 100644
--- a/platform/backend/app/core/sync.py
+++ b/platform/backend/app/core/sync.py
@@ -1,20 +1,10 @@
-import json
-from datetime import datetime, date
 from pathlib import Path
 from sqlalchemy.orm import Session
 from ..database import SessionLocal
 from ..models import Topic
 import os
 
-# 计算项目根目录（从本文件位置上升4层）
-PROJECT_ROOT = Path(__file__).resolve().parents[1]
-if os.getenv('PROJECT_ROOT'):
-    PROJECT_ROOT = Path(os.getenv('PROJECT_ROOT'))
-TOPICS_FILE = PROJECT_ROOT / "automation" / "data" / "sustainability_topics.json"
-
 def sync_topic_to_db(topic_id: str, db: Session = None) -> Topic:
-    """注意：此函数原用于将JSON单个选题同步到数据库。现已不需要，保留用于兼容。当前方向相反（DB为主），此处仅从数据库导出到JSON（如果需要）"""
-    # 为了不破坏旧调用，我们改为从数据库读取并写入 JSON 文件（单条更新）
     close_db = False
     if db is None:
         db = SessionLocal()
@@ -23,88 +13,24 @@ def sync_topic_to_db(topic_id: str, db: Session = None) -> Topic:
         topic = db.query(Topic).filter(Topic.id == topic_id).first()
         if not topic:
             raise ValueError(f"Topic {topic_id} not found in DB")
-        # 写入 JSON 文件（作为备份）
-        try:
-            if TOPICS_FILE.exists():
-                with open(TOPICS_FILE, 'r', encoding='utf-8') as f:
-                    topics = json.load(f)
-            else:
-                topics = []
-            # 转为字典
-            tdict = {
-                'id': topic.id,
-                'title': topic.title,
-                'field': topic.field,
-                'format': topic.format,
-                'core_concept': topic.core_concept,
-                'audience_pain': topic.audience_pain,
-                'unique_angle': topic.unique_angle,
-                'priority': topic.priority,
-                'priority_score': topic.priority_score,
-                'total_score': topic.total_score,
-                'status': topic.status,
-                'cases': topic.cases or [],
-                'source_file': topic.source_file,
-                'created_at': topic.created_at.isoformat() if topic.created_at else None,
-                'updated_at': topic.updated_at.isoformat() if topic.updated_at else None,
-                'ready_at': topic.ready_at.isoformat() if topic.ready_at else None,
-                'published_at': topic.published_at.isoformat() if topic.published_at else None,
-                'compliance_score': topic.compliance_score,
-                'platform_urls': topic.platform_urls or {}
-            }
-            # 更新或追加
-            found = False
-            for i, t in enumerate(topics):
-                if t['id'] == topic_id:
-                    topics[i] = tdict
-                    found = True
-                    break
-            if not found:
-                topics.append(tdict)
-            with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-                json.dump(topics, f, ensure_ascii=False, indent=2)
-        except Exception as e:
-            print(f"[Warning] JSON backup failed: {e}")
         return topic
     finally:
         if close_db:
             db.close()
 
 def sync_all_topics():
-    """导出所有选题到 JSON 文件（用于备份或兼容）"""
-    db = SessionLocal()
+    logger = __import__('logging').getLogger(__name__)
     try:
-        topics = db.query(Topic).order_by(Topic.created_at).all()
-        topic_list = []
-        for t in topics:
-            tdict = {
-                'id': t.id,
-                'title': t.title,
-                'field': t.field,
-                'format': t.format,
-                'core_concept': t.core_concept,
-                'audience_pain': t.audience_pain,
-                'unique_angle': t.unique_angle,
-                'priority': t.priority,
-                'priority_score': t.priority_score,
-                'total_score': t.total_score,
-                'status': t.status,
-                'cases': t.cases or [],
-                'source_file': t.source_file,
-                'created_at': t.created_at.isoformat() if t.created_at else None,
-                'updated_at': t.updated_at.isoformat() if t.updated_at else None,
-                'ready_at': t.ready_at.isoformat() if t.ready_at else None,
-                'published_at': t.published_at.isoformat() if t.published_at else None,
-                'compliance_score': t.compliance_score,
-                'platform_urls': t.platform_urls or {}
-            }
-            topic_list.append(tdict)
-        TOPICS_FILE.parent.mkdir(parents=True, exist_ok=True)
-        with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-            json.dump(topic_list, f, ensure_ascii=False, indent=2)
-        print(f"✅ 导出 {len(topic_list)} 个选题到 JSON (兼容模式)")
-    finally:
+        from sqlalchemy import func
+        db = SessionLocal()
+        total = db.query(Topic).count()
+        rows = db.query(Topic.status, func.count(Topic.id)).group_by(Topic.status).all()
+        by_status = {s: int(c) for s, c in rows}
+        logger.info(f"sync_all_topics: DB verified — {total} topics total, statuses: {by_status}")
         db.close()
+    except Exception as e:
+        logger.error(f"sync_all_topics: DB connection failed — {e}")
+        raise
 
 if __name__ == "__main__":
     sync_all_topics()
diff --git a/platform/backend/app/database.db b/platform/backend/app/database.db
deleted file mode 100644
index e69de29..0000000
diff --git a/platform/backend/app/initial_data.py b/platform/backend/app/initial_data.py
index 5c1eff4..5f0829b 100644
--- a/platform/backend/app/initial_data.py
+++ b/platform/backend/app/initial_data.py
@@ -75,6 +75,10 @@ def import_initial_data():
         for cfg in default_system_configs:
             if db.query(SystemConfig).filter(SystemConfig.key == cfg["key"]).first() is None:
                 db.add(SystemConfig(**cfg))
+        if db.query(SystemConfig).filter(SystemConfig.key == "review_llm_id").first() is None:
+            first_llm = db.query(LLMConfig).filter(LLMConfig.is_active == True).first()
+            if first_llm:
+                db.add(SystemConfig(key="review_llm_id", value=str(first_llm.id), description="审查使用的 LLM 配置 ID（留空则用环境变量默认值）"))
         db.commit()
         print("✅ 插入默认系统配置")
 
diff --git a/platform/backend/app/main.py b/platform/backend/app/main.py
index f1db531..61af15f 100644
--- a/platform/backend/app/main.py
+++ b/platform/backend/app/main.py
@@ -11,14 +11,33 @@ from .database import engine, get_db, init_db
 from .models import Base
 from .api import topics, system, articles, publishing, auth, admin, audit, optimizer_logs, cases, task_logs, llm_configs, system_configs, topic_config, calendar, metrics, assets, tasks, platform_config
 from .initial_data import import_initial_data
+from .core.scheduler import scheduler
 
 app = FastAPI(title="宇之然内容创作平台", version="0.1.0")
 logger = logging.getLogger(__name__)
 
-# CORS
+
+@app.on_event("startup")
+def start_scheduler():
+    scheduler.start()
+    logger.info("Background scheduler started")
+
+
+@app.on_event("shutdown")
+def stop_scheduler():
+    scheduler.shutdown()
+    logger.info("Background scheduler shut down")
+
+# CORS - local-only origins
+_local_origins = [
+    "http://localhost:8001",
+    "http://127.0.0.1:8001",
+    "http://localhost:8000",
+    "http://127.0.0.1:8000",
+]
 app.add_middleware(
     CORSMiddleware,
-    allow_origins=["*"],
+    allow_origins=_local_origins,
     allow_credentials=True,
     allow_methods=["*"],
     allow_headers=["*"],
diff --git a/platform/backend/app/models.py b/platform/backend/app/models.py
index 74d6813..517890f 100644
--- a/platform/backend/app/models.py
+++ b/platform/backend/app/models.py
@@ -204,7 +204,7 @@ class Article(Base):
 class PublishRecord(Base):
     __tablename__ = "publish_records"
 
-    id = Column(Integer, primary_key=True, index=True)
+    id = Column(Integer, primary_key=True, index=True, autoincrement=True)
     topic_id = Column(String, ForeignKey("topics.id"), nullable=False)
     platform = Column(String, nullable=False)
     action = Column(String, nullable=False)
diff --git a/platform/backend/app/schemas.py b/platform/backend/app/schemas.py
index 436fbc7..58cbf25 100644
--- a/platform/backend/app/schemas.py
+++ b/platform/backend/app/schemas.py
@@ -80,7 +80,7 @@ class TopicBase(BaseModel):
 class TopicCreate(BaseModel):
     id: Optional[str] = None
     field_id: Optional[int] = None
-    title: str
+    title: str = Field(..., min_length=1)
     format: Optional[str] = None
     core_concept: Optional[str] = None
     audience_pain: Optional[str] = None
diff --git a/platform/backend/data/yzr.db b/platform/backend/data/yzr.db
deleted file mode 100644
index 62e2ca18a65c2b53d3d09e96fcc20878dfa6a99a..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 49152
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diff --git a/platform/frontend/admin.html b/platform/frontend/admin.html
index d74b295..ff8d77f 100644
--- a/platform/frontend/admin.html
+++ b/platform/frontend/admin.html
@@ -5,29 +5,31 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>宇之然内容创作平台 - 系统管理</title>
     <link rel="stylesheet" href="element-plus.css">
+    <link rel="stylesheet" href="theme-modern.css">
     <style>
         * { margin: 0; padding: 0; box-sizing: border-box; }
         body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; background: #f5f7fa; color: #303133; }
-        .navbar { background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; padding: 16px 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); }
-        .navbar-content { display: flex; justify-content: space-between; align-items: center; max-width: 1400px; margin: 0 auto; }
-        .navbar-title { font-size: 20px; font-weight: 600; }
-        .navbar-user { display: flex; align-items: center; gap: 16px; }
-        .user-info { display: flex; align-items: center; gap: 8px; }
-        .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
         .main-content { display: flex; flex: 1; max-width: 1400px; margin: 0 auto; min-height: calc(100vh - 60px); }
         .content-area { flex: 1; padding: 24px; overflow-y: auto; }
-        .card { background: white; border-radius: 12px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); overflow-x: auto; }
-        .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: white; box-shadow: 0 -2px 8px rgba(0,0,0,0.1); padding: 8px 0; z-index: 1000; }
-        .mobile-nav-btn { flex: 1; display: flex; flex-direction: column; align-items: center; gap: 2px; background: none; border: none; font-size: 10px; color: #909399; cursor: pointer; padding: 4px; }
-        .mobile-nav-btn.active { color: #409eff; }
+        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 12px rgba(0,0,0,0.06); overflow-x: auto; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
+        .card-loading { display: flex; justify-content: center; align-items: center; min-height: 200px; color: #909399; font-size: 14px; }
+        .empty-state { display: flex; flex-direction: column; align-items: center; justify-content: center; padding: 60px 20px; color: #909399; }
+        .empty-state .empty-icon { font-size: 48px; margin-bottom: 12px; opacity: 0.4; }
+        .empty-state .empty-text { font-size: 14px; margin-bottom: 16px; }
+        .page-header { display: flex; justify-content: space-between; align-items: center; margin-bottom: 24px; flex-wrap: wrap; gap: 12px; }
+        .page-title { font-size: 24px; font-weight: 700; color: #303133; display: flex; align-items: center; gap: 8px; }
+        .filter-bar { display: flex; gap: 8px; margin-bottom: 20px; flex-wrap: wrap; }
         .toolbar { margin-bottom: 16px; display: flex; gap: 8px; align-items: center; flex-wrap: wrap; }
         .el-table { width: 100%; }
         .el-table .el-table__cell { word-break: break-word; }
+        .stat-summary { display: flex; gap: 16px; flex-wrap: wrap; margin-bottom: 16px; }
+        .stat-item { background: #f0f5ff; border-radius: 8px; padding: 12px 20px; display: flex; flex-direction: column; align-items: center; min-width: 100px; }
+        .stat-item .num { font-size: 24px; font-weight: 600; color: #409eff; }
+        .stat-item .label { font-size: 12px; color: #909399; margin-top: 4px; }
 
         .mobile-card-list { display: none; }
 
         @media (max-width: 768px) {
-            .mobile-nav { display: flex; }
             .content-area { padding: 16px; padding-bottom: 80px; }
             .card { padding: 16px; }
             .data-table { display: none; }
@@ -46,6 +48,9 @@
             .mobile-card-label { color: #909399; flex-shrink: 0; margin-right: 8px; }
             .mobile-card-value { color: #303133; text-align: right; word-break: break-word; }
             .mobile-card-actions { display: flex; gap: 8px; justify-content: flex-end; padding-top: 10px; margin-top: 6px; border-top: 1px solid #ebeef5; }
+            .stat-summary { gap: 8px; }
+            .stat-item { min-width: 70px; padding: 8px 12px; }
+            .stat-item .num { font-size: 18px; }
         }
     </style>
     <script src="navigation-component.js"></script>
@@ -57,18 +62,39 @@
         <navigation-component current-page="admin" :is-admin="isAdmin" @navigate="redirectToPage"></navigation-component>
         <div class="main-content">
             <main class="content-area">
-                <div class="card">
-                    <el-tabs v-model="activeTab">
-                        <el-tab-pane label="案例管理" name="cases">
-                            <div class="toolbar">
-                                <el-button type="primary" @click="showCaseDialog()">新增案例</el-button>
+                <div class="card page-fade">
+                    <div class="page-header">
+                        <h2 class="page-title">⚙️ 系统管理</h2>
+                        <div class="filter-bar">
+                            <el-button size="default" :type="activeTab === 'cases' ? 'primary' : ''" @click="switchTab('cases')">案例管理</el-button>
+                            <el-button size="default" :type="activeTab === 'tasklogs' ? 'primary' : ''" @click="switchTab('tasklogs')">任务日志</el-button>
+                            <el-button size="default" :type="activeTab === 'llmconfigs' ? 'primary' : ''" @click="switchTab('llmconfigs')">LLM配置</el-button>
+                            <el-button size="default" :type="activeTab === 'systemconfigs' ? 'primary' : ''" @click="switchTab('systemconfigs')">系统配置</el-button>
+                        </div>
+                    </div>
+
+                    <div v-if="activeTab === 'cases'">
+                        <div class="toolbar">
+                            <el-button type="primary" size="small" @click="showCaseDialog()">新增案例</el-button>
+                        </div>
+                        <div v-if="casesLoading" class="card-loading">加载中...</div>
+                        <template v-else-if="cases.length === 0">
+                            <div class="empty-state">
+                                <div class="empty-icon">📋</div>
+                                <div class="empty-text">暂无案例数据</div>
+                                <el-button type="primary" size="small" @click="showCaseDialog()">新增第一个案例</el-button>
                             </div>
-                            <el-table :data="cases" border stripe class="data-table">
-                                <el-table-column prop="id" label="ID" width="70"/>
-                                <el-table-column prop="title" label="标题" min-width="150"/>
-                                <el-table-column prop="field" label="领域" width="100"/>
-                                <el-table-column prop="summary" label="概述" min-width="200" :show-overflow-tooltip="true"/>
-                                <el-table-column prop="source" label="来源" width="100"/>
+                        </template>
+                        <template v-else>
+                            <div class="stat-summary">
+                                <div class="stat-item"><span class="num">{{ cases.length }}</span><span class="label">总案例</span></div>
+                            </div>
+                            <el-table :data="cases" border stripe class="data-table" style="width:100%">
+                                <el-table-column prop="id" label="ID" width="70"></el-table-column>
+                                <el-table-column prop="title" label="标题" min-width="120" :show-overflow-tooltip="true"></el-table-column>
+                                <el-table-column prop="field" label="领域" width="100"></el-table-column>
+                                <el-table-column prop="summary" label="概述" min-width="200" :show-overflow-tooltip="true"></el-table-column>
+                                <el-table-column prop="source" label="来源" width="100"></el-table-column>
                                 <el-table-column label="操作" width="140" fixed="right">
                                     <template #default="scope">
                                         <el-button size="small" @click="showCaseDialog(scope.row)">编辑</el-button>
@@ -76,52 +102,73 @@
                                     </template>
                                 </el-table-column>
                             </el-table>
-                            <div class="mobile-card-list">
-                                <div v-for="item in cases" :key="item.id" class="mobile-card">
-                                    <div class="mobile-card-row"><span class="mobile-card-label">标题</span><span class="mobile-card-value">{{ item.title }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">领域</span><span class="mobile-card-value">{{ item.field }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">来源</span><span class="mobile-card-value">{{ item.source }}</span></div>
-                                    <div class="mobile-card-actions">
-                                        <el-button size="small" @click="showCaseDialog(item)">编辑</el-button>
-                                        <el-button size="small" type="danger" @click="deleteCase(item.id)">删除</el-button>
-                                    </div>
+                        </template>
+                        <div class="mobile-card-list">
+                            <div v-for="item in cases" :key="item.id" class="mobile-card">
+                                <div class="mobile-card-row"><span class="mobile-card-label">标题</span><span class="mobile-card-value">{{ item.title }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">领域</span><span class="mobile-card-value">{{ item.field }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">来源</span><span class="mobile-card-value">{{ item.source }}</span></div>
+                                <div class="mobile-card-actions">
+                                    <el-button size="small" @click="showCaseDialog(item)">编辑</el-button>
+                                    <el-button size="small" type="danger" @click="deleteCase(item.id)">删除</el-button>
                                 </div>
                             </div>
-                        </el-tab-pane>
-                        <el-tab-pane label="任务日志" name="tasklogs">
-                            <div class="toolbar">
-                                <el-button @click="loadTaskLogs()">刷新</el-button>
+                        </div>
+                    </div>
+
+                    <div v-if="activeTab === 'tasklogs'">
+                        <div class="toolbar">
+                            <el-button size="small" @click="loadTaskLogs()">刷新</el-button>
+                        </div>
+                        <div v-if="taskLogsLoading" class="card-loading">加载中...</div>
+                        <template v-else-if="taskLogs.length === 0">
+                            <div class="empty-state">
+                                <div class="empty-icon">📝</div>
+                                <div class="empty-text">暂无任务日志</div>
                             </div>
-                            <el-table :data="taskLogs" border stripe class="data-table">
-                                <el-table-column prop="id" label="ID" width="70"/>
-                                <el-table-column prop="task_name" label="任务名称" min-width="120"/>
-                                <el-table-column prop="topic_id" label="选题" width="100"/>
-                                <el-table-column prop="status" label="状态" width="80"/>
-                                <el-table-column prop="message" label="消息" min-width="150" :show-overflow-tooltip="true"/>
-                                <el-table-column prop="started_at" label="开始" width="150"/>
-                                <el-table-column prop="finished_at" label="结束" width="150"/>
-                                <el-table-column prop="duration" label="耗时" width="80"/>
+                        </template>
+                        <template v-else>
+                            <el-table :data="taskLogs" border stripe class="data-table" style="width:100%">
+                                <el-table-column prop="id" label="ID" width="70"></el-table-column>
+                                <el-table-column prop="task_name" label="任务名称" min-width="120"></el-table-column>
+                                <el-table-column prop="topic_id" label="选题" width="100"></el-table-column>
+                                <el-table-column prop="status" label="状态" width="80"></el-table-column>
+                                <el-table-column prop="message" label="消息" min-width="150" :show-overflow-tooltip="true"></el-table-column>
+                                <el-table-column prop="started_at" label="开始" width="150"></el-table-column>
+                                <el-table-column prop="finished_at" label="结束" width="150"></el-table-column>
+                                <el-table-column prop="duration" label="耗时" width="80"></el-table-column>
                             </el-table>
-                            <div class="mobile-card-list">
-                                <div v-for="item in taskLogs" :key="item.id" class="mobile-card">
-                                    <div class="mobile-card-row"><span class="mobile-card-label">任务</span><span class="mobile-card-value">{{ item.task_name }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">选题</span><span class="mobile-card-value">{{ item.topic_id }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">状态</span><span class="mobile-card-value">{{ item.status }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">消息</span><span class="mobile-card-value">{{ item.message }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">耗时</span><span class="mobile-card-value">{{ item.duration }}s</span></div>
-                                </div>
+                        </template>
+                        <div class="mobile-card-list">
+                            <div v-for="item in taskLogs" :key="item.id" class="mobile-card">
+                                <div class="mobile-card-row"><span class="mobile-card-label">任务</span><span class="mobile-card-value">{{ item.task_name }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">选题</span><span class="mobile-card-value">{{ item.topic_id }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">状态</span><span class="mobile-card-value">{{ item.status }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">消息</span><span class="mobile-card-value">{{ item.message }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">耗时</span><span class="mobile-card-value">{{ item.duration }}s</span></div>
                             </div>
-                        </el-tab-pane>
-                        <el-tab-pane label="LLM配置" name="llmconfigs">
-                            <div class="toolbar">
-                                <el-button type="primary" @click="showLLMConfigDialog()">新增配置</el-button>
+                        </div>
+                    </div>
+
+                    <div v-if="activeTab === 'llmconfigs'">
+                        <div class="toolbar">
+                            <el-button type="primary" size="small" @click="showLLMConfigDialog()">新增配置</el-button>
+                        </div>
+                        <div v-if="llmConfigsLoading" class="card-loading">加载中...</div>
+                        <template v-else-if="llmConfigs.length === 0">
+                            <div class="empty-state">
+                                <div class="empty-icon">🤖</div>
+                                <div class="empty-text">暂无 LLM 配置</div>
+                                <el-button type="primary" size="small" @click="showLLMConfigDialog()">新增配置</el-button>
                             </div>
-                            <el-table :data="llmConfigs" border stripe class="data-table">
-                                <el-table-column prop="id" label="ID" width="70"/>
-                                <el-table-column prop="name" label="名称" min-width="120"/>
-                                <el-table-column prop="model" label="模型" min-width="180"/>
-                                <el-table-column prop="temperature" label="温度" width="80"/>
-                                <el-table-column prop="max_tokens" label="最大Token" width="110"/>
+                        </template>
+                        <template v-else>
+                            <el-table :data="llmConfigs" border stripe class="data-table" style="width:100%">
+                                <el-table-column prop="id" label="ID" width="70"></el-table-column>
+                                <el-table-column prop="name" label="名称" min-width="120"></el-table-column>
+                                <el-table-column prop="model" label="模型" min-width="180"></el-table-column>
+                                <el-table-column prop="temperature" label="温度" width="80"></el-table-column>
+                                <el-table-column prop="max_tokens" label="最大Token" width="110"></el-table-column>
                                 <el-table-column prop="is_active" label="激活" width="70">
                                     <template #default="scope">{{ scope.row.is_active ? '是' : '否' }}</template>
                                 </el-table-column>
@@ -132,31 +179,42 @@
                                     </template>
                                 </el-table-column>
                             </el-table>
-                            <div class="mobile-card-list">
-                                <div v-for="item in llmConfigs" :key="item.id" class="mobile-card">
-                                    <div class="mobile-card-row"><span class="mobile-card-label">名称</span><span class="mobile-card-value">{{ item.name }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">模型</span><span class="mobile-card-value">{{ item.model }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">温度</span><span class="mobile-card-value">{{ item.temperature }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">激活</span><span class="mobile-card-value">{{ item.is_active ? '是' : '否' }}</span></div>
-                                    <div class="mobile-card-actions">
-                                        <el-button size="small" @click="showLLMConfigDialog(item)">编辑</el-button>
-                                        <el-button size="small" type="danger" @click="deleteLLMConfig(item.id)">删除</el-button>
-                                    </div>
+                        </template>
+                        <div class="mobile-card-list">
+                            <div v-for="item in llmConfigs" :key="item.id" class="mobile-card">
+                                <div class="mobile-card-row"><span class="mobile-card-label">名称</span><span class="mobile-card-value">{{ item.name }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">模型</span><span class="mobile-card-value">{{ item.model }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">温度</span><span class="mobile-card-value">{{ item.temperature }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">激活</span><span class="mobile-card-value">{{ item.is_active ? '是' : '否' }}</span></div>
+                                <div class="mobile-card-actions">
+                                    <el-button size="small" @click="showLLMConfigDialog(item)">编辑</el-button>
+                                    <el-button size="small" type="danger" @click="deleteLLMConfig(item.id)">删除</el-button>
                                 </div>
                             </div>
-                        </el-tab-pane>
-                        <el-tab-pane label="系统配置" name="systemconfigs">
-                            <div class="toolbar">
-                                <el-button type="primary" @click="showSystemConfigDialog()">新增配置</el-button>
+                        </div>
+                    </div>
+
+                    <div v-if="activeTab === 'systemconfigs'">
+                        <div class="toolbar">
+                            <el-button type="primary" size="small" @click="showSystemConfigDialog()">新增配置</el-button>
+                        </div>
+                        <div v-if="systemConfigsLoading" class="card-loading">加载中...</div>
+                        <template v-else-if="systemConfigs.length === 0">
+                            <div class="empty-state">
+                                <div class="empty-icon">⚙️</div>
+                                <div class="empty-text">暂无系统配置</div>
+                                <el-button type="primary" size="small" @click="showSystemConfigDialog()">新增配置</el-button>
                             </div>
-                            <el-table :data="systemConfigs" border stripe class="data-table">
-                                <el-table-column prop="key" label="键" min-width="180"/>
+                        </template>
+                        <template v-else>
+                            <el-table :data="systemConfigs" border stripe class="data-table" style="width:100%">
+                                <el-table-column prop="key" label="键" min-width="180"></el-table-column>
                                 <el-table-column prop="value" label="值" min-width="250">
                                     <template #default="scope">
                                         {{ typeof scope.row.value === 'object' ? JSON.stringify(scope.row.value) : scope.row.value }}
                                     </template>
                                 </el-table-column>
-                                <el-table-column prop="description" label="描述" min-width="200"/>
+                                <el-table-column prop="description" label="描述" min-width="200"></el-table-column>
                                 <el-table-column label="操作" width="140" fixed="right">
                                     <template #default="scope">
                                         <el-button size="small" @click="showSystemConfigDialog(scope.row)">编辑</el-button>
@@ -164,34 +222,44 @@
                                     </template>
                                 </el-table-column>
                             </el-table>
-                            <div class="mobile-card-list">
-                                <div v-for="item in systemConfigs" :key="item.key" class="mobile-card">
-                                    <div class="mobile-card-row"><span class="mobile-card-label">键</span><span class="mobile-card-value">{{ item.key }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">值</span><span class="mobile-card-value">{{ typeof item.value === 'object' ? JSON.stringify(item.value) : item.value }}</span></div>
-                                    <div class="mobile-card-row"><span class="mobile-card-label">描述</span><span class="mobile-card-value">{{ item.description }}</span></div>
-                                    <div class="mobile-card-actions">
-                                        <el-button size="small" @click="showSystemConfigDialog(item)">编辑</el-button>
-                                        <el-button size="small" type="danger" @click="deleteSystemConfig(item.key)">删除</el-button>
-                                    </div>
+                        </template>
+                        <div class="mobile-card-list">
+                            <div v-for="item in systemConfigs" :key="item.key" class="mobile-card">
+                                <div class="mobile-card-row"><span class="mobile-card-label">键</span><span class="mobile-card-value">{{ item.key }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">值</span><span class="mobile-card-value">{{ typeof item.value === 'object' ? JSON.stringify(item.value) : item.value }}</span></div>
+                                <div class="mobile-card-row"><span class="mobile-card-label">描述</span><span class="mobile-card-value">{{ item.description }}</span></div>
+                                <div class="mobile-card-actions">
+                                    <el-button size="small" @click="showSystemConfigDialog(item)">编辑</el-button>
+                                    <el-button size="small" type="danger" @click="deleteSystemConfig(item.key)">删除</el-button>
                                 </div>
                             </div>
-                        </el-tab-pane>
-                    </el-tabs>
+                        </div>
+                    </div>
                 </div>
             </main>
         </div>
 
-        <el-dialog v-model="caseDialogVisible" :title="caseDialogTitle" width="600px">
+        <el-dialog v-model="caseDialogVisible" :title="caseDialogTitle" width="700px" :close-on-click-modal="false">
             <el-form :model="caseForm" label-width="80px">
-                <el-form-item label="标题"><el-input v-model="caseForm.title"/></el-form-item>
-                <el-form-item label="领域"><el-input v-model="caseForm.field"/></el-form-item>
-                <el-form-item label="概述"><el-input type="textarea" v-model="caseForm.summary"/></el-form-item>
-                <el-form-item label="关键指标"><el-input v-model="caseForm.key_metrics"/></el-form-item>
-                <el-form-item label="日期"><el-input v-model="caseForm.date"/></el-form-item>
-                <el-form-item label="来源"><el-input v-model="caseForm.source"/></el-form-item>
-                <el-form-item label="来源URL"><el-input v-model="caseForm.source_url"/></el-form-item>
-                <el-form-item label="可信度"><el-input v-model="caseForm.credibility_rating"/></el-form-item>
-                <el-form-item label="国内适用性"><el-input v-model="caseForm.china_applicability"/></el-form-item>
+                <el-row :gutter="16">
+                    <el-col :span="12"><el-form-item label="标题"><el-input v-model="caseForm.title"/></el-form-item></el-col>
+                    <el-col :span="12"><el-form-item label="领域"><el-input v-model="caseForm.field"/></el-form-item></el-col>
+                </el-row>
+                <el-row :gutter="16">
+                    <el-col :span="24"><el-form-item label="概述"><el-input type="textarea" v-model="caseForm.summary" :rows="3"/></el-form-item></el-col>
+                </el-row>
+                <el-row :gutter="16">
+                    <el-col :span="12"><el-form-item label="关键指标"><el-input v-model="caseForm.key_metrics"/></el-form-item></el-col>
+                    <el-col :span="12"><el-form-item label="日期"><el-input v-model="caseForm.date"/></el-form-item></el-col>
+                </el-row>
+                <el-row :gutter="16">
+                    <el-col :span="12"><el-form-item label="来源"><el-input v-model="caseForm.source"/></el-form-item></el-col>
+                    <el-col :span="12"><el-form-item label="来源URL"><el-input v-model="caseForm.source_url"/></el-form-item></el-col>
+                </el-row>
+                <el-row :gutter="16">
+                    <el-col :span="12"><el-form-item label="可信度"><el-input v-model="caseForm.credibility_rating"/></el-form-item></el-col>
+                    <el-col :span="12"><el-form-item label="国内适用性"><el-input v-model="caseForm.china_applicability"/></el-form-item></el-col>
+                </el-row>
             </el-form>
             <template #footer>
                 <el-button @click="caseDialogVisible=false">取消</el-button>
@@ -199,17 +267,25 @@
             </template>
         </el-dialog>
 
-        <el-dialog v-model="llmConfigDialogVisible" :title="llmConfigDialogTitle" width="600px">
-            <el-form :model="llmConfigForm" label-width="120px">
-                <el-form-item label="名称"><el-input v-model="llmConfigForm.name"/></el-form-item>
-                <el-form-item label="系统提示词"><el-input type="textarea" v-model="llmConfigForm.system_prompt"/></el-form-item>
-                <el-form-item label="用户提示模板"><el-input type="textarea" v-model="llmConfigForm.user_prompt_template"/></el-form-item>
-                <el-form-item label="温度"><el-input-number v-model="llmConfigForm.temperature" :min="0" :max="2" :step="0.1"/></el-form-item>
-                <el-form-item label="最大Token"><el-input-number v-model="llmConfigForm.max_tokens" :min="1" :max="10000"/></el-form-item>
-                <el-form-item label="模型"><el-input v-model="llmConfigForm.model"/></el-form-item>
-                <el-form-item label="激活">
-                    <el-switch v-model="llmConfigForm.is_active"/>
-                </el-form-item>
+        <el-dialog v-model="llmConfigDialogVisible" :title="llmConfigDialogTitle" width="700px" :close-on-click-modal="false">
+            <el-form :model="llmConfigForm" label-width="100px">
+                <el-row :gutter="16">
+                    <el-col :span="12"><el-form-item label="名称"><el-input v-model="llmConfigForm.name"/></el-form-item></el-col>
+                    <el-col :span="12"><el-form-item label="模型"><el-input v-model="llmConfigForm.model"/></el-form-item></el-col>
+                </el-row>
+                <el-row :gutter="16">
+                    <el-col :span="12"><el-form-item label="温度"><el-input-number v-model="llmConfigForm.temperature" :min="0" :max="2" :step="0.1"/></el-form-item></el-col>
+                    <el-col :span="12"><el-form-item label="最大Token"><el-input-number v-model="llmConfigForm.max_tokens" :min="1" :max="10000"/></el-form-item></el-col>
+                </el-row>
+                <el-row :gutter="16">
+                    <el-col :span="24"><el-form-item label="系统提示词"><el-input type="textarea" v-model="llmConfigForm.system_prompt" :rows="4"/></el-form-item></el-col>
+                </el-row>
+                <el-row :gutter="16">
+                    <el-col :span="24"><el-form-item label="提示模板"><el-input type="textarea" v-model="llmConfigForm.user_prompt_template" :rows="4"/></el-form-item></el-col>
+                </el-row>
+                <el-row :gutter="16">
+                    <el-col :span="24"><el-form-item label="激活"><el-switch v-model="llmConfigForm.is_active"/></el-form-item></el-col>
+                </el-row>
             </el-form>
             <template #footer>
                 <el-button @click="llmConfigDialogVisible=false">取消</el-button>
@@ -217,11 +293,15 @@
             </template>
         </el-dialog>
 
-        <el-dialog v-model="systemConfigDialogVisible" :title="systemConfigDialogTitle" width="500px">
-            <el-form :model="systemConfigForm" label-width="100px">
-                <el-form-item label="键"><el-input v-model="systemConfigForm.key" :disabled="!!editingSystemConfigKey"/></el-form-item>
-                <el-form-item label="值"><el-input v-model="systemConfigForm.value" type="textarea"/></el-form-item>
-                <el-form-item label="描述"><el-input v-model="systemConfigForm.description"/></el-form-item>
+        <el-dialog v-model="systemConfigDialogVisible" :title="systemConfigDialogTitle" width="600px" :close-on-click-modal="false">
+            <el-form :model="systemConfigForm" label-width="80px">
+                <el-row :gutter="16">
+                    <el-col :span="12"><el-form-item label="键"><el-input v-model="systemConfigForm.key" :disabled="!!editingSystemConfigKey"/></el-form-item></el-col>
+                    <el-col :span="12"><el-form-item label="描述"><el-input v-model="systemConfigForm.description"/></el-form-item></el-col>
+                </el-row>
+                <el-row :gutter="16">
+                    <el-col :span="24"><el-form-item label="值"><el-input v-model="systemConfigForm.value" type="textarea" :rows="4"/></el-form-item></el-col>
+                </el-row>
             </el-form>
             <template #footer>
                 <el-button @click="systemConfigDialogVisible=false">取消</el-button>
@@ -232,7 +312,7 @@
     <script src="vue.global.prod.js"></script>
     <script src="element-plus.full.js"></script>
     <script>
-        const { createApp, ref, reactive, onMounted, watch } = Vue;
+        const { createApp, ref, reactive, onMounted } = Vue;
         const { ElMessage, ElMessageBox } = ElementPlus;
 
         const app = createApp({
@@ -240,38 +320,42 @@
                 const token = localStorage.getItem('authToken');
                 if (!token) { window.location.href = 'login.html'; return {}; }
 
+                const apiBase = '';
                 const api = {
-                    get: (url) => fetch(url, { headers: { 'Authorization': `Bearer ${token}` } }).then(r => { if (!r.ok) throw new Error(r.statusText); return r.json(); }),
-                    post: (url, body) => fetch(url, { method: 'POST', headers: { 'Content-Type': 'application/json', 'Authorization': `Bearer ${token}` }, body: JSON.stringify(body) }).then(r => { if (!r.ok) throw new Error(r.statusText); return r.json(); }),
-                    put: (url, body) => fetch(url, { method: 'PUT', headers: { 'Content-Type': 'application/json', 'Authorization': `Bearer ${token}` }, body: JSON.stringify(body) }).then(r => { if (!r.ok) throw new Error(r.statusText); return r.json(); }),
-                    delete: (url) => fetch(url, { method: 'DELETE', headers: { 'Authorization': `Bearer ${token}` } }).then(r => { if (!r.ok) throw new Error(r.statusText); return r.json(); }),
+                    get: (url) => fetch(apiBase + url, { headers: { 'Authorization': `Bearer ${token}` } }).then(r => { if (!r.ok) throw new Error(r.statusText); return r.json(); }),
+                    post: (url, body) => fetch(apiBase + url, { method: 'POST', headers: { 'Content-Type': 'application/json', 'Authorization': `Bearer ${token}` }, body: JSON.stringify(body) }).then(r => { if (!r.ok) throw new Error(r.statusText); return r.json(); }),
+                    put: (url, body) => fetch(apiBase + url, { method: 'PUT', headers: { 'Content-Type': 'application/json', 'Authorization': `Bearer ${token}` }, body: JSON.stringify(body) }).then(r => { if (!r.ok) throw new Error(r.statusText); return r.json(); }),
+                    delete: (url) => fetch(apiBase + url, { method: 'DELETE', headers: { 'Authorization': `Bearer ${token}` } }).then(r => { if (!r.ok) throw new Error(r.statusText); return r.json(); }),
                 };
 
                 const activeTab = ref('cases');
                 const currentUser = ref({ username: '' });
                 const isAdmin = ref(false);
-                const isLoggedIn = ref(false);
 
                 fetch('/api/auth/me', { headers: { 'Authorization': 'Bearer ' + token } })
-                    .then(response => response.ok ? response.json() : Promise.reject())
+                    .then(r => r.ok ? r.json() : Promise.reject())
                     .then(data => {
                         const user = data.user || { username: '', role: 'user' };
                         currentUser.value = user;
                         isAdmin.value = user.role === 'admin';
-                        isLoggedIn.value = true;
                         if (!isAdmin.value) { ElMessage.warning('需要管理员权限'); window.location.href = '/login.html'; }
                     })
-                    .catch(() => { localStorage.removeItem('authToken'); localStorage.removeItem('userRole'); localStorage.removeItem('currentUser'); window.location.href = '/login.html'; });
+                    .catch(() => { localStorage.removeItem('authToken'); window.location.href = '/login.html'; });
 
                 const redirectToPage = (page) => { window.location.href = '/' + page; };
 
                 const cases = ref([]);
+                const casesLoading = ref(false);
                 const caseDialogVisible = ref(false);
                 const caseDialogTitle = ref('新增案例');
                 const caseForm = reactive({ id: null, title: '', field: '', summary: '', key_metrics: '', date: '', source: '', source_url: '', credibility_rating: '', china_applicability: '' });
                 const editingCaseId = ref(null);
 
-                const loadCases = async () => { try { cases.value = await api.get('/api/admin/cases'); } catch (e) { ElMessage.error('加载案例失败: ' + e.message); } };
+                const loadCases = async () => {
+                    casesLoading.value = true;
+                    try { cases.value = await api.get('/api/admin/cases'); } catch (e) { ElMessage.error('加载案例失败: ' + e.message); }
+                    finally { casesLoading.value = false; }
+                };
                 const showCaseDialog = (row = null) => {
                     if (row) { caseDialogTitle.value = '编辑案例'; editingCaseId.value = row.id; Object.assign(caseForm, row); }
                     else { caseDialogTitle.value = '新增案例'; editingCaseId.value = null; Object.keys(caseForm).forEach(k => { if (k === 'id') caseForm.id = null; else caseForm[k] = ''; }); }
@@ -290,15 +374,25 @@
                 };
 
                 const taskLogs = ref([]);
-                const loadTaskLogs = async () => { try { taskLogs.value = await api.get('/api/admin/tasklogs'); } catch (e) { ElMessage.error('加载任务日志失败: ' + e.message); } };
+                const taskLogsLoading = ref(false);
+                const loadTaskLogs = async () => {
+                    taskLogsLoading.value = true;
+                    try { taskLogs.value = await api.get('/api/admin/tasklogs'); } catch (e) { ElMessage.error('加载任务日志失败: ' + e.message); }
+                    finally { taskLogsLoading.value = false; }
+                };
 
                 const llmConfigs = ref([]);
+                const llmConfigsLoading = ref(false);
                 const llmConfigDialogVisible = ref(false);
                 const llmConfigDialogTitle = ref('新增配置');
                 const llmConfigForm = reactive({ id: null, name: '', system_prompt: '', user_prompt_template: '', temperature: 0.7, max_tokens: 2000, model: '', is_active: true });
                 const editingLLMConfigId = ref(null);
 
-                const loadLLMConfigs = async () => { try { llmConfigs.value = await api.get('/api/admin/llmconfigs'); } catch (e) { ElMessage.error('加载LLM配置失败: ' + e.message); } };
+                const loadLLMConfigs = async () => {
+                    llmConfigsLoading.value = true;
+                    try { llmConfigs.value = await api.get('/api/admin/llmconfigs'); } catch (e) { ElMessage.error('加载LLM配置失败: ' + e.message); }
+                    finally { llmConfigsLoading.value = false; }
+                };
                 const showLLMConfigDialog = (row = null) => {
                     if (row) { llmConfigDialogTitle.value = '编辑配置'; editingLLMConfigId.value = row.id; Object.assign(llmConfigForm, row); }
                     else {
@@ -320,12 +414,17 @@
                 };
 
                 const systemConfigs = ref([]);
+                const systemConfigsLoading = ref(false);
                 const systemConfigDialogVisible = ref(false);
                 const systemConfigDialogTitle = ref('新增配置');
                 const systemConfigForm = reactive({ key: '', value: '', description: '' });
                 const editingSystemConfigKey = ref(null);
 
-                const loadSystemConfigs = async () => { try { systemConfigs.value = await api.get('/api/admin/systemconfigs'); } catch (e) { ElMessage.error('加载系统配置失败: ' + e.message); } };
+                const loadSystemConfigs = async () => {
+                    systemConfigsLoading.value = true;
+                    try { systemConfigs.value = await api.get('/api/admin/systemconfigs'); } catch (e) { ElMessage.error('加载系统配置失败: ' + e.message); }
+                    finally { systemConfigsLoading.value = false; }
+                };
                 const showSystemConfigDialog = (row = null) => {
                     if (row) { systemConfigDialogTitle.value = '编辑配置'; editingSystemConfigKey.value = row.key; systemConfigForm.key = row.key; systemConfigForm.value = (typeof row.value === 'object') ? JSON.stringify(row.value) : (row.value || ''); systemConfigForm.description = row.description || ''; }
                     else { systemConfigDialogTitle.value = '新增配置'; editingSystemConfigKey.value = null; systemConfigForm.key = ''; systemConfigForm.value = ''; systemConfigForm.description = ''; }
@@ -345,26 +444,32 @@
 
                 const logout = () => { localStorage.removeItem('authToken'); localStorage.removeItem('userRole'); localStorage.removeItem('currentUser'); window.location.href = '/login.html'; };
 
-                watch(activeTab, (t) => {
-                    if (t === 'cases' && !cases.value.length) loadCases();
-                    if (t === 'tasklogs' && !taskLogs.value.length) loadTaskLogs();
-                    if (t === 'llmconfigs' && !llmConfigs.value.length) loadLLMConfigs();
-                    if (t === 'systemconfigs' && !systemConfigs.value.length) loadSystemConfigs();
-                });
+                const tabLoaders = {
+                    cases: loadCases, tasklogs: loadTaskLogs,
+                    llmconfigs: loadLLMConfigs, systemconfigs: loadSystemConfigs,
+                };
+                const loadedTabs = new Set();
+
+                const switchTab = (name) => {
+                    activeTab.value = name;
+                    if (!loadedTabs.has(name)) {
+                        loadedTabs.add(name);
+                        tabLoaders[name]();
+                    }
+                };
 
                 onMounted(() => {
-                    if (activeTab.value === 'cases') loadCases();
-                    else if (activeTab.value === 'tasklogs') loadTaskLogs();
-                    else if (activeTab.value === 'llmconfigs') loadLLMConfigs();
-                    else if (activeTab.value === 'systemconfigs') loadSystemConfigs();
+                    loadedTabs.add('cases');
+                    loadCases();
                 });
 
                 return {
-                    activeTab, cases, caseDialogVisible, caseForm, caseDialogTitle, showCaseDialog, saveCase, deleteCase,
-                    taskLogs, loadTaskLogs,
-                    llmConfigs, llmConfigDialogVisible, llmConfigForm, llmConfigDialogTitle, showLLMConfigDialog, saveLLMConfig, deleteLLMConfig,
-                    systemConfigs, systemConfigDialogVisible, systemConfigForm, systemConfigDialogTitle, showSystemConfigDialog, saveSystemConfig, deleteSystemConfig,
-                    logout, currentUser, isAdmin, isLoggedIn, redirectToPage
+                    activeTab, switchTab,
+                    cases, casesLoading, caseDialogVisible, caseForm, caseDialogTitle, showCaseDialog, saveCase, deleteCase,
+                    taskLogs, taskLogsLoading, loadTaskLogs,
+                    llmConfigs, llmConfigsLoading, llmConfigDialogVisible, llmConfigForm, llmConfigDialogTitle, showLLMConfigDialog, saveLLMConfig, deleteLLMConfig,
+                    systemConfigs, systemConfigsLoading, systemConfigDialogVisible, systemConfigForm, systemConfigDialogTitle, showSystemConfigDialog, saveSystemConfig, deleteSystemConfig,
+                    logout, currentUser, isAdmin, redirectToPage
                 };
             }
         });
diff --git a/platform/frontend/assets.html b/platform/frontend/assets.html
index 56faf7a..229d6a1 100644
--- a/platform/frontend/assets.html
+++ b/platform/frontend/assets.html
@@ -5,23 +5,14 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>宇之然内容创作平台 - 素材库</title>
     <link rel="stylesheet" href="element-plus.css">
+    <link rel="stylesheet" href="theme-modern.css">
     <style>
         * { margin: 0; padding: 0; box-sizing: border-box; }
         body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; background: #f5f7fa; }
-        .navbar { background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; padding: 16px 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); }
-        .navbar-content { display: flex; justify-content: space-between; align-items: center; max-width: 1400px; margin: 0 auto; }
-        .navbar-title { font-size: 20px; font-weight: 600; }
-        .navbar-user { display: flex; align-items: center; gap: 16px; }
-        .user-info { display: flex; align-items: center; gap: 8px; }
-        .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
         .main-content { display: flex; flex: 1; max-width: 1400px; margin: 0 auto; }
-        .sidebar { width: 180px; background: white; padding: 12px; box-shadow: 2px 0 8px rgba(0,0,0,0.05); }
         .content-area { flex: 1; padding: 24px; overflow-y: auto; }
-        .card { background: white; border-radius: 12px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); }
-        .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: white; box-shadow: 0 -2px 8px rgba(0,0,0,0.1); padding: 8px 0; z-index: 1000; }
+        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 12px rgba(0,0,0,0.06); overflow-x: auto; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
         @media (max-width: 768px) {
-            .sidebar { display: none; }
-            .mobile-nav { display: flex; }
             .content-area { padding: 16px; padding-bottom: 80px; }
         }
         .asset-grid { display: grid; grid-template-columns: repeat(auto-fill, minmax(200px, 1fr)); gap: 16px; }
@@ -46,7 +37,7 @@
         <div class="main-content">
             <main class="content-area">
                 <h2 style="font-size: 24px; font-weight: 700; margin-bottom: 24px; color: #303133;">🖼️ 素材库</h2>
-                <div class="card">
+                <div class="card page-fade">
                     <div class="filter-bar">
                         <el-input v-model="searchKeyword" placeholder="搜索素材..." style="width: 200px;" clearable @clear="loadAssets" @keyup.enter="loadAssets">
                             <template #prefix><span>🔍</span></template>
diff --git a/platform/frontend/calendar.html b/platform/frontend/calendar.html
index 3085b48..76b263d 100644
--- a/platform/frontend/calendar.html
+++ b/platform/frontend/calendar.html
@@ -5,29 +5,29 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>宇之然内容创作平台 - 内容日历</title>
     <link rel="stylesheet" href="element-plus.css">
+    <link rel="stylesheet" href="theme-modern.css">
     <style>
         * { margin: 0; padding: 0; box-sizing: border-box; }
         body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; background: #f5f7fa; }
-        .navbar { background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; padding: 16px 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); }
-        .navbar-content { display: flex; justify-content: space-between; align-items: center; max-width: 1400px; margin: 0 auto; }
-        .navbar-title { font-size: 20px; font-weight: 600; }
-        .navbar-user { display: flex; align-items: center; gap: 16px; }
-        .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
         .main-content { display: flex; flex: 1; max-width: 1400px; margin: 0 auto; }
-        .sidebar { width: 180px; background: white; padding: 12px; box-shadow: 2px 0 8px rgba(0,0,0,0.05); }
         .content-area { flex: 1; padding: 32px; overflow-y: auto; }
-        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); }
-        .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: white; box-shadow: 0 -2px 8px rgba(0,0,0,0.1); padding: 8px 0; z-index: 1000; }
+        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 12px rgba(0,0,0,0.06); overflow-x: auto; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
         
         @media (max-width: 768px) {
-            .sidebar { display: none; }
-            .mobile-nav { display: flex; }
             .content-area { padding: 12px; padding-bottom: 80px; }
+            .calendar-day { min-height: 56px !important; padding: 2px; }
+            .calendar-weekday { padding: 6px; font-size: 12px; }
+            .day-entry { font-size: 10px; padding: 2px 4px; white-space: normal; }
+            .calendar-grid { gap: 2px; }
+            .day-number { font-size: 12px; margin-bottom: 0; }
+            .day-lunar { font-size: 9px; margin-top: -1px; }
+            .day-term { font-size: 8px; padding: 0 3px; }
+            .day-holiday { font-size: 8px; padding: 0 3px; }
         }
 
         .calendar-header { display: flex; justify-content: space-between; align-items: center; margin-bottom: 24px; flex-wrap: wrap; gap: 12px; }
         .calendar-title { font-size: 28px; font-weight: 700; color: #303133; }
-        .calendar-nav { display: flex; align-items: center; gap: 16px; }
+        .calendar-nav { display: flex; align-items: center; gap: 16px; white-space: nowrap; }
         .calendar-grid { display: grid; grid-template-columns: repeat(7, 1fr); gap: 8px; }
         .calendar-weekday { text-align: center; font-weight: 600; color: #606266; padding: 12px; background: #f5f7fa; border-radius: 8px; }
         .calendar-day { min-height: 100px; background: #fafafa; border-radius: 8px; padding: 8px; border: 1px solid #ebeef5; cursor: pointer; transition: all 0.2s; }
@@ -35,6 +35,9 @@
         .calendar-day.other-month { opacity: 0.4; }
         .calendar-day.today { border-color: #409EFF; background: #ecf5ff; }
         .day-number { font-weight: 600; font-size: 14px; margin-bottom: 8px; color: #303133; }
+        .day-lunar { font-size: 10px; color: #909399; line-height: 1.3; white-space: nowrap; overflow: hidden; text-overflow: ellipsis; }
+        .day-term { display: inline-block; font-size: 9px; color: #E6A23C; background: #fdf6ec; border-radius: 3px; padding: 0 4px; margin-top: 1px; font-weight: 500; white-space: nowrap; }
+        .day-holiday { display: inline-block; font-size: 9px; color: #F56C6C; background: #fef0f0; border-radius: 3px; padding: 0 4px; margin-top: 1px; font-weight: 500; white-space: nowrap; }
         .day-entries { display: flex; flex-direction: column; gap: 4px; }
         .day-entry { font-size: 11px; padding: 4px 6px; border-radius: 4px; white-space: nowrap; overflow: hidden; text-overflow: ellipsis; cursor: pointer; }
         .day-entry.planned { background: #fdf6ec; color: #E6A23C; }
@@ -68,7 +71,7 @@
         ></navigation-component>
         <div class="main-content">
             <main class="content-area">
-                <div class="card">
+                <div class="card page-fade">
                     <div class="calendar-header">
                         <h2 class="calendar-title">📅 内容日历</h2>
                         <div class="calendar-nav">
@@ -93,6 +96,9 @@
                              :class="{ 'other-month': !day.isCurrentMonth, 'today': day.isToday }"
                              @click="openDayDialog(day)">
                             <div class="day-number">{{ day.day }}</div>
+                            <div v-if="day.lunar" class="day-lunar">{{ day.lunar }}</div>
+                            <div v-if="day.solarTerm" class="day-term">{{ day.solarTerm }}</div>
+                            <div v-if="day.holiday" class="day-holiday">{{ day.holiday }}</div>
                             <div class="day-entries">
                                 <div v-for="entry in day.entries" :key="entry.id" 
                                      class="day-entry" 
@@ -167,6 +173,80 @@
         </el-dialog>
     </div>
 
+    <script>
+// ---- 农历/节气/节日数据 ----
+const LUNAR_YEARS = [
+    [2024, 2,10, 0, 30,29,30,29,30,29,30,29,29,30,30,30],
+    [2025, 1,29, 6, 30,29,30,29,30,29,30,29,30,29,30,29,30],
+    [2026, 2,17, 0, 29,30,29,30,29,30,29,30,29,30,29,30],
+    [2027, 2, 6, 0, 30,29,30,29,30,29,30,29,30,29,30,29],
+    [2028, 1,26, 5, 30,29,30,29,30,29,30,30,29,30,29,30,29],
+];
+
+const LUNAR_MONTH_NAMES = ['', '正月','二月','三月','四月','五月','六月','七月','八月','九月','十月','冬月','腊月'];
+const LUNAR_DAY_NAMES = ['', '初一','初二','初三','初四','初五','初六','初七','初八','初九','初十','十一','十二','十三','十四','十五','十六','十七','十八','十九','二十','廿一','廿二','廿三','廿四','廿五','廿六','廿七','廿八','廿九','三十'];
+
+// 公历节日 (月-日)
+const SOLAR_HOLIDAYS = {
+    '1-1': '元旦', '2-14': '情人节', '3-8': '妇女节', '3-12': '植树节',
+    '4-1': '愚人节', '5-1': '劳动节', '5-4': '青年节',
+    '6-1': '儿童节', '7-1': '建党节', '8-1': '建军节',
+    '9-10': '教师节', '10-1': '国庆节', '12-25': '圣诞节',
+};
+
+// 节气近似日期 (月-日)
+const SOLAR_TERMS = {
+    '1-5':'小寒','1-20':'大寒','2-4':'立春','2-19':'雨水',
+    '3-6':'惊蛰','3-21':'春分','4-5':'清明','4-20':'谷雨',
+    '5-6':'立夏','5-21':'小满','6-6':'芒种','6-21':'夏至',
+    '7-7':'小暑','7-23':'大暑','8-7':'立秋','8-23':'处暑',
+    '9-7':'白露','9-23':'秋分','10-8':'寒露','10-23':'霜降',
+    '11-7':'立冬','11-22':'小雪','12-7':'大雪','12-22':'冬至',
+};
+
+function gregorianToLunar(year, month, day) {
+    const target = new Date(year, month - 1, day).getTime();
+    for (const ly of LUNAR_YEARS) {
+        const [lyear, sm, sd, leap, ...monthDays] = ly;
+        const start = new Date(lyear, sm - 1, sd);
+        const totalDays = monthDays.reduce((a, b) => a + b, 0);
+        const end = new Date(start);
+        end.setDate(end.getDate() + totalDays);
+        if (target < start.getTime() || target >= end.getTime()) continue;
+        const diff = Math.floor((target - start.getTime()) / 86400000);
+        let accum = 0;
+        for (let i = 0; i < monthDays.length; i++) {
+            if (diff < accum + monthDays[i]) {
+                let lunarMonth, isLeap = false;
+                if (leap > 0 && i === leap) {
+                    isLeap = true;
+                    lunarMonth = leap;
+                } else if (leap > 0 && i > leap) {
+                    lunarMonth = i;
+                } else {
+                    lunarMonth = i + 1;
+                }
+                const lunarDay = diff - accum + 1;
+                const mName = (isLeap ? '闰' : '') + (LUNAR_MONTH_NAMES[lunarMonth] || lunarMonth + '月');
+                const dName = LUNAR_DAY_NAMES[lunarDay] || lunarDay + '日';
+                let lunarStr = mName + dName;
+                if (lunarStr.length > 6) lunarStr = (isLeap ? '闰' : '') + lunarMonth + '月' + dName;
+                return lunarStr;
+            }
+            accum += monthDays[i];
+        }
+    }
+    return '';
+}
+
+function getDayMeta(year, month, day) {
+    const key = month + '-' + day;
+    const solarTerm = SOLAR_TERMS[key] || '';
+    const holiday = SOLAR_HOLIDAYS[key] || '';
+    const lunar = gregorianToLunar(year, month, day);
+    return { solarTerm, holiday, lunar };
+}
+</script>
     <script src="vue.global.prod.js"></script>
     <script src="element-plus.full.js"></script>
     <script>
@@ -212,7 +292,8 @@
 
                     for (let i = startWeek - 1; i >= 0; i--) {
                         const d = new Date(currentYear.value, currentMonth.value - 1, -i);
-                        days.push({ day: d.getDate(), month: d.getMonth() + 1, year: d.getFullYear(), isCurrentMonth: false, isToday: false, entries: [] });
+                        const meta = getDayMeta(d.getFullYear(), d.getMonth() + 1, d.getDate());
+                        days.push({ day: d.getDate(), month: d.getMonth() + 1, year: d.getFullYear(), isCurrentMonth: false, isToday: false, entries: [], ...meta });
                     }
                     for (let i = 1; i <= totalDays; i++) {
                         const isToday = today.getFullYear() === currentYear.value && today.getMonth() + 1 === currentMonth.value && today.getDate() === i;
@@ -220,12 +301,14 @@
                             const pd = new Date(e.planned_date);
                             return pd.getFullYear() === currentYear.value && pd.getMonth() + 1 === currentMonth.value && pd.getDate() === i;
                         });
-                        days.push({ day: i, month: currentMonth.value, year: currentYear.value, isCurrentMonth: true, isToday, entries: dayEntries });
+                        const meta = getDayMeta(currentYear.value, currentMonth.value, i);
+                        days.push({ day: i, month: currentMonth.value, year: currentYear.value, isCurrentMonth: true, isToday, entries: dayEntries, ...meta });
                     }
                     const remaining = 42 - days.length;
                     for (let i = 1; i <= remaining; i++) {
                         const d = new Date(currentYear.value, currentMonth.value, i);
-                        days.push({ day: d.getDate(), month: d.getMonth() + 1, year: d.getFullYear(), isCurrentMonth: false, isToday: false, entries: [] });
+                        const meta = getDayMeta(d.getFullYear(), d.getMonth() + 1, d.getDate());
+                        days.push({ day: d.getDate(), month: d.getMonth() + 1, year: d.getFullYear(), isCurrentMonth: false, isToday: false, entries: [], ...meta });
                     }
                     return days;
                 });
diff --git a/platform/frontend/debug-vue.js b/platform/frontend/debug-vue.js
deleted file mode 100644
index 0619ec1..0000000
--- a/platform/frontend/debug-vue.js
+++ /dev/null
@@ -1,7 +0,0 @@
-(function() {
-    var d = document.createElement('div');
-    d.style.cssText = 'position:fixed;top:0;left:0;background:rgba(0,0,0,0.9);color:#fff;padding:8px;font-size:12px;z-index:999999;max-width:90vw;overflow:auto;';
-    d.innerHTML = 'Vue: ' + typeof Vue + '<br>ElementPlus: ' + typeof ElementPlus + '<br>Time: ' + new Date().toLocaleTimeString();
-    document.body.appendChild(d);
-    console.log('Debug panel injected', d.innerHTML);
-})();
diff --git a/platform/frontend/debug.html b/platform/frontend/debug.html
deleted file mode 100644
index 25f58a9..0000000
--- a/platform/frontend/debug.html
+++ /dev/null
@@ -1,194 +0,0 @@
-
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>宇之然内容创作平台 - Vue调试</title>
-    
-    <!-- 资源加载 -->
-    <script src="https://cdn.tailwindcss.com"></script>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-    <link rel="stylesheet" href="https://unpkg.com/element-plus@2.4.3/dist/index.css">
-    <script src="https://unpkg.com/element-plus@2.4.3/dist/index.full.min.js"></script>
-
-    <style>
-        .card { background: white; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); padding: 24px; margin-bottom: 24px; }
-        aside button { width: 100%; text-align: left; border: none; background: transparent; border-radius: 8px; margin-bottom: 4px; }
-        @media (max-width: 768px) { main { padding-bottom: 70px; } }
-        .nav-title { text-align: center; }
-        .status-badge { display: inline-flex; align-items: center; gap: 4px; }
-        .status-dot { width: 6px; height: 6px; border-radius: 50%; }
-        .status-dot.pending { background: #E6A23C; }
-        .status-dot.review { background: #F56C6C; }
-        .status-dot.ready { background: #67C23A; }
-        .status-dot.published { background: #409EFF; }
-        .debug-panel { background: #f5f5f5; padding: 10px; border-radius: 4px; font-family: monospace; font-size: 12px; max-height: 200px; overflow-y: auto; }
-    </style>
-</head>
-<body>
-    <div id="app">
-        <!-- 导航栏 -->
-        <nav class="bg-gradient-to-r from-blue-600 to-blue-700 text-white shadow-lg">
-            <div class="container mx-auto px-6 py-4 flex justify-between items-center">
-                <h1 class="text-2xl font-bold nav-title">宇之然内容创作平台 - Vue调试</h1>
-            </div>
-        </nav>
-        
-        <!-- 侧边栏 -->
-        <div class="page flex gap-6">
-            <aside class="w-40 flex-shrink-0 hidden md:block">
-                <button @click="testType='topics'" :class="['px-4 py-2 rounded-lg', testType === 'topics' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">📋 选题管理</button>
-                <button @click="testType='logs'" :class="['px-4 py-2 rounded-lg', testType === 'logs' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">📄 系统日志</button>
-                <button @click="testType='users'" :class="['px-4 py-2 rounded-lg', testType === 'users' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">👥 用户管理</button>
-            </aside>
-            
-            <!-- 主内容区 -->
-            <main class="flex-1">
-                <div class="card" style="padding: 20px; margin-top: 20px;">
-                    <h2 class="text-2xl font-bold text-gray-800 mb-6">🔍 Vue调试控制台</h2>
-                    
-                    <!-- 调试信息显示 -->
-                    <div class="debug-panel mb-4">
-                        <strong>调试输出:</strong><br/>
-                        <span v-for="log in debugLogs" :key="log">{{ log }}</span>
-                    </div>
-                    
-                    <!-- 测试按钮 -->
-                    <div class="grid grid-cols-1 md:grid-cols-3 gap-4 mb-6">
-                        <button @click="runDebugTest" class="px-4 py-2 bg-blue-500 text-white rounded hover:bg-blue-600">运行调试测试</button>
-                        <button @click="testElementPlus" class="px-4 py-2 bg-green-500 text-white rounded hover:bg-green-600">测试Element Plus</button>
-                        <button @click="resetDebug" class="px-4 py-2 bg-red-500 text-white rounded hover:bg-red-600">重置调试</button>
-                    </div>
-                    
-                    <!-- 测试结果 -->
-                    <div v-if="testResults.length > 0" class="mb-4 p-4 bg-green-50 border-l-4 border-green-400">
-                        <h3 class="font-bold mb-2">测试结果:</h3>
-                        <ul class="list-disc pl-5">
-                            <li v-for="result in testResults">{{ result }}</li>
-                        </ul>
-                    </div>
-                    
-                    <!-- 模拟表格 -->
-                    <div v-if="testType === 'topics'" class="overflow-x-auto">
-                        <table class="w-full border-collapse">
-                            <thead>
-                                <tr class="bg-gray-50">
-                                    <th class="border p-2"><input type="checkbox"></th>
-                                    <th class="border p-2">ID</th>
-                                    <th class="border p-2">标题</th>
-                                    <th class="border p-2">状态</th>
-                                </tr>
-                            </thead>
-                            <tbody>
-                                <tr v-for="topic in mockTopics" :key="topic.id">
-                                    <td class="border p-2"><input type="checkbox"></td>
-                                    <td class="border p-2">{{ topic.id }}</td>
-                                    <td class="border p-2">{{ topic.title }}</td>
-                                    <td class="border p-2">
-                                        <span class="status-badge">
-                                            <span class="status-dot" :class="getStatusClass(topic.status)"></span>
-                                            {{ getStatusText(topic.status) }}
-                                        </span>
-                                    </td>
-                                </tr>
-                            </tbody>
-                        </table>
-                    </div>
-                </div>
-            </main>
-        </div>
-    </div>
-
-    <script>
-        const DebugApp = {
-            data() {
-                return {
-                    testType: 'topics',
-                    debugLogs: [
-                        'Vue调试应用已启动',
-                        '请运行调试测试查看详细信息',
-                        ''
-                    ],
-                    testResults: [],
-                    mockTopics: [
-                        { id: 'A01', title: '可持续发展趋势分析', status: 'pending' },
-                        { id: 'B02', title: 'AI在内容创作中的应用', status: 'review' },
-                        { id: 'C03', title: '数字化转型案例研究', status: 'ready' }
-                    ]
-                }
-            },
-            methods: {
-                addLog(message) {
-                    this.debugLogs.push('[' + new Date().toLocaleTimeString() + '] ' + message);
-                },
-                
-                runDebugTest() {
-                    this.addLog('开始运行调试测试...');
-                    
-                    // 测试数据绑定
-                    setTimeout(() => {
-                        this.addLog('✅ 数据绑定测试通过');
-                    }, 100);
-                    
-                    // 测试方法调用
-                    setTimeout(() => {
-                        this.addLog('✅ 方法调用测试通过');
-                        this.testResults.push('Vue数据绑定正常');
-                    }, 200);
-                    
-                    // 测试DOM操作
-                    setTimeout(() => {
-                        this.addLog('✅ DOM操作测试通过');
-                        this.testResults.push('VueDOM渲染正常');
-                    }, 300);
-                },
-                
-                testElementPlus() {
-                    this.addLog('正在测试Element Plus集成...');
-                    
-                    // 模拟Element Plus功能测试
-                    setTimeout(() => {
-                        this.addLog('✅ Element Plus样式加载成功');
-                        this.addLog('✅ Element Plus组件可用');
-                        this.testResults.push('Element Plus集成正常');
-                    }, 200);
-                },
-                
-                resetDebug() {
-                    this.debugLogs = ['Vue调试应用已启动', '请运行调试测试查看详细信息', ''];
-                    this.testResults = [];
-                    this.addLog('调试信息已重置');
-                },
-                
-                getStatusClass(status) {
-                    const classes = {
-                        'pending': 'status-dot pending',
-                        'review': 'status-dot review',
-                        'ready': 'status-dot ready',
-                        'published': 'status-dot published'
-                    };
-                    return classes[status] || '';
-                },
-                
-                getStatusText(status) {
-                    const texts = {
-                        'pending': '待处理',
-                        'review': '待审查',
-                        'ready': '待发布',
-                        'published': '已发布'
-                    };
-                    return texts[status] || status;
-                }
-            },
-            mounted() {
-                this.addLog('Vue应用程序挂载完成');
-                this.addLog('应用状态:', this.$data);
-                console.log('Vue调试应用已启动');
-            }
-        }
-
-        Vue.createApp(DebugApp).mount('#app')
-    </script>
-</body>
-</html>
diff --git a/platform/frontend/diagnostic.html b/platform/frontend/diagnostic.html
deleted file mode 100644
index d976bf9..0000000
--- a/platform/frontend/diagnostic.html
+++ /dev/null
@@ -1,269 +0,0 @@
-
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>宇之然内容创作平台 - 诊断测试</title>
-    
-    <!-- 测试资源加载 -->
-    <script src="https://cdn.tailwindcss.com"></script>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-    <link rel="stylesheet" href="https://unpkg.com/element-plus@2.4.3/dist/index.css">
-    <script src="https://unpkg.com/element-plus@2.4.3/dist/index.full.min.js"></script>
-
-    <style>
-        .card { background: white; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); padding: 24px; margin-bottom: 24px; }
-        aside button { width: 100%; text-align: left; border: none; background: transparent; border-radius: 8px; margin-bottom: 4px; }
-        @media (max-width: 768px) { main { padding-bottom: 70px; } }
-        .nav-title { text-align: center; }
-        .status-badge { display: inline-flex; align-items: center; gap: 4px; }
-        .status-dot { width: 6px; height: 6px; border-radius: 50%; }
-        .status-dot.pending { background: #E6A23C; }
-        .status-dot.review { background: #F56C6C; }
-        .status-dot.ready { background: #67C23A; }
-        .status-dot.published { background: #409EFF; }
-    </style>
-</head>
-<body>
-    <div id="app">
-        <!-- 导航栏 -->
-        <nav class="bg-gradient-to-r from-blue-600 to-blue-700 text-white shadow-lg">
-            <div class="container mx-auto px-6 py-4 flex justify-between items-center">
-                <h1 class="text-2xl font-bold nav-title">宇之然内容创作平台 - 诊断测试</h1>
-            </div>
-        </nav>
-        
-        <!-- 侧边栏 -->
-        <div class="page flex gap-6">
-            <aside class="w-40 flex-shrink-0 hidden md:block">
-                <button @click="showTest('topics')" :class="['px-4 py-2 rounded-lg', testType === 'topics' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">📋 选题管理测试</button>
-                <button @click="showTest('logs')" :class="['px-4 py-2 rounded-lg', testType === 'logs' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">📄 系统日志测试</button>
-                <button @click="showTest('users')" :class="['px-4 py-2 rounded-lg', testType === 'users' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">👥 用户管理测试</button>
-            </aside>
-            
-            <!-- 主内容区 -->
-            <main class="flex-1">
-                <div class="card" style="padding: 20px; margin-top: 20px;">
-                    <h2 class="text-2xl font-bold text-gray-800 mb-6">🔍 功能诊断测试</h2>
-                    
-                    <!-- 测试结果显示 -->
-                    <div v-if="testResults.length > 0" class="mb-4 p-4 bg-green-50 border-l-4 border-green-400">
-                        <h3 class="font-bold mb-2">✅ 测试结果:</h3>
-                        <ul class="list-disc pl-5">
-                            <li v-for="result in testResults">{{ result }}</li>
-                        </ul>
-                    </div>
-                    
-                    <!-- 选题管理测试 -->
-                    <div v-if="testType === 'topics'">
-                        <h3 class="text-xl font-bold mb-4">📋 选题管理功能测试</h3>
-                        
-                        <div class="grid grid-cols-1 md:grid-cols-2 gap-4 mb-6">
-                            <div class="p-4 bg-blue-50 rounded">
-                                <h4 class="font-bold mb-2">批量操作测试</h4>
-                                <button @click="testBatchOperations" class="px-4 py-2 bg-blue-500 text-white rounded hover:bg-blue-600">测试批量刷新</button>
-                                <span v-if="batchTested" class="ml-2 text-green-600">✅ 通过</span>
-                            </div>
-                            
-                            <div class="p-4 bg-green-50 rounded">
-                                <h4 class="font-bold mb-2">数据加载测试</h4>
-                                <button @click="testDataLoading" class="px-4 py-2 bg-green-500 text-white rounded hover:bg-green-600">测试数据加载</button>
-                                <span v-if="dataLoaded" class="ml-2 text-green-600">✅ 通过</span>
-                            </div>
-                        </div>
-                        
-                        <!-- 模拟表格 -->
-                        <div class="overflow-x-auto">
-                            <table class="w-full border-collapse">
-                                <thead>
-                                    <tr class="bg-gray-50">
-                                        <th class="border p-2"><input type="checkbox"></th>
-                                        <th class="border p-2">ID</th>
-                                        <th class="border p-2">标题</th>
-                                        <th class="border p-2">状态</th>
-                                        <th class="border p-2">操作</th>
-                                    </tr>
-                                </thead>
-                                <tbody>
-                                    <tr v-for="topic in mockTopics" :key="topic.id">
-                                        <td class="border p-2"><input type="checkbox"></td>
-                                        <td class="border p-2">{{ topic.id }}</td>
-                                        <td class="border p-2">{{ topic.title }}</td>
-                                        <td class="border p-2">
-                                            <span class="status-badge">
-                                                <span class="status-dot" :class="getStatusClass(topic.status)"></span>
-                                                {{ getStatusText(topic.status) }}
-                                            </span>
-                                        </td>
-                                        <td class="border p-2">
-                                            <button class="px-2 py-1 bg-blue-500 text-white rounded mr-1 text-xs">预览</button>
-                                            <button class="px-2 py-1 bg-green-500 text-white rounded mr-1 text-xs">创作</button>
-                                        </td>
-                                    </tr>
-                                </tbody>
-                            </table>
-                        </div>
-                    </div>
-                    
-                    <!-- 系统日志测试 -->
-                    <div v-if="testType === 'logs'" class="p-6 bg-yellow-50 rounded">
-                        <h3 class="text-xl font-bold mb-4">📄 系统日志功能测试</h3>
-                        
-                        <div class="flex flex-wrap gap-4 mb-4">
-                            <select v-model="logType" class="px-3 py-2 border rounded">
-                                <option value="creator">创作日志</option>
-                                <option value="optimizer">优化日志</option>
-                                <option value="collector">收集日志</option>
-                            </select>
-                            <input v-model="logDate" type="date" class="px-3 py-2 border rounded">
-                            <button @click="fetchMockLogs" class="px-4 py-2 bg-blue-500 text-white rounded hover:bg-blue-600">加载日志</button>
-                        </div>
-                        
-                        <pre class="bg-white p-4 rounded border min-h-[200px] whitespace-pre-wrap font-mono text-sm">{{ logContent }}</pre>
-                    </div>
-                    
-                    <!-- 用户管理测试 -->
-                    <div v-if="testType === 'users'" class="p-6 bg-purple-50 rounded">
-                        <h3 class="text-xl font-bold mb-4">👥 用户管理功能测试</h3>
-                        
-                        <div class="flex justify-between items-center mb-4">
-                            <h4 class="font-bold">用户列表</h4>
-                            <button @click="addMockUser" class="px-4 py-2 bg-blue-500 text-white rounded hover:bg-blue-600">+ 新建用户</button>
-                        </div>
-                        
-                        <table class="w-full border-collapse">
-                            <thead>
-                                <tr class="bg-gray-50">
-                                    <th class="border p-2">ID</th>
-                                    <th class="border p-2">用户名</th>
-                                    <th class="border p-2">角色</th>
-                                    <th class="border p-2">操作</th>
-                                </tr>
-                            </thead>
-                            <tbody>
-                                <tr v-for="user in users" :key="user.id">
-                                    <td class="border p-2">{{ user.id }}</td>
-                                    <td class="border p-2">{{ user.username }}</td>
-                                    <td class="border p-2">
-                                        <span :class="[user.role === 'admin' ? 'bg-red-100 text-red-800' : 'bg-green-100 text-green-800', 'px-2 py-1 rounded']">
-                                            {{ user.role === 'admin' ? '管理员' : '编辑' }}
-                                        </span>
-                                    </td>
-                                    <td class="border p-2">
-                                        <button @click="deleteUser(user.id)" class="px-2 py-1 bg-red-500 text-white rounded text-xs" :disabled="user.role === 'admin'">删除</button>
-                                    </td>
-                                </tr>
-                            </tbody>
-                        </table>
-                    </div>
-                </div>
-            </main>
-        </div>
-    </div>
-
-    <script>
-        const DiagnosticApp = {
-            data() {
-                return {
-                    testType: 'topics',
-                    testResults: [],
-                    batchTested: false,
-                    dataLoaded: false,
-                    mockTopics: [
-                        { id: 'A01', title: '可持续发展趋势分析', status: 'pending' },
-                        { id: 'B02', title: 'AI在内容创作中的应用', status: 'review' },
-                        { id: 'C03', title: '数字化转型案例研究', status: 'ready' }
-                    ],
-                    logType: 'creator',
-                    logDate: '',
-                    logContent: '请选择日志类型和日期，然后点击加载',
-                    users: [
-                        { id: 'admin', username: '管理员', role: 'admin' },
-                        { id: 'editor1', username: '编辑小王', role: 'editor' }
-                    ]
-                }
-            },
-            methods: {
-                showTest(type) {
-                    this.testType = type;
-                    this.testResults = [];
-                },
-                
-                // 测试方法
-                testBatchOperations() {
-                    this.testResults.push('✅ 批量操作按钮点击正常');
-                    this.batchTested = true;
-                    console.log('批量操作测试通过');
-                },
-                
-                testDataLoading() {
-                    setTimeout(() => {
-                        this.testResults.push('✅ 数据加载正常 (3个选题)');
-                        this.dataLoaded = true;
-                        console.log('数据加载测试通过');
-                    }, 500);
-                },
-                
-                fetchMockLogs() {
-                    const logs = {
-                        creator: `2026-04-27 11:45:23 | 成功生成选题 B02 - AI在内容创作中的应用
-2026-04-27 11:30:15 | 开始生成选题 C03 - 数字化转型案例研究`,
-                        optimizer: `2026-04-27 12:05:30 | 优化完成选题 C03 - 合规分提升至78
-2026-04-27 11:50:45 | 优化中选题 B02 - 等待人工审核`,
-                        collector: `2026-04-27 10:30:12 | 收集到3个新选题
-2026-04-27 09:45:20 | 更新行业热点数据`
-                    }[this.logType] || '暂无日志数据';
-                    
-                    this.logContent = `日志类型: ${this.logType}
-日期: ${this.logDate || '今天'}
-
-${logs}`;
-                    this.testResults.push(`✅ 日志加载成功 (${this.logType})`);
-                },
-                
-                addMockUser() {
-                    const newId = 'user' + Date.now();
-                    this.users.push({ id: newId, username: '新用户', role: 'editor' });
-                    this.testResults.push('✅ 新建用户成功');
-                },
-                
-                deleteUser(id) {
-                    if (id !== 'admin') {
-                        this.users = this.users.filter(u => u.id !== id);
-                        this.testResults.push('✅ 删除用户成功');
-                    } else {
-                        this.testResults.push('❌ 不能删除管理员');
-                    }
-                },
-                
-                getStatusClass(status) {
-                    const classes = {
-                        'pending': 'status-dot pending',
-                        'review': 'status-dot review',
-                        'ready': 'status-dot ready',
-                        'published': 'status-dot published'
-                    };
-                    return classes[status] || '';
-                },
-                
-                getStatusText(status) {
-                    const texts = {
-                        'pending': '待处理',
-                        'review': '待审查',
-                        'ready': '待发布',
-                        'published': '已发布'
-                    };
-                    return texts[status] || status;
-                }
-            },
-            mounted() {
-                console.log('诊断测试应用已启动');
-                this.testDataLoading(); // 自动测试数据加载
-            }
-        }
-
-        Vue.createApp(DiagnosticApp).mount('#app')
-    </script>
-</body>
-</html>
diff --git a/platform/frontend/final-diagnostic.html b/platform/frontend/final-diagnostic.html
deleted file mode 100644
index 2ed0e08..0000000
--- a/platform/frontend/final-diagnostic.html
+++ /dev/null
@@ -1,410 +0,0 @@
-
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>宇之然内容创作平台 - 综合诊断</title>
-    
-    <!-- 资源加载 -->
-    <script src="https://cdn.tailwindcss.com"></script>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-    <link rel="stylesheet" href="https://unpkg.com/element-plus@2.4.3/dist/index.css">
-    <script src="https://unpkg.com/element-plus@2.4.3/dist/index.full.min.js"></script>
-
-    <style>
-        .card { background: white; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); padding: 24px; margin-bottom: 24px; }
-        aside button { width: 100%; text-align: left; border: none; background: transparent; border-radius: 8px; margin-bottom: 4px; }
-        @media (max-width: 768px) { main { padding-bottom: 70px; } }
-        .nav-title { text-align: center; }
-        .status-badge { display: inline-flex; align-items: center; gap: 4px; }
-        .status-dot { width: 6px; height: 6px; border-radius: 50%; }
-        .status-dot.pending { background: #E6A23C; }
-        .status-dot.review { background: #F56C6C; }
-        .status-dot.ready { background: #67C23A; }
-        .status-dot.published { background: #409EFF; }
-        .debug-panel { background: #f5f5f5; padding: 10px; border-radius: 4px; font-family: monospace; font-size: 12px; max-height: 200px; overflow-y: auto; }
-        .btn-primary { padding: 8px 16px; background: #409EFF; color: white; border: none; border-radius: 4px; cursor: pointer; }
-        .btn-primary:hover { background: #337ecc; }
-        .table { width: 100%; border-collapse: collapse; }
-        .table th, .table td { border: 1px solid #ddd; padding: 8px; text-align: left; }
-        .table th { background-color: #f2f2f2; }
-        .result-success { color: green; font-weight: bold; }
-        .result-error { color: red; font-weight: bold; }
-    </style>
-</head>
-<body>
-    <div id="app">
-        <!-- 导航栏 -->
-        <nav class="bg-gradient-to-r from-blue-600 to-blue-700 text-white shadow-lg">
-            <div class="container mx-auto px-6 py-4 flex justify-between items-center">
-                <h1 class="text-2xl font-bold nav-title">宇之然内容创作平台 - 综合诊断</h1>
-            </div>
-        </nav>
-        
-        <!-- 侧边栏 -->
-        <div class="page flex gap-6">
-            <aside class="w-40 flex-shrink-0 hidden md:block">
-                <button @click="activeTab='diagnostics'" :class="['px-4 py-2 rounded-lg', activeTab === 'diagnostics' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">🔍 诊断测试</button>
-                <button @click="activeTab='results'" :class="['px-4 py-2 rounded-lg', activeTab === 'results' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">📊 测试结果</button>
-                <button @click="activeTab='solutions'" :class="['px-4 py-2 rounded-lg', activeTab === 'solutions' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">🔧 解决方案</button>
-            </aside>
-            
-            <!-- 主内容区 -->
-            <main class="flex-1">
-                <div class="card" style="padding: 20px; margin-top: 20px;">
-                    <h2 class="text-2xl font-bold text-gray-800 mb-6">🎯 Vue应用综合诊断与修复</h2>
-                    
-                    <!-- 诊断面板 -->
-                    <div v-if="activeTab === 'diagnostics'" class="mb-6">
-                        <div class="grid grid-cols-1 md:grid-cols-2 gap-4 mb-6">
-                            <button @click="runComprehensiveTest" class="btn-primary">🔄 运行全面诊断</button>
-                            <button @click="testElementPlusIntegration" class="btn-primary">🧪 测试Element Plus集成</button>
-                            <button @click="testVueCore" class="btn-primary">⚡ 测试Vue核心功能</button>
-                            <button @click="resetAll" class="btn-primary">🔄 重置所有测试</button>
-                        </div>
-                        
-                        <!-- 实时调试输出 -->
-                        <div class="debug-panel mb-4">
-                            <strong>诊断日志:</strong><br/>
-                            <span v-for="log in diagnosticLogs" :key="log">{{ log }}</span>
-                        </div>
-                        
-                        <!-- 当前状态显示 -->
-                        <div class="grid grid-cols-1 md:grid-cols-3 gap-4">
-                            <div class="p-4 bg-blue-50 rounded">
-                                <h4 class="font-bold">Vue状态</h4>
-                                <p>初始化: <span :class="vueInitialized ? 'result-success' : 'result-error'">{{ vueInitialized ? '✅' : '❌' }}</span></p>
-                                <p>数据绑定: <span :class="dataBindingWorking ? 'result-success' : 'result-error'">{{ dataBindingWorking ? '✅' : '❌' }}</span></p>
-                            </div>
-                            <div class="p-4 bg-green-50 rounded">
-                                <h4 class="font-bold">Element Plus</h4>
-                                <p>样式加载: <span :class="elementPlusStylesLoaded ? 'result-success' : 'result-error'">{{ elementPlusStylesLoaded ? '✅' : '❌' }}</span></p>
-                                <p>组件可用: <span :class="elementPlusComponentsAvailable ? 'result-success' : 'result-error'">{{ elementPlusComponentsAvailable ? '✅' : '❌' }}</span></p>
-                            </div>
-                            <div class="p-4 bg-yellow-50 rounded">
-                                <h4 class="font-bold">功能状态</h4>
-                                <p>表格渲染: <span :class="tableRenderingWorking ? 'result-success' : 'result-error'">{{ tableRenderingWorking ? '✅' : '❌' }}</span></p>
-                                <p>事件处理: <span :class="eventHandlingWorking ? 'result-success' : 'result-error'">{{ eventHandlingWorking ? '✅' : '❌' }}</span></p>
-                            </div>
-                        </div>
-                    </div>
-                    
-                    <!-- 结果面板 -->
-                    <div v-if="activeTab === 'results'" class="space-y-4">
-                        <h3 class="text-xl font-bold">📊 详细测试结果</h3>
-                        
-                        <div class="p-4 bg-green-50 rounded" v-for="result in testResults" :key="result.id">
-                            <div class="flex justify-between items-start">
-                                <div>
-                                    <h4 class="font-bold">{{ result.title }}</h4>
-                                    <p>{{ result.description }}</p>
-                                </div>
-                                <span :class="[result.status === 'passed' ? 'result-success' : 'result-error', 'ml-4']">
-                                    {{ result.status === 'passed' ? '✅' : '❌' }}
-                                </span>
-                            </div>
-                        </div>
-                        
-                        <div v-if="testResults.length === 0" class="p-4 bg-gray-50 rounded">
-                            <p class="text-gray-500">还没有运行任何测试。请点击上方的"运行全面诊断"开始。</p>
-                        </div>
-                    </div>
-                    
-                    <!-- 解决方案面板 -->
-                    <div v-if="activeTab === 'solutions'" class="space-y-4">
-                        <h3 class="text-xl font-bold">🔧 问题解决方案</h3>
-                        
-                        <div class="p-4 bg-blue-50 rounded">
-                            <h4 class="font-bold mb-2">方案1: 检查浏览器控制台错误</h4>
-                            <ul class="list-disc pl-5 space-y-1">
-                                <li>打开开发者工具(F12)</li>
-                                <li>切换到Console选项卡</li>
-                                <li>刷新页面并记录所有JavaScript错误</li>
-                                <li>根据错误信息进行针对性修复</li>
-                            </ul>
-                        </div>
-                        
-                        <div class="p-4 bg-green-50 rounded">
-                            <h4 class="font-bold mb-2">方案2: 简化Vue应用</h4>
-                            <ul class="list-disc pl-5 space-y-1">
-                                <li>移除所有Element Plus依赖</li>
-                                <li>使用纯HTML/CSS/JS实现基本功能</li>
-                                <li>确保Vue能正常工作</li>
-                                <li>逐步添加复杂功能</li>
-                            </ul>
-                        </div>
-                        
-                        <div class="p-4 bg-yellow-50 rounded">
-                            <h4 class="font-bold mb-2">方案3: 本地托管资源</h4>
-                            <ul class="list-disc pl-5 space-y-1">
-                                <li>下载Vue和Element Plus到本地</li>
-                                <li>更新HTML中的CDN链接为本地路径</li>
-                                <li>确保所有资源文件正确放置</li>
-                                <li>重新测试页面功能</li>
-                            </ul>
-                        </div>
-                        
-                        <div class="p-4 bg-purple-50 rounded">
-                            <h4 class="font-bold mb-2">方案4: 重构页面结构</h4>
-                            <ul class="list-disc pl-5 space-y-1">
-                                <li>拆分复杂的Vue组件</li>
-                                <li>简化数据结构和状态管理</li>
-                                <li>确保每个功能模块独立工作</li>
-                                <li>分阶段测试和验证</li>
-                            </ul>
-                        </div>
-                    </div>
-                    
-                    <!-- 功能演示区域 -->
-                    <div class="mt-8">
-                        <h3 class="text-xl font-bold mb-4">📋 功能演示</h3>
-                        
-                        <!-- 模拟选题管理 -->
-                        <div class="overflow-x-auto">
-                            <table class="table">
-                                <thead>
-                                    <tr>
-                                        <th style="width: 55px"><input type="checkbox" @change="toggleSelectAll"></th>
-                                        <th style="width: 70px">ID</th>
-                                        <th>标题</th>
-                                        <th style="width: 100px">领域</th>
-                                        <th style="width: 90px">状态</th>
-                                        <th style="width: 210px">操作</th>
-                                    </tr>
-                                </thead>
-                                <tbody>
-                                    <tr v-for="topic in topics" :key="topic.id">
-                                        <td><input type="checkbox" v-model="selectedTopicIds" :value="topic.id"></td>
-                                        <td>{{ topic.id }}</td>
-                                        <td>{{ topic.title }}</td>
-                                        <td>{{ topic.field }}</td>
-                                        <td>
-                                            <span class="status-badge">
-                                                <span class="status-dot" :class="getStatusClass(topic.status)"></span>
-                                                {{ getStatusText(topic.status) }}
-                                            </span>
-                                        </td>
-                                        <td>
-                                            <button @click="openPreview(topic)" class="px-2 py-1 bg-blue-500 text-white rounded mr-1 text-xs">预览</button>
-                                            <button @click="createTopic(topic)" class="px-2 py-1 bg-green-500 text-white rounded mr-1 text-xs">创作</button>
-                                            <button @click="deleteTopic(topic.id)" class="px-2 py-1 bg-red-500 text-white rounded text-xs">删除</button>
-                                        </td>
-                                    </tr>
-                                </tbody>
-                            </table>
-                        </div>
-                    </div>
-                </div>
-            </main>
-        </div>
-    </div>
-
-    <script>
-        const DiagnosticApp = {
-            data() {
-                return {
-                    activeTab: 'diagnostics',
-                    diagnosticLogs: [
-                        '综合诊断应用已启动',
-                        '请运行测试查看详细信息',
-                        ''
-                    ],
-                    testResults: [],
-                    vueInitialized: false,
-                    dataBindingWorking: false,
-                    elementPlusStylesLoaded: false,
-                    elementPlusComponentsAvailable: false,
-                    tableRenderingWorking: false,
-                    eventHandlingWorking: false,
-                    
-                    // 选题数据
-                    topics: [
-                        { id: 'A01', title: '可持续发展趋势分析', field: '环保', status: 'pending' },
-                        { id: 'B02', title: 'AI在内容创作中的应用', field: '科技', status: 'review' },
-                        { id: 'C03', title: '数字化转型案例研究', field: '商业', status: 'ready' }
-                    ],
-                    selectedTopicIds: []
-                }
-            },
-            methods: {
-                addLog(message) {
-                    this.diagnosticLogs.push('[' + new Date().toLocaleTimeString() + '] ' + message);
-                },
-                
-                runComprehensiveTest() {
-                    this.addLog('开始运行全面诊断...');
-                    this.testResults = [];
-                    
-                    // 测试Vue初始化
-                    setTimeout(() => {
-                        this.vueInitialized = true;
-                        this.addLog('✅ Vue应用程序初始化成功');
-                        this.testResults.push({
-                            id: 'vue-init',
-                            title: 'Vue初始化测试',
-                            description: 'Vue.createApp和mount执行正常',
-                            status: 'passed'
-                        });
-                    }, 100);
-                    
-                    // 测试数据绑定
-                    setTimeout(() => {
-                        this.dataBindingWorking = true;
-                        this.addLog('✅ Vue数据绑定测试通过');
-                        this.testResults.push({
-                            id: 'data-binding',
-                            title: '数据绑定测试',
-                            description: '文本插值和变量引用正常',
-                            status: 'passed'
-                        });
-                    }, 200);
-                    
-                    // 测试Element Plus样式
-                    setTimeout(() => {
-                        this.elementPlusStylesLoaded = true;
-                        this.addLog('✅ Element Plus样式加载成功');
-                        this.testResults.push({
-                            id: 'element-styles',
-                            title: 'Element Plus样式测试',
-                            description: 'CSS样式文件加载正常',
-                            status: 'passed'
-                        });
-                    }, 300);
-                    
-                    // 测试Element Plus组件
-                    setTimeout(() => {
-                        this.elementPlusComponentsAvailable = true;
-                        this.addLog('✅ Element Plus组件模拟可用');
-                        this.testResults.push({
-                            id: 'element-components',
-                            title: 'Element Plus组件测试',
-                            description: '组件API和功能模拟正常',
-                            status: 'passed'
-                        });
-                    }, 400);
-                    
-                    // 测试表格渲染
-                    setTimeout(() => {
-                        this.tableRenderingWorking = true;
-                        this.addLog('✅ Vue表格渲染测试通过');
-                        this.testResults.push({
-                            id: 'table-rendering',
-                            title: '表格渲染测试',
-                            description: 'v-for列表渲染和动态数据绑定正常',
-                            status: 'passed'
-                        });
-                    }, 500);
-                    
-                    // 测试事件处理
-                    setTimeout(() => {
-                        this.eventHandlingWorking = true;
-                        this.addLog('✅ Vue事件处理测试通过');
-                        this.testResults.push({
-                            id: 'event-handling',
-                            title: '事件处理测试',
-                            description: '@click等事件监听器正常工作',
-                            status: 'passed'
-                        });
-                    }, 600);
-                },
-                
-                testElementPlusIntegration() {
-                    this.addLog('正在测试Element Plus集成...');
-                    
-                    setTimeout(() => {
-                        this.elementPlusStylesLoaded = true;
-                        this.elementPlusComponentsAvailable = true;
-                        this.addLog('✅ Element Plus集成测试通过');
-                        
-                        this.testResults.push({
-                            id: 'element-integration',
-                            title: 'Element Plus集成测试',
-                            description: '样式和组件功能模拟正常',
-                            status: 'passed'
-                        });
-                    }, 300);
-                },
-                
-                testVueCore() {
-                    this.addLog('正在测试Vue核心功能...');
-                    
-                    setTimeout(() => {
-                        this.vueInitialized = true;
-                        this.dataBindingWorking = true;
-                        this.tableRenderingWorking = true;
-                        this.eventHandlingWorking = true;
-                        this.addLog('✅ Vue核心功能测试通过');
-                        
-                        this.testResults.push({
-                            id: 'vue-core',
-                            title: 'Vue核心功能测试',
-                            description: '数据绑定、计算属性、生命周期钩子正常',
-                            status: 'passed'
-                        });
-                    }, 300);
-                },
-                
-                resetAll() {
-                    this.diagnosticLogs = ['综合诊断应用已启动', '请运行测试查看详细信息', ''];
-                    this.testResults = [];
-                    this.vueInitialized = false;
-                    this.dataBindingWorking = false;
-                    this.elementPlusStylesLoaded = false;
-                    this.elementPlusComponentsAvailable = false;
-                    this.tableRenderingWorking = false;
-                    this.eventHandlingWorking = false;
-                    this.selectedTopicIds = [];
-                    this.addLog('所有测试已重置');
-                },
-                
-                toggleSelectAll(event) {
-                    if (event.target.checked) {
-                        this.selectedTopicIds = this.topics.map(t => t.id);
-                    } else {
-                        this.selectedTopicIds = [];
-                    }
-                },
-                
-                openPreview(topic) {
-                    this.addLog('打开选题预览: ' + topic.title);
-                },
-                
-                createTopic(topic) {
-                    this.addLog('创作选题: ' + topic.title);
-                },
-                
-                deleteTopic(id) {
-                    this.addLog('删除选题: ' + id);
-                },
-                
-                getStatusClass(status) {
-                    const classes = {
-                        'pending': 'status-dot pending',
-                        'review': 'status-dot review',
-                        'ready': 'status-dot ready',
-                        'published': 'status-dot published'
-                    };
-                    return classes[status] || '';
-                },
-                
-                getStatusText(status) {
-                    const texts = {
-                        'pending': '待处理',
-                        'review': '待审查',
-                        'ready': '待发布',
-                        'published': '已发布'
-                    };
-                    return texts[status] || status;
-                }
-            },
-            mounted() {
-                this.addLog('综合诊断应用程序挂载完成');
-                console.log('Vue综合诊断应用已启动');
-            }
-        }
-
-        Vue.createApp(DiagnosticApp).mount('#app')
-    </script>
-</body>
-</html>
diff --git a/platform/frontend/final-solution.html b/platform/frontend/final-solution.html
deleted file mode 100644
index 7e9e50d..0000000
--- a/platform/frontend/final-solution.html
+++ /dev/null
@@ -1,452 +0,0 @@
-
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>最终解决方案</title>
-    <script src="https://cdn.tailwindcss.com"></script>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-    
-    <style>
-        body { font-family: Arial, sans-serif; margin: 0; padding: 20px; }
-        .container { max-width: 1200px; margin: 0 auto; }
-        .panel { background: #f8f9fa; border: 1px solid #dee2e6; border-radius: 8px; padding: 20px; margin-bottom: 20px; }
-        .btn { display: inline-block; padding: 10px 20px; background: #007bff; color: white; text-decoration: none; border-radius: 4px; margin: 5px; cursor: pointer; }
-        .btn:hover { background: #0056b3; }
-        .status { font-weight: bold; padding: 5px 10px; border-radius: 4px; }
-        .success { background: #d4edda; color: #155724; }
-        .error { background: #f8d7da; color: #721c24; }
-        .warning { background: #fff3cd; color: #856404; }
-        .info { background: #d1ecf1; color: #0c5460; }
-    </style>
-</head>
-<body>
-    <div class="container">
-        <h1 style="color: #007bff;">宇之然内容创作平台 - Vue问题诊断</h1>
-        
-        <!-- 问题描述 -->
-        <div class="panel info">
-            <h3>📋 问题描述</h3>
-            <p><strong>症状:</strong> 选题管理、系统日志、用户管理页面点击菜单后只显示标题，没有实际内容</p>
-            <p><strong>可能原因:</strong> Vue应用初始化失败、Element Plus集成问题、CSS样式冲突等</p>
-        </div>
-        
-        <!-- 诊断按钮 -->
-        <div class="panel">
-            <h3>🔍 快速诊断</h3>
-            <button onclick="runQuickTest()" class="btn">运行快速诊断</button>
-            <button onclick="checkConsole()" class="btn">检查控制台错误</button>
-            <button onclick="resetPage()" class="btn">重置页面</button>
-            
-            <div id="testResults" style="margin-top: 15px;"></div>
-        </div>
-        
-        <!-- 详细分析 -->
-        <div class="panel">
-            <h3>🔬 详细分析</h3>
-            <div id="detailedAnalysis"></div>
-        </div>
-        
-        <!-- 解决方案 -->
-        <div class="panel">
-            <h3>💡 解决方案</h3>
-            <ol id="solutionsList"></ol>
-        </div>
-        
-        <!-- 紧急修复 -->
-        <div class="panel warning">
-            <h3>🚨 紧急修复方案</h3>
-            <button onclick="applyEmergencyFix()" class="btn">应用紧急修复</button>
-            <p id="emergencyResult" style="margin-top: 10px;"></p>
-        </div>
-    </div>
-
-    <script>
-        let appData = {
-            vueReady: false,
-            elementPlusLoaded: false,
-            cssLoaded: false,
-            domReady: false,
-            errors: [],
-            warnings: []
-        };
-        
-        function runQuickTest() {
-            document.getElementById('testResults').innerHTML = '<p>正在运行诊断测试...</p>';
-            
-            // 检查Vue
-            setTimeout(() => {
-                if (window.Vue) {
-                    appData.vueReady = true;
-                    addResult('✅ Vue 3库已加载', 'success');
-                } else {
-                    appData.errors.push('Vue 3库未加载');
-                    addResult('❌ Vue 3库加载失败', 'error');
-                }
-                
-                // 检查DOM
-                const appElement = document.getElementById('app');
-                if (appElement) {
-                    appData.domReady = true;
-                    addResult('✅ DOM元素存在', 'success');
-                } else {
-                    appData.errors.push('找不到#app元素');
-                    addResult('❌ DOM元素缺失', 'error');
-                }
-                
-                // 检查Tailwind
-                const tailwindScript = document.querySelector('script[src*="tailwindcss"]');
-                if (tailwindScript) {
-                    appData.cssLoaded = true;
-                    addResult('✅ Tailwind CSS已加载', 'success');
-                } else {
-                    appData.warnings.push('Tailwind CSS可能未正确加载');
-                    addResult('⚠️ Tailwind CSS状态未知', 'warning');
-                }
-                
-                updateDetailedAnalysis();
-                generateSolutions();
-            }, 100);
-        }
-        
-        function checkConsole() {
-            console.log('=== 宇之然Vue应用诊断 ===');
-            console.log('Vue状态:', appData.vueReady ? 'ready' : 'not ready');
-            console.log('DOM状态:', appData.domReady ? 'ready' : 'not ready');
-            console.log('CSS状态:', appData.cssLoaded ? 'loaded' : 'not loaded');
-            console.log('错误列表:', appData.errors);
-            console.log('警告列表:', appData.warnings);
-            
-            addResult('✅ 控制台检查完成，请查看浏览器开发者工具(F12)', 'info');
-        }
-        
-        function resetPage() {
-            location.reload();
-        }
-        
-        function applyEmergencyFix() {
-            document.getElementById('emergencyResult').innerHTML = '<p>正在应用紧急修复...</p>';
-            
-            setTimeout(() => {
-                // 创建一个新的极简Vue应用
-                const emergencyHTML = `
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>宇之然内容创作平台 - 紧急修复版</title>
-    <script src="https://cdn.tailwindcss.com"></script>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-    <link rel="stylesheet" href="https://unpkg.com/element-plus@2.4.3/dist/index.css">
-    <script src="https://unpkg.com/element-plus@2.4.3/dist/index.full.min.js"></script>
-    
-    <style>
-        body { margin: 0; font-family: system-ui, -apple-system, sans-serif; }
-        .nav { background: linear-gradient(to right, #2563eb, #1d4ed8); color: white; padding: 1rem 2rem; }
-        .sidebar { width: 160px; background: #f3f4f6; padding: 1rem; }
-        .content { flex: 1; padding: 1.5rem; }
-        .card { background: white; border-radius: 0.5rem; box-shadow: 0 2px 8px rgba(0,0,0,0.1); padding: 1.5rem; margin-bottom: 1.5rem; }
-        .table { width: 100%; border-collapse: collapse; }
-        .table th, .table td { border: 1px solid #e5e7eb; padding: 0.75rem; text-align: left; }
-        .table th { background: #f9fafb; }
-        .btn { padding: 0.5rem 1rem; background: #3b82f6; color: white; border: none; border-radius: 0.25rem; cursor: pointer; }
-        .btn:hover { background: #2563eb; }
-        .btn:disabled { background: #9ca3af; cursor: not-allowed; }
-        .flex { display: flex; }
-        .gap-4 { gap: 1rem; }
-        .mb-4 { margin-bottom: 1rem; }
-        .hidden.md\:block { display: none; }
-        @media (min-width: 768px) { .hidden.md\:block { display: block; } }
-    </style>
-</head>
-<body>
-    <div id="app">
-        <!-- 导航栏 -->
-        <nav class="nav">
-            <h1 style="text-align: center; margin: 0;">宇之然内容创作平台</h1>
-        </nav>
-        
-        <!-- 侧边栏和主内容区 -->
-        <div class="flex">
-            <aside class="sidebar hidden md:block">
-                <button onclick="setActiveTab('topics')" style="width: 100%; text-align: left; padding: 0.5rem; border: none; background: transparent; border-radius: 0.25rem; margin-bottom: 0.25rem; cursor: pointer;">
-                    📋 选题管理
-                </button>
-                <button onclick="setActiveTab('logs')" style="width: 100%; text-align: left; padding: 0.5rem; border: none; background: transparent; border-radius: 0.25rem; margin-bottom: 0.25rem; cursor: pointer;">
-                    📄 系统日志
-                </button>
-                <button onclick="setActiveTab('users')" style="width: 100%; text-align: left; padding: 0.5rem; border: none; background: transparent; border-radius: 0.25rem; margin-bottom: 0.25rem; cursor: pointer;">
-                    👥 用户管理
-                </button>
-            </aside>
-            
-            <!-- 主内容区 -->
-            <main class="content">
-                <!-- 选题管理 -->
-                <div v-if="activeTab === 'topics'" class="card">
-                    <h2 style="font-size: 1.5rem; font-weight: bold; margin-bottom: 1rem;">📋 选题管理</h2>
-                    
-                    <div style="display: inline-block; min-width: fit-content; margin-bottom: 1rem;">
-                        <div style="display: flex; gap: 0.5rem; align-items: center; flex-wrap: wrap;">
-                            <button onclick="batchOperation('refresh')" class="btn">🔄 批量刷新</button>
-                            <button onclick="batchOperation('generate')" class="btn">▶ 批量创作</button>
-                            <button onclick="batchOperation('optimize')" class="btn">🔍 批量优化</button>
-                        </div>
-                    </div>
-                    
-                    <div style="display: flex; gap: 0.5rem; margin-bottom: 1rem; flex-wrap: wrap;">
-                        <span onclick="filterTopics('all')" style="padding: 0.25rem 0.75rem; background: #dbeafe; color: #1e40af; border-radius: 9999px; cursor: pointer;">全部 (3)</span>
-                        <span onclick="filterTopics('pending')" style="padding: 0.25rem 0.75rem; background: #f3f4f6; color: #374151; border-radius: 9999px; cursor: pointer;">待处理 (1)</span>
-                        <span onclick="filterTopics('review')" style="padding: 0.25rem 0.75rem; background: #f3f4f6; color: #374151; border-radius: 9999px; cursor: pointer;">待审查 (1)</span>
-                        <span onclick="filterTopics('ready')" style="padding: 0.25rem 0.75rem; background: #f3f4f6; color: #374151; border-radius: 9999px; cursor: pointer;">待发布 (1)</span>
-                    </div>
-                    
-                    <div style="overflow-x: auto;">
-                        <table class="table">
-                            <thead>
-                                <tr>
-                                    <th style="width: 55px"><input type="checkbox" onclick="toggleSelectAll()"></th>
-                                    <th style="width: 70px">ID</th>
-                                    <th>标题</th>
-                                    <th style="width: 100px">领域</th>
-                                    <th style="width: 90px">状态</th>
-                                    <th style="width: 210px">操作</th>
-                                </tr>
-                            </thead>
-                            <tbody>
-                                <tr v-for="topic in filteredTopics" :key="topic.id">
-                                    <td><input type="checkbox" v-model="selectedTopicIds" :value="topic.id"></td>
-                                    <td>{{ topic.id }}</td>
-                                    <td>{{ topic.title }}</td>
-                                    <td>{{ topic.field }}</td>
-                                    <td>
-                                        <span style="display: inline-flex; align-items: center; gap: 0.25rem;">
-                                            <span style="width: 6px; height: 6px; border-radius: 50%; background: #eab308;" v-if="topic.status === 'pending'"></span>
-                                            <span style="width: 6px; height: 6px; border-radius: 50%; background: #ef4444;" v-if="topic.status === 'review'"></span>
-                                            <span style="width: 6px; height: 6px; border-radius: 50%; background: #22c55e;" v-if="topic.status === 'ready'"></span>
-                                            {{ getStatusText(topic.status) }}
-                                        </span>
-                                    </td>
-                                    <td>
-                                        <button onclick="openPreview(topic)" style="padding: 0.25rem 0.5rem; background: #3b82f6; color: white; border: none; border-radius: 0.25rem; margin-right: 0.25rem; font-size: 0.75rem;">预览</button>
-                                        <button onclick="createTopic(topic)" style="padding: 0.25rem 0.5rem; background: #22c55e; color: white; border: none; border-radius: 0.25rem; margin-right: 0.25rem; font-size: 0.75rem;">创作</button>
-                                        <button onclick="deleteTopic(topic.id)" style="padding: 0.25rem 0.5rem; background: #ef4444; color: white; border: none; border-radius: 0.25rem; font-size: 0.75rem;">删除</button>
-                                    </td>
-                                </tr>
-                            </tbody>
-                        </table>
-                    </div>
-                </div>
-                
-                <!-- 系统日志 -->
-                <div v-if="activeTab === 'logs'" class="card">
-                    <h2 style="font-size: 1.5rem; font-weight: bold; margin-bottom: 1rem;">📄 系统日志</h2>
-                    
-                    <div style="display: flex; gap: 1rem; margin-bottom: 1rem; flex-wrap: wrap;">
-                        <select v-model="logType" style="padding: 0.5rem; border: 1px solid #d1d5db; border-radius: 0.25rem;">
-                            <option value="creator">创作日志</option>
-                            <option value="optimizer">优化日志</option>
-                            <option value="collector">收集日志</option>
-                        </select>
-                        <input v-model="logDate" type="date" style="padding: 0.5rem; border: 1px solid #d1d5db; border-radius: 0.25rem;">
-                        <button onclick="loadLogs()" class="btn">加载日志</button>
-                    </div>
-                    
-                    <pre style="background: #f9fafb; padding: 1rem; border-radius: 0.25rem; border: 1px solid #e5e7eb; min-height: 200px; overflow-y: auto;">{{ logContent }}</pre>
-                </div>
-                
-                <!-- 用户管理 -->
-                <div v-if="activeTab === 'users'" class="card">
-                    <h2 style="font-size: 1.5rem; font-weight: bold; margin-bottom: 1rem;">👥 用户管理</h2>
-                    
-                    <div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 1rem;">
-                        <h3 style="font-size: 1.125rem; font-weight: bold;">用户列表</h3>
-                        <button onclick="addUser()" class="btn">+ 新建用户</button>
-                    </div>
-                    
-                    <table class="table">
-                        <thead>
-                            <tr>
-                                <th style="width: 70px">ID</th>
-                                <th>用户名</th>
-                                <th style="width: 100px">角色</th>
-                                <th style="width: 180px">创建时间</th>
-                                <th style="width: 150px">操作</th>
-                            </tr>
-                        </thead>
-                        <tbody>
-                            <tr v-for="user in users" :key="user.id">
-                                <td>{{ user.id }}</td>
-                                <td>{{ user.username }}</td>
-                                <td>
-                                    <span v-if="user.role === 'admin'" style="padding: 0.25rem 0.5rem; background: #fee2e2; color: #dc2626; border-radius: 0.25rem;">管理员</span>
-                                    <span v-if="user.role === 'editor'" style="padding: 0.25rem 0.5rem; background: #dcfce7; color: #16a34a; border-radius: 0.25rem;">编辑</span>
-                                </td>
-                                <td>{{ formatDate(user.created_at) }}</td>
-                                <td>
-                                    <button onclick="deleteUser(user.id)" style="padding: 0.25rem 0.5rem; background: #ef4444; color: white; border: none; border-radius: 0.25rem; font-size: 0.75rem;" :disabled="user.role === 'admin'">删除</button>
-                                </td>
-                            </tr>
-                        </tbody>
-                    </table>
-                </div>
-            </main>
-        </div>
-    </div>
-
-    <script>
-        const EmergencyApp = {
-            data() {
-                return {
-                    activeTab: 'topics',
-                    topics: [
-                        { id: 'A01', title: '可持续发展趋势分析', field: '环保', status: 'pending' },
-                        { id: 'B02', title: 'AI在内容创作中的应用', field: '科技', status: 'review' },
-                        { id: 'C03', title: '数字化转型案例研究', field: '商业', status: 'ready' }
-                    ],
-                    selectedTopicIds: [],
-                    filteredTopics: [],
-                    logType: 'creator',
-                    logDate: '',
-                    logContent: '请选择日志类型和日期，然后点击加载',
-                    users: [
-                        { id: 'admin', username: '管理员', role: 'admin', created_at: '2026-04-01 09:00' },
-                        { id: 'editor1', username: '编辑小王', role: 'editor', created_at: '2026-04-05 14:30' }
-                    ]
-                }
-            },
-            methods: {
-                getStatusText(status) {
-                    const texts = { 'pending': '待处理', 'review': '待审查', 'ready': '待发布' };
-                    return texts[status] || status;
-                },
-                formatDate(dateStr) {
-                    if (!dateStr) return '-';
-                    return dateStr;
-                }
-            },
-            mounted() {
-                this.filteredTopics = this.topics;
-                console.log('紧急修复版Vue应用已启动');
-            }
-        }
-
-        Vue.createApp(EmergencyApp).mount('#app');
-        
-        // 全局函数
-        window.setActiveTab = function(tab) {
-            appData.activeTab = tab;
-        };
-        
-        window.batchOperation = function(type) {
-            console.log('批量操作:', type);
-        };
-        
-        window.filterTopics = function(filter) {
-            if (filter === 'all') {
-                appData.filteredTopics = appData.topics;
-            } else {
-                appData.filteredTopics = appData.topics.filter(t => t.status === filter);
-            }
-        };
-        
-        window.toggleSelectAll = function() {
-            // 切换全选逻辑
-        };
-        
-        window.openPreview = function(topic) {
-            console.log('打开预览:', topic);
-        };
-        
-        window.createTopic = function(topic) {
-            console.log('创作选题:', topic);
-        };
-        
-        window.deleteTopic = function(id) {
-            console.log('删除选题:', id);
-        };
-        
-        window.loadLogs = function() {
-            const logs = {
-                creator: '2026-04-27 11:45:23 | 成功生成选题 B02 - AI在内容创作中的应用\n2026-04-27 11:30:15 | 开始生成选题 C03 - 数字化转型案例研究',
-                optimizer: '2026-04-27 12:05:30 | 优化完成选题 C03 - 合规分提升至78\n2026-04-27 11:50:45 | 优化中选题 B02 - 等待人工审核',
-                collector: '2026-04-27 10:30:12 | 收集到3个新选题\n2026-04-27 09:45:20 | 更新行业热点数据'
-            };
-            appData.logContent = \`日志类型: \${appData.logType}\n日期: \${appData.logDate || '今天'}\n\n\${logs[appData.logType] || '暂无日志数据'}\`;
-        };
-        
-        window.addUser = function() {
-            console.log('添加用户');
-        };
-        
-        window.deleteUser = function(id) {
-            if (id !== 'admin') {
-                console.log('删除用户:', id);
-            }
-        };
-    </script>
-</body>
-</html>
-                `;
-                
-                // 替换当前页面内容
-                document.documentElement.innerHTML = emergencyHTML;
-                
-                document.getElementById('emergencyResult').innerHTML = 
-                    '<p style="color: green; font-weight: bold;">✅ 紧急修复已应用!</p>' +
-                    '<p>页面已更新为简化版本，移除了复杂的依赖。</p>' +
-                    '<p><a href="#" onclick="location.reload()" class="btn" style="background: #28a745;">重新加载</a></p>';
-            }, 1000);
-        }
-        
-        function addResult(message, type = 'info') {
-            const resultDiv = document.getElementById('testResults');
-            const colorClass = type === 'success' ? 'success' : type === 'error' ? 'error' : 'warning';
-            resultDiv.innerHTML += 
-                '<div class="status ' + colorClass + '" style="margin: 5px 0; padding: 5px 10px; display: inline-block;">' + message + '</div>';
-        }
-        
-        function updateDetailedAnalysis() {
-            const analysisDiv = document.getElementById('detailedAnalysis');
-            let analysis = '';
-            
-            analysis += '<h4>当前状态:</h4>';
-            analysis += '<ul>';
-            analysis += '<li>Vue就绪: ' + (appData.vueReady ? '✅' : '❌') + '</li>';
-            analysis += '<li>DOM就绪: ' + (appData.domReady ? '✅' : '❌') + '</li>';
-            analysis += '<li>CSS就绪: ' + (appData.cssLoaded ? '✅' : '❌') + '</li>';
-            analysis += '</ul>';
-            
-            if (appData.errors.length > 0) {
-                analysis += '<h4 style="color: red;">错误:</h4>';
-                analysis += '<ul>';
-                appData.errors.forEach(error => {
-                    analysis += '<li style="color: red;">' + error + '</li>';
-                });
-                analysis += '</ul>';
-            }
-            
-            analysisDiv.innerHTML = analysis;
-        }
-        
-        function generateSolutions() {
-            const solutionsDiv = document.getElementById('solutionsList');
-            let solutions = '';
-            
-            solutions += '<li><strong>检查浏览器控制台</strong>: 按F12查看JavaScript错误</li>';
-            solutions += '<li><strong>验证CDN资源</strong>: 确保Vue和Element Plus能正常下载</li>';
-            solutions += '<li><strong>简化页面结构</strong>: 移除复杂依赖，使用纯HTML/CSS/JS</li>';
-            solutions += '<li><strong>检查网络连接</strong>: 确认能访问外部资源</li>';
-            solutions += '<li><strong>清除缓存</strong>: 尝试无痕模式或清除浏览器缓存</li>';
-            solutions += '<li><strong>使用本地托管</strong>: 下载Vue和Element Plus到本地服务器</li>';
-            
-            solutionsDiv.innerHTML = solutions;
-        }
-        
-        // 自动运行初始诊断
-        setTimeout(runQuickTest, 100);
-    </script>
-</body>
-</html>
diff --git a/platform/frontend/independent-test.html b/platform/frontend/independent-test.html
deleted file mode 100644
index 08b36bf..0000000
--- a/platform/frontend/independent-test.html
+++ /dev/null
@@ -1,451 +0,0 @@
-
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>宇之然内容创作平台 - 独立Vue测试</title>
-    
-    <!-- 仅包含必要的资源 -->
-    <script src="https://cdn.tailwindcss.com"></script>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-    
-    <style>
-        .card { background: white; border-radius: 8px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); padding: 24px; margin-bottom: 24px; }
-        aside button { width: 100%; text-align: left; border: none; background: transparent; border-radius: 8px; margin-bottom: 4px; }
-        @media (max-width: 768px) { main { padding-bottom: 70px; } }
-        .nav-title { text-align: center; }
-        .status-badge { display: inline-flex; align-items: center; gap: 4px; }
-        .status-dot { width: 6px; height: 6px; border-radius: 50%; }
-        .status-dot.pending { background: #E6A23C; }
-        .status-dot.review { background: #F56C6C; }
-        .status-dot.ready { background: #67C23A; }
-        .status-dot.published { background: #409EFF; }
-        .debug-panel { background: #f5f5f5; padding: 10px; border-radius: 4px; font-family: monospace; font-size: 12px; max-height: 200px; overflow-y: auto; }
-        .btn-primary { padding: 8px 16px; background: #409EFF; color: white; border: none; border-radius: 4px; cursor: pointer; }
-        .btn-primary:hover { background: #337ecc; }
-        .table { width: 100%; border-collapse: collapse; }
-        .table th, .table td { border: 1px solid #ddd; padding: 8px; text-align: left; }
-        .table th { background-color: #f2f2f2; }
-    </style>
-</head>
-<body>
-    <div id="app">
-        <!-- 导航栏 -->
-        <nav class="bg-gradient-to-r from-blue-600 to-blue-700 text-white shadow-lg">
-            <div class="container mx-auto px-6 py-4 flex justify-between items-center">
-                <h1 class="text-2xl font-bold nav-title">宇之然内容创作平台 - 独立Vue测试</h1>
-            </div>
-        </nav>
-        
-        <!-- 侧边栏 -->
-        <div class="page flex gap-6">
-            <aside class="w-40 flex-shrink-0 hidden md:block">
-                <button @click="testType='topics'" :class="['px-4 py-2 rounded-lg', testType === 'topics' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">📋 选题管理</button>
-                <button @click="testType='logs'" :class="['px-4 py-2 rounded-lg', testType === 'logs' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">📄 系统日志</button>
-                <button @click="testType='users'" :class="['px-4 py-2 rounded-lg', testType === 'users' ? 'bg-blue-50 text-blue-600 font-semibold' : 'text-gray-600']">👥 用户管理</button>
-            </aside>
-            
-            <!-- 主内容区 -->
-            <main class="flex-1">
-                <div class="card" style="padding: 20px; margin-top: 20px;">
-                    <h2 class="text-2xl font-bold text-gray-800 mb-6">🔍 独立Vue应用测试</h2>
-                    
-                    <!-- 调试信息显示 -->
-                    <div class="debug-panel mb-4">
-                        <strong>实时输出:</strong><br/>
-                        <span v-for="log in debugLogs" :key="log">{{ log }}</span>
-                    </div>
-                    
-                    <!-- 测试按钮 -->
-                    <div class="grid grid-cols-1 md:grid-cols-3 gap-4 mb-6">
-                        <button @click="runFullTest" class="btn-primary">运行完整测试</button>
-                        <button @click="testElementPlus" class="btn-primary">测试Element Plus模拟</button>
-                        <button @click="resetDebug" class="btn-primary">重置调试</button>
-                    </div>
-                    
-                    <!-- 测试结果 -->
-                    <div v-if="testResults.length > 0" class="mb-4 p-4 bg-green-50 border-l-4 border-green-400">
-                        <h3 class="font-bold mb-2">测试结果:</h3>
-                        <ul class="list-disc pl-5">
-                            <li v-for="result in testResults">{{ result }}</li>
-                        </ul>
-                    </div>
-                    
-                    <!-- 选题管理测试 -->
-                    <div v-if="testType === 'topics'" class="overflow-x-auto">
-                        <h3 class="text-xl font-bold mb-4">📋 选题管理功能</h3>
-                        
-                        <!-- 批量操作 -->
-                        <div class="mb-4 p-4 bg-blue-50 rounded">
-                            <div class="flex flex-wrap gap-2 items-center">
-                                <button @click="refreshAll" class="btn-primary">🔄 批量刷新</button>
-                                <button @click="triggerGenerateSelected" :disabled="selectedTopicIds.length === 0" class="btn-primary">▶ 批量创作</button>
-                                <button @click="triggerOptimizeSelected" :disabled="selectedTopicIds.length === 0" class="btn-primary">🔍 批量优化</button>
-                                <span class="ml-auto text-sm text-gray-500" v-if="selectedTopicIds.length > 0">已选 {{ selectedTopicIds.length }} 项</span>
-                            </div>
-                        </div>
-                        
-                        <!-- 筛选标签 -->
-                        <div class="flex flex-wrap gap-2 mb-4">
-                            <span @click="filterStatus = ''" :class="[filterStatus === '' ? 'bg-blue-500' : 'bg-gray-200', 'px-3 py-1 rounded-full cursor-pointer text-white']">全部 ({{ topics.length }})</span>
-                            <span @click="filterStatus = '待处理'" :class="[filterStatus === '待处理' ? 'bg-blue-500' : 'bg-gray-200', 'px-3 py-1 rounded-full cursor-pointer']">待处理 ({{ countByStatus('待处理') }})</span>
-                            <span @click="filterStatus = '待审查'" :class="[filterStatus === '待审查' ? 'bg-blue-500' : 'bg-gray-200', 'px-3 py-1 rounded-full cursor-pointer']">待审查 ({{ countByStatus('待审查') }})</span>
-                            <span @click="filterStatus = '待发布'" :class="[filterStatus === '待发布' ? 'bg-blue-500' : 'bg-gray-200', 'px-3 py-1 rounded-full cursor-pointer']">待发布 ({{ countByStatus('待发布') }})</span>
-                            <span @click="filterStatus = '已发布'" :class="[filterStatus === '已发布' ? 'bg-blue-500' : 'bg-gray-200', 'px-3 py-1 rounded-full cursor-pointer']">已发布 ({{ countByStatus('已发布') }})</span>
-                        </div>
-                        
-                        <!-- 表格 -->
-                        <table class="table">
-                            <thead>
-                                <tr>
-                                    <th style="width: 55px"><input type="checkbox" @change="toggleSelectAll"></th>
-                                    <th style="width: 70px">ID</th>
-                                    <th>标题</th>
-                                    <th style="width: 100px">领域</th>
-                                    <th style="width: 90px">状态</th>
-                                    <th style="width: 210px">操作</th>
-                                </tr>
-                            </thead>
-                            <tbody>
-                                <tr v-for="topic in filteredTopics" :key="topic.id">
-                                    <td><input type="checkbox" v-model="selectedTopicIds" :value="topic.id"></td>
-                                    <td>{{ topic.id }}</td>
-                                    <td>{{ topic.title }}</td>
-                                    <td>{{ topic.field }}</td>
-                                    <td>
-                                        <span class="status-badge">
-                                            <span class="status-dot" :class="getStatusClass(topic.status)"></span>
-                                            {{ getStatusText(topic.status) }}
-                                        </span>
-                                    </td>
-                                    <td>
-                                        <button @click="openPreview(topic)" class="px-2 py-1 bg-blue-500 text-white rounded mr-1 text-xs">预览</button>
-                                        <button @click="createTopic(topic)" :disabled="topic.status !== '待处理'" class="px-2 py-1 bg-green-500 text-white rounded mr-1 text-xs">创作</button>
-                                        <button @click="optimizeTopic(topic)" :disabled="topic.status !== '待审查'" class="px-2 py-1 bg-yellow-500 text-white rounded mr-1 text-xs">审查</button>
-                                        <button v-if="topic.status === '待发布'" @click="handlePublish(topic)" class="px-2 py-1 bg-blue-500 text-white rounded mr-1 text-xs">发布</button>
-                                        <button @click="deleteTopic(topic.id)" class="px-2 py-1 bg-red-500 text-white rounded text-xs">删除</button>
-                                    </td>
-                                </tr>
-                            </tbody>
-                        </table>
-                    </div>
-                    
-                    <!-- 系统日志测试 -->
-                    <div v-if="testType === 'logs'" class="p-6 bg-yellow-50 rounded">
-                        <h3 class="text-xl font-bold mb-4">📄 系统日志功能</h3>
-                        
-                        <div class="flex flex-wrap gap-4 mb-4">
-                            <select v-model="logType" class="px-3 py-2 border rounded">
-                                <option value="creator">创作日志</option>
-                                <option value="optimizer">优化日志</option>
-                                <option value="collector">收集日志</option>
-                            </select>
-                            <input v-model="logDate" type="date" class="px-3 py-2 border rounded">
-                            <button @click="fetchLogs" class="btn-primary">加载日志</button>
-                        </div>
-                        
-                        <pre class="bg-white p-4 rounded border min-h-[200px] whitespace-pre-wrap font-mono text-sm">{{ logContent }}</pre>
-                    </div>
-                    
-                    <!-- 用户管理测试 -->
-                    <div v-if="testType === 'users'" class="p-6 bg-purple-50 rounded">
-                        <h3 class="text-xl font-bold mb-4">👥 用户管理功能</h3>
-                        
-                        <div class="flex justify-between items-center mb-4">
-                            <h4 class="font-bold">用户列表</h4>
-                            <button @click="addUser" class="btn-primary">+ 新建用户</button>
-                        </div>
-                        
-                        <table class="table">
-                            <thead>
-                                <tr>
-                                    <th style="width: 70px">ID</th>
-                                    <th>用户名</th>
-                                    <th style="width: 100px">角色</th>
-                                    <th style="width: 180px">创建时间</th>
-                                    <th style="width: 150px">操作</th>
-                                </tr>
-                            </thead>
-                            <tbody>
-                                <tr v-for="user in users" :key="user.id">
-                                    <td>{{ user.id }}</td>
-                                    <td>{{ user.username }}</td>
-                                    <td>
-                                        <span :class="[user.role === 'admin' ? 'bg-red-100 text-red-800' : 'bg-green-100 text-green-800', 'px-2 py-1 rounded']">
-                                            {{ user.role === 'admin' ? '管理员' : '编辑' }}
-                                        </span>
-                                    </td>
-                                    <td>{{ formatDate(user.created_at) }}</td>
-                                    <td>
-                                        <button @click="deleteUser(user.id)" :disabled="user.role === 'admin'" class="px-2 py-1 bg-red-500 text-white rounded text-xs">删除</button>
-                                    </td>
-                                </tr>
-                            </tbody>
-                        </table>
-                    </div>
-                </div>
-            </main>
-        </div>
-    </div>
-
-    <script>
-        const IndependentApp = {
-            data() {
-                return {
-                    // 基础数据
-                    testType: 'topics',
-                    
-                    // 调试相关
-                    debugLogs: [
-                        '独立Vue应用已启动',
-                        '请运行测试查看详细信息',
-                        ''
-                    ],
-                    testResults: [],
-                    
-                    // 选题相关数据
-                    status: {},
-                    topics: [
-                        { 
-                            id: 'A01', 
-                            title: '可持续发展趋势分析', 
-                            field: '环保', 
-                            status: 'pending', 
-                            compliance_score: 85, 
-                            created_at: '2026-04-27 10:30', 
-                            generated_at: '-', 
-                            published_at: '-', 
-                            updated_at: '2026-04-27 10:30',
-                            priority_score: '高'
-                        },
-                        { 
-                            id: 'B02', 
-                            title: 'AI在内容创作中的应用', 
-                            field: '科技', 
-                            status: 'review', 
-                            compliance_score: 92, 
-                            created_at: '2026-04-27 11:15', 
-                            generated_at: '2026-04-27 11:45', 
-                            published_at: '-', 
-                            updated_at: '2026-04-27 11:45',
-                            priority_score: '中'
-                        },
-                        { 
-                            id: 'C03', 
-                            title: '数字化转型案例研究', 
-                            field: '商业', 
-                            status: 'ready', 
-                            compliance_score: 78, 
-                            created_at: '2026-04-27 12:00', 
-                            generated_at: '2026-04-27 12:30', 
-                            published_at: '2026-04-27 13:00', 
-                            updated_at: '2026-04-27 13:00',
-                            priority_score: '高'
-                        }
-                    ],
-                    filterStatus: '',
-                    selectedTopicIds: [],
-                    
-                    // 日志相关
-                    logType: 'creator',
-                    logDate: '',
-                    logContent: '请选择日志类型和日期，然后点击加载',
-                    
-                    // 用户相关
-                    users: [
-                        { id: 'admin', username: '管理员', role: 'admin', created_at: '2026-04-01 09:00' },
-                        { id: 'editor1', username: '编辑小王', role: 'editor', created_at: '2026-04-05 14:30' },
-                        { id: 'editor2', username: '编辑小李', role: 'editor', created_at: '2026-04-10 10:15' }
-                    ]
-                }
-            },
-            computed: {
-                filteredTopics() {
-                    if (!this.topics.length) return []
-                    if (!this.filterStatus) return this.topics
-                    return this.topics.filter(t => t.status === this.filterStatus)
-                },
-                countByStatus() {
-                    return (status) => this.topics.filter(t => t.status === status).length
-                }
-            },
-            methods: {
-                addLog(message) {
-                    this.debugLogs.push('[' + new Date().toLocaleTimeString() + '] ' + message);
-                },
-                
-                runFullTest() {
-                    this.addLog('开始运行完整测试...');
-                    
-                    // 测试数据绑定
-                    setTimeout(() => {
-                        this.addLog('✅ Vue数据绑定测试通过');
-                    }, 100);
-                    
-                    // 测试方法调用
-                    setTimeout(() => {
-                        this.addLog('✅ Vue方法调用测试通过');
-                        this.testResults.push('Vue数据绑定正常');
-                    }, 200);
-                    
-                    // 测试DOM操作
-                    setTimeout(() => {
-                        this.addLog('✅ VueDOM渲染测试通过');
-                        this.testResults.push('VueDOM操作正常');
-                    }, 300);
-                    
-                    // 测试计算属性
-                    setTimeout(() => {
-                        this.addLog('✅ Vue计算属性测试通过');
-                        this.testResults.push('Vue计算属性正常');
-                    }, 400);
-                },
-                
-                testElementPlus() {
-                    this.addLog('正在测试Element Plus模拟...');
-                    
-                    // 模拟Element Plus功能测试
-                    setTimeout(() => {
-                        this.addLog('✅ Element Plus样式模拟成功');
-                        this.addLog('✅ Element Plus组件模拟可用');
-                        this.testResults.push('Element Plus模拟集成正常');
-                    }, 200);
-                },
-                
-                resetDebug() {
-                    this.debugLogs = ['独立Vue应用已启动', '请运行测试查看详细信息', ''];
-                    this.testResults = [];
-                    this.addLog('调试信息已重置');
-                },
-                
-                refreshAll() {
-                    this.addLog('执行批量刷新操作');
-                    this.testResults.push('批量刷新操作已触发');
-                },
-                
-                triggerGenerateSelected() {
-                    if (!this.selectedTopicIds.length) return
-                    this.addLog('正在批量创作...');
-                    this.testResults.push('批量创作操作已触发');
-                },
-                
-                triggerOptimizeSelected() {
-                    if (!this.selectedTopicIds.length) return
-                    this.addLog('正在批量优化...');
-                    this.testResults.push('批量优化操作已触发');
-                },
-                
-                toggleSelectAll(event) {
-                    if (event.target.checked) {
-                        this.selectedTopicIds = this.topics.map(t => t.id);
-                    } else {
-                        this.selectedTopicIds = [];
-                    }
-                },
-                
-                openPreview(topic) {
-                    this.addLog('打开选题预览: ' + topic.title);
-                    this.testResults.push('预览功能正常');
-                },
-                
-                createTopic(topic) {
-                    if (topic && topic.status === '待处理') {
-                        this.addLog('创作选题: ' + topic.title);
-                        this.testResults.push('选题创作功能正常');
-                    }
-                },
-                
-                optimizeTopic(topic) {
-                    if (topic && topic.status === '待审查') {
-                        this.addLog('优化选题: ' + topic.title);
-                        this.testResults.push('选题优化功能正常');
-                    }
-                },
-                
-                handlePublish(topic) {
-                    this.addLog('发布选题: ' + topic.title);
-                    this.testResults.push('选题发布功能正常');
-                },
-                
-                deleteTopic(id) {
-                    this.addLog('删除选题: ' + id);
-                    this.testResults.push('选题删除功能正常');
-                },
-                
-                fetchLogs() {
-                    const logs = {
-                        creator: `2026-04-27 11:45:23 | 成功生成选题 B02 - AI在内容创作中的应用
-2026-04-27 11:30:15 | 开始生成选题 C03 - 数字化转型案例研究`,
-                        optimizer: `2026-04-27 12:05:30 | 优化完成选题 C03 - 合规分提升至78
-2026-04-27 11:50:45 | 优化中选题 B02 - 等待人工审核`,
-                        collector: `2026-04-27 10:30:12 | 收集到3个新选题
-2026-04-27 09:45:20 | 更新行业热点数据`
-                    }[this.logType] || '暂无日志数据';
-                    
-                    this.logContent = `日志类型: ${this.logType}
-日期: ${this.logDate || '今天'}
-
-${logs}`;
-                    this.addLog('日志加载成功');
-                    this.testResults.push('日志加载功能正常');
-                },
-                
-                addUser() {
-                    const newId = 'user' + Date.now();
-                    this.users.push({ id: newId, username: '新用户', role: 'editor', created_at: new Date().toISOString().slice(0, 16).replace('T', ' ') });
-                    this.addLog('添加新用户: ' + newId);
-                    this.testResults.push('用户添加功能正常');
-                },
-                
-                deleteUser(id) {
-                    if (id !== 'admin') {
-                        this.users = this.users.filter(u => u.id !== id);
-                        this.addLog('删除用户: ' + id);
-                        this.testResults.push('用户删除功能正常');
-                    } else {
-                        this.addLog('不能删除管理员用户');
-                        this.testResults.push('管理员保护功能正常');
-                    }
-                },
-                
-                getStatusClass(status) {
-                    const classes = {
-                        'pending': 'status-dot pending',
-                        'review': 'status-dot review',
-                        'ready': 'status-dot ready',
-                        'published': 'status-dot published'
-                    };
-                    return classes[status] || '';
-                },
-                
-                getStatusText(status) {
-                    const texts = {
-                        'pending': '待处理',
-                        'review': '待审查',
-                        'ready': '待发布',
-                        'published': '已发布'
-                    };
-                    return texts[status] || status;
-                },
-                
-                formatDate(dateStr) {
-                    if (!dateStr || dateStr === '-' || dateStr.trim() === '') return '-'
-                    const date = new Date(dateStr.replace(' ', 'T'))
-                    return date.toLocaleString('zh-CN', { 
-                        year: 'numeric', month: '2-digit', day: '2-digit',
-                        hour: '2-digit', minute: '2-digit' 
-                    })
-                }
-            },
-            mounted() {
-                this.addLog('独立Vue应用程序挂载完成');
-                this.addLog('应用初始状态:', this.$data);
-                console.log('独立Vue应用已启动');
-            }
-        }
-
-        Vue.createApp(IndependentApp).mount('#app')
-    </script>
-</body>
-</html>
diff --git a/platform/frontend/index.html b/platform/frontend/index.html
index 31b2608..286454c 100644
--- a/platform/frontend/index.html
+++ b/platform/frontend/index.html
@@ -224,28 +224,8 @@
         }
         .module-content div:last-child { border-bottom: none; }
 
-        /* 移动端导航 */
-        .mobile-nav {
-            display: none;
-            position: fixed;
-            bottom: 0;
-            left: 0;
-            right: 0;
-            background: rgba(26, 26, 46, 0.95);
-            backdrop-filter: blur(20px);
-            border-top: 1px solid rgba(102, 126, 234, 0.2);
-            padding: 8px 0;
-            z-index: 1000;
-            box-shadow: 0 -4px 24px rgba(0, 0, 0, 0.3);
-        }
-        
-        
-        
-
         /* 响应式 */
         @media (max-width: 768px) {
-            .sidebar { display: none; }
-            .mobile-nav { display: flex; }
             .content-area {
                 padding: 16px;
                 padding-bottom: 80px;
@@ -268,9 +248,6 @@
         .sidebar { background: white !important; border-right: 1px solid #ebeef5 !important; backdrop-filter: none !important; }
         
         
-        .mobile-nav { background: white !important; border-top: 1px solid #ebeef5 !important; backdrop-filter: none !important; box-shadow: 0 -2px 8px rgba(0,0,0,0.1) !important; }
-        
-        
         
         #page-overview h2, #page-overview h3, #page-overview .module-title { color: #303133 !important; }
         #page-overview .module-content { color: #303133 !important; }
@@ -333,50 +310,20 @@
                     <!-- 模块状态 -->
                     <h3 style="font-size: 20px; font-weight: 600; margin-bottom: 24px; color: #e0e6ed;">
                         🔧 模块状态
+                        <span style="font-size: 13px; font-weight: 400; color: #909399; margin-left: 12px;">
+                            定时任务: {{ schedulerStatus }}
+                        </span>
                     </h3>
                     <div class="module-grid">
-                        <div class="module-card">
+                        <div v-for="mod in modules" :key="mod.id" class="module-card">
                             <div class="module-header">
-                                <span class="module-title">🤖 内容创作引擎</span>
-                                <span class="module-status running">运行中</span>
+                                <span class="module-title">{{ mod.title }}</span>
+                                <span :class="['module-status', mod.status === 'running' ? 'running' : '']">{{ mod.status === 'running' ? '运行中' : '已停止' }}</span>
                             </div>
                             <div class="module-content">
-                                <div><span>最后运行</span><span>2026-04-27 14:30</span></div>
-                                <div><span>今日任务</span><span>12 个</span></div>
-                                <div><span>成功率</span><span>95%</span></div>
-                            </div>
-                        </div>
-                        <div class="module-card">
-                            <div class="module-header">
-                                <span class="module-title">🔍 内容优化器</span>
-                                <span class="module-status running">运行中</span>
-                            </div>
-                            <div class="module-content">
-                                <div><span>最后运行</span><span>2026-04-27 14:45</span></div>
-                                <div><span>今日优化</span><span>8 个</span></div>
-                                <div><span>平均提升</span><span>+12 分</span></div>
-                            </div>
-                        </div>
-                        <div class="module-card">
-                            <div class="module-header">
-                                <span class="module-title">📡 内容收集器</span>
-                                <span class="module-status running">运行中</span>
-                            </div>
-                            <div class="module-content">
-                                <div><span>最后运行</span><span>2026-04-27 14:00</span></div>
-                                <div><span>今日收集</span><span>24 个</span></div>
-                                <div><span>来源平台</span><span>8 个</span></div>
-                            </div>
-                        </div>
-                        <div class="module-card">
-                            <div class="module-header">
-                                <span class="module-title">📤 发布管理器</span>
-                                <span class="module-status running">运行中</span>
-                            </div>
-                            <div class="module-content">
-                                <div><span>最后运行</span><span>2026-04-27 13:30</span></div>
-                                <div><span>今日发布</span><span>5 个</span></div>
-                                <div><span>成功率</span><span>100%</span></div>
+                                <div><span>最后运行</span><span>{{ mod.last_run }}</span></div>
+                                <div><span>今日任务</span><span>{{ mod.task_count }} 个</span></div>
+                                <div v-if="mod.success_rate !== null"><span>成功率</span><span>{{ mod.success_rate }}%</span></div>
                             </div>
                         </div>
                     </div>
@@ -385,20 +332,7 @@
         </div>
 
         <!-- 移动端导航 -->
-        <nav class="mobile-nav" v-if="isLoggedIn">
-            <button class="mobile-nav-btn" :class="{ active: currentPage === 'overview' }" @click="redirectToPage('/')">
-                📊 概览
-            </button>
-            <button class="mobile-nav-btn" :class="{ active: currentPage === 'topics' }" @click="redirectToPage('topics.html')">
-                📋 选题
-            </button>
-            <button class="mobile-nav-btn" :class="{ active: currentPage === 'logs' }" @click="redirectToPage('logs.html')">
-                📄 日志
-            </button>
-            <button v-if="isAdmin" class="mobile-nav-btn" :class="{ active: currentPage === 'users' }" @click="redirectToPage('users.html')">
-                👥 用户
-            </button>
-        </nav>
+        <!-- 移动端导航由 navigation-component.js 注入 -->
     </div>
 
     <script src="vue.global.prod.js"></script>
@@ -418,7 +352,9 @@
                         ready: 0,
                         published: 0,
                         today: 0
-                    }
+                    },
+                    modules: [],
+                    schedulerStatus: ''
                 };
             },
             methods: {
@@ -489,6 +425,25 @@
                         this.stats = { total: 0, pending: 0, review: 0, ready: 0, published: 0, today: 0 };
                     }
                 },
+                async fetchModules() {
+                    try {
+                        const token = localStorage.getItem('authToken');
+                        const resp = await fetch('/api/system/modules/status', {
+                            headers: { 'Authorization': 'Bearer ' + token }
+                        });
+                        if (resp.ok) {
+                            const data = await resp.json();
+                            this.modules = data.modules || [];
+                            const s = data.scheduler || {};
+                            this.schedulerStatus = s.running ? '🟢 运行中' : '🔴 未启动';
+                            if (s.jobs && s.jobs.length) {
+                                this.schedulerStatus += ' · ' + s.jobs.length + ' 个任务';
+                            }
+                        }
+                    } catch (e) {
+                        console.error('获取模块状态失败:', e);
+                    }
+                },
                 goToTopics(filter) {
                     const url = filter ? '/topics.html?filter=' + encodeURIComponent(filter) : '/topics.html';
                     window.location.href = url;
@@ -513,6 +468,7 @@
                     this.isLoggedIn = true;
                     this.currentPage = 'overview';
                     this.fetchStats();
+                    this.fetchModules();
                 })
                 .catch(() => {
                     localStorage.removeItem('authToken');
diff --git a/platform/frontend/logs.html b/platform/frontend/logs.html
index 05ee9b9..e1e4b53 100644
--- a/platform/frontend/logs.html
+++ b/platform/frontend/logs.html
@@ -5,19 +5,15 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>宇之然内容创作平台 - 系统日志</title>
     <link rel="stylesheet" href="element-plus.css">
+    <link rel="stylesheet" href="theme-modern.css">
     <style>
         * { margin: 0; padding: 0; box-sizing: border-box; }
         body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; background: #f5f7fa; color: #303133; }
-        .navbar { background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; padding: 16px 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); }
-        .navbar-content { display: flex; justify-content: space-between; align-items: center; max-width: 1400px; margin: 0 auto; }
-        .navbar-title { font-size: 20px; font-weight: 600; }
-        .navbar-user { display: flex; align-items: center; gap: 16px; }
-        .user-info { display: flex; align-items: center; gap: 8px; }
-        .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
+
         .main-content { display: flex; flex: 1; max-width: 1400px; margin: 0 auto; min-height: calc(100vh - 60px); }
         .content-area { flex: 1; padding: 24px; overflow-y: auto; }
-        .card { background: white; border-radius: 12px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); overflow-x: auto; }
-        .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: white; box-shadow: 0 -2px 8px rgba(0,0,0,0.1); padding: 8px 0; z-index: 1000; }
+        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 12px rgba(0,0,0,0.06); overflow-x: auto; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
+
 
         .page-header { display: flex; justify-content: space-between; align-items: center; margin-bottom: 24px; flex-wrap: wrap; gap: 12px; }
         .page-title { font-size: 24px; font-weight: 700; color: #303133; display: flex; align-items: center; gap: 8px; }
@@ -43,14 +39,14 @@
         <navigation-component current-page="logs" :is-admin="isAdmin" @navigate="redirectToPage"></navigation-component>
         <div class="main-content">
             <main class="content-area">
-                <div class="card">
+                <div class="card page-fade">
                     <div class="page-header">
                         <h2 class="page-title">📄 系统日志</h2>
                     </div>
                     <div class="controls">
                         <el-select v-model="logType" placeholder="日志类型" style="width: 180px;">
                             <el-option label="创作日志" value="creator"></el-option>
-                            <el-option label="优化日志" value="optimizer"></el-option>
+                            <el-option label="审查日志" value="optimizer"></el-option>
                             <el-option label="收集日志" value="collector"></el-option>
                         </el-select>
                         <el-date-picker v-model="logDate" type="date" placeholder="选择日期" format="YYYY-MM-DD" value-format="YYYY-MM-DD"></el-date-picker>
diff --git a/platform/frontend/metrics.html b/platform/frontend/metrics.html
index 2a9a863..bbee250 100644
--- a/platform/frontend/metrics.html
+++ b/platform/frontend/metrics.html
@@ -5,29 +5,20 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>宇之然内容创作平台 - 数据分析</title>
     <link rel="stylesheet" href="element-plus.css">
+    <link rel="stylesheet" href="theme-modern.css">
     <style>
         * { margin: 0; padding: 0; box-sizing: border-box; }
         body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; background: #f5f7fa; }
-        .navbar { background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; padding: 16px 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); }
-        .navbar-content { display: flex; justify-content: space-between; align-items: center; max-width: 1400px; margin: 0 auto; }
-        .navbar-title { font-size: 20px; font-weight: 600; }
-        .navbar-user { display: flex; align-items: center; gap: 16px; }
-        .user-info { display: flex; align-items: center; gap: 8px; }
-        .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
         .main-content { display: flex; flex: 1; max-width: 1400px; margin: 0 auto; }
-        .sidebar { width: 180px; background: white; padding: 12px; box-shadow: 2px 0 8px rgba(0,0,0,0.05); }
         .content-area { flex: 1; padding: 24px; overflow-y: auto; }
-        .card { background: white; border-radius: 12px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); }
+        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 12px rgba(0,0,0,0.06); overflow-x: auto; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
         .stat-card { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); border-radius: 12px; padding: 20px; color: white; text-align: center; }
         .stat-card.success { background: linear-gradient(135deg, #67c23a 0%, #85ce61 100%); }
         .stat-card.warning { background: linear-gradient(135deg, #e6a23c 0%, #f5c543 100%); }
         .stat-card.danger { background: linear-gradient(135deg, #f56c6c 0%, #f78989 100%); }
         .stat-value { font-size: 32px; font-weight: 700; }
         .stat-label { font-size: 14px; opacity: 0.9; margin-top: 4px; }
-        .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: white; box-shadow: 0 -2px 8px rgba(0,0,0,0.1); padding: 8px 0; z-index: 1000; }
         @media (max-width: 768px) {
-            .sidebar { display: none; }
-            .mobile-nav { display: flex; }
             .content-area { padding: 16px; padding-bottom: 80px; }
             .stats-grid { grid-template-columns: repeat(2, 1fr) !important; gap: 12px !important; }
             .chart-container { height: 250px !important; }
@@ -67,7 +58,7 @@
                         <div class="stat-label">平均互动率</div>
                     </div>
                 </div>
-                <div class="card">
+                <div class="card page-fade">
                     <h3 style="font-size: 18px; margin-bottom: 16px;">📈 选题状态分布</h3>
                     <div style="display: flex; gap: 20px; flex-wrap: wrap;">
                         <div v-for="(count, status) in dashboard.topics_by_status" :key="status" style="text-align: center;">
diff --git a/platform/frontend/navbar-component.js b/platform/frontend/navbar-component.js
index 41a56ac..58d0094 100644
--- a/platform/frontend/navbar-component.js
+++ b/platform/frontend/navbar-component.js
@@ -5,14 +5,17 @@
   function injectStyles() {
     if (document.getElementById('navbar-styles')) return;
     const styles = `
-      .navbar-component { position: fixed; top: 0; left: 0; right: 0; height: 60px; background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; display: flex; align-items: center; justify-content: space-between; padding: 0 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); z-index: 10000; }
-      .navbar-component .navbar-title { font-size: 18px; font-weight: 600; margin: 0; }
+      .navbar-component { position: fixed; top: 0; left: 0; right: 0; height: 60px; background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; display: flex; align-items: center; justify-content: space-between; padding: 0 24px; box-shadow: 0 4px 20px rgba(37, 99, 235, 0.3); z-index: 10000; }
+      .navbar-component .navbar-title { font-size: 20px; font-weight: 700; margin: 0; letter-spacing: -0.3px; }
       .navbar-component .navbar-user { display: flex; align-items: center; gap: 12px; }
       .navbar-component .user-info { display: flex; align-items: center; gap: 8px; }
-      .navbar-component .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
-      .navbar-component .logout-btn { background: rgba(255,255,255,0.2); border: none; color: white; padding: 6px 12px; border-radius: 6px; cursor: pointer; margin-left: 12px; }
-      .navbar-component .logout-btn:hover { background: rgba(255,255,255,0.3); }
-      .navbar-component .admin-badge { margin-left: 8px; font-size: 12px; background: rgba(255,255,255,0.3); padding: 2px 8px; border-radius: 10px; }
+      .navbar-component .avatar { width: 34px; height: 34px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 15px; font-weight: 600; box-shadow: 0 2px 8px rgba(0,0,0,0.15); }
+      .navbar-component .logout-btn { background: rgba(255,255,255,0.15); border: 1px solid rgba(255,255,255,0.2); color: white; padding: 6px 14px; border-radius: 8px; cursor: pointer; margin-left: 12px; font-size: 13px; transition: all 0.2s; }
+      .navbar-component .logout-btn:hover { background: rgba(255,255,255,0.25); border-color: rgba(255,255,255,0.3); transform: translateY(-1px); }
+      .navbar-component .admin-badge { margin-left: 8px; font-size: 11px; background: rgba(255,255,255,0.2); padding: 2px 10px; border-radius: 12px; font-weight: 500; letter-spacing: 0.3px; }
+      @media (min-width: 769px) {
+        .navbar-component { padding: 0 24px 0 180px; }
+      }
       @media (max-width: 768px) {
         .navbar-component { padding: 0 16px; }
         .navbar-component .navbar-title { font-size: 16px; }
diff --git a/platform/frontend/navigation-component.js b/platform/frontend/navigation-component.js
index 0edd390..98bc1ef 100644
--- a/platform/frontend/navigation-component.js
+++ b/platform/frontend/navigation-component.js
@@ -5,20 +5,31 @@
   function injectStyles() {
     if (document.getElementById('navigation-styles')) return;
     const styles = `
-      .nav-wrapper, .navigation-wrapper { position: fixed; top: 60px; left: 0; bottom: 0; z-index: 9999; }
-      .nav-wrapper .sidebar, .navigation-wrapper .sidebar { position: fixed; top: 60px; left: 0; bottom: 0; width: 180px; background: #fff; padding: 12px; box-shadow: 2px 0 8px rgba(0,0,0,0.1); overflow-y: auto; z-index: 99999; border-right: 1px solid #ebeef5; }
-      .nav-wrapper .sidebar-header, .navigation-wrapper .sidebar-header { padding: 12px 8px 16px; border-bottom: 1px solid #ebeef5; margin-bottom: 12px; }
-      .nav-wrapper .sidebar-header h3, .navigation-wrapper .sidebar-header h3 { margin: 0; font-size: 16px; font-weight: 600; color: #303133; }
-      .nav-wrapper .sidebar-btn, .navigation-wrapper .sidebar-btn { width: 100%; text-align: left; padding: 10px 12px; border: none; background: transparent; border-radius: 8px; margin-bottom: 6px; cursor: pointer; transition: all 0.3s; color: #606266; font-size: 14px; display: flex; align-items: center; gap: 6px; }
-      .nav-wrapper .sidebar-btn:hover, .navigation-wrapper .sidebar-btn:hover { background: #f5f7fa; color: #409eff; }
-      .nav-wrapper .sidebar-btn.active, .navigation-wrapper .sidebar-btn.active { background: #ecf5ff; color: #409eff; font-weight: 600 !important; }
-      .nav-wrapper .mobile-nav, .navigation-wrapper .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: #1890ff; box-shadow: 0 -2px 8px rgba(0,0,0,0.2); padding: 8px 0; z-index: 99999; justify-content: space-around; }
-      .nav-wrapper .mobile-nav-btn, .navigation-wrapper .mobile-nav-btn { flex: 1; border: none; background: transparent; padding: 8px 4px; text-align: center; font-size: 11px; color: white !important; cursor: pointer; display: flex; flex-direction: column; align-items: center; gap: 2px; }
-      .nav-wrapper .mobile-nav-btn .nav-icon, .navigation-wrapper .mobile-nav-btn .nav-icon { font-size: 18px; line-height: 1; }
-      .nav-wrapper .mobile-nav-btn .nav-text, .navigation-wrapper .mobile-nav-btn .nav-text { font-size: 10px; margin-top: 2px; }
-      .nav-wrapper .mobile-nav-btn:hover, .navigation-wrapper .mobile-nav-btn:hover { background: rgba(255,255,255,0.2); }
-      .nav-wrapper .mobile-nav-btn.active, .navigation-wrapper .mobile-nav-btn.active { background: rgba(255,255,255,0.3); font-weight: 600 !important; }
-      @media (max-width: 768px) { .nav-wrapper .sidebar, .navigation-wrapper .sidebar { display: none !important; } .nav-wrapper .mobile-nav, .navigation-wrapper .mobile-nav { display: flex !important; } }
+      .nav-wrapper, .navigation-wrapper { position: fixed; top: 60px; left: 0; bottom: 0; width: 180px; z-index: 9999; pointer-events: none; }
+      .nav-wrapper .sidebar, .navigation-wrapper .sidebar { position: fixed; top: 60px; left: 0; bottom: 0; width: 180px; background: #fff; padding: 12px 8px; box-shadow: 2px 0 12px rgba(0,0,0,0.06); overflow-y: auto; z-index: 10000; border-right: 1px solid #ebeef5; pointer-events: auto; }
+      .nav-wrapper .sidebar-header, .navigation-wrapper .sidebar-header { padding: 12px 12px 16px; border-bottom: 1px solid #f0f2f5; margin-bottom: 12px; }
+      .nav-wrapper .sidebar-header h3, .navigation-wrapper .sidebar-header h3 { margin: 0; font-size: 15px; font-weight: 700; background: linear-gradient(135deg, #2563eb, #7c3aed); -webkit-background-clip: text; -webkit-text-fill-color: transparent; background-clip: text; letter-spacing: -0.3px; }
+      .nav-wrapper .sidebar-btn, .navigation-wrapper .sidebar-btn { width: 100%; text-align: left; padding: 10px 12px; border: none; background: transparent; border-radius: 10px; margin-bottom: 4px; cursor: pointer; transition: all 0.25s cubic-bezier(0.4, 0, 0.2, 1); color: #606266; font-size: 13px; display: flex; align-items: center; gap: 8px; position: relative; white-space: nowrap; overflow: hidden; text-overflow: ellipsis; }
+      .nav-wrapper .sidebar-btn:hover, .navigation-wrapper .sidebar-btn:hover { background: #f0f4ff; color: #2563eb; transform: translateX(2px); }
+      .nav-wrapper .sidebar-btn.active, .navigation-wrapper .sidebar-btn.active { background: linear-gradient(135deg, #eef2ff, #e0e7ff); color: #2563eb; font-weight: 600 !important; box-shadow: inset 3px 0 0 #2563eb; }
+      .nav-wrapper .mobile-nav, .navigation-wrapper .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: linear-gradient(135deg, #2563eb, #1d4ed8); box-shadow: 0 -4px 20px rgba(37, 99, 235, 0.25); padding: 4px 0; z-index: 99999; justify-content: space-around; pointer-events: auto; }
+      .nav-wrapper .mobile-nav-btn, .navigation-wrapper .mobile-nav-btn { flex: 1; border: none; background: transparent; padding: 4px 2px; text-align: center; font-size: 10px; color: rgba(255,255,255,0.8) !important; cursor: pointer; display: flex; flex-direction: column; align-items: center; gap: 0; transition: all 0.2s; border-radius: 8px; margin: 0 1px; min-width: 0; }
+      .nav-wrapper .mobile-nav-btn .nav-icon, .navigation-wrapper .mobile-nav-btn .nav-icon { font-size: 16px; line-height: 1.2; }
+      .nav-wrapper .mobile-nav-btn .nav-text, .navigation-wrapper .mobile-nav-btn .nav-text { font-size: 9px; margin-top: 0; white-space: nowrap; overflow: hidden; text-overflow: ellipsis; max-width: 100%; }
+      .nav-wrapper .mobile-nav-btn:hover, .navigation-wrapper .mobile-nav-btn:hover { background: rgba(255,255,255,0.15); color: white !important; }
+      .nav-wrapper .mobile-nav-btn.active, .navigation-wrapper .mobile-nav-btn.active { background: rgba(255,255,255,0.2); color: white !important; font-weight: 600 !important; }
+      .mobile-more-backdrop { position: fixed; top: 0; left: 0; right: 0; bottom: 0; background: rgba(0,0,0,0.3); z-index: 100000; animation: fadeIn 0.2s ease-out; }
+      .mobile-more-sheet { position: fixed; bottom: 0; left: 0; right: 0; background: white; border-radius: 16px 16px 0 0; box-shadow: 0 -8px 32px rgba(0,0,0,0.15); z-index: 100001; padding: 20px 16px calc(env(safe-area-inset-bottom) + 60px); animation: slideUp 0.3s cubic-bezier(0.34, 1.56, 0.64, 1); max-height: 70vh; overflow-y: auto; pointer-events: auto; }
+      .mobile-more-sheet .sheet-handle { width: 36px; height: 4px; background: #e0e0e0; border-radius: 2px; margin: 0 auto 16px; }
+      .mobile-more-sheet .sheet-title { font-size: 16px; font-weight: 700; color: #303133; margin-bottom: 16px; text-align: center; }
+      .mobile-more-sheet .sheet-grid { display: grid; grid-template-columns: repeat(4, 1fr); gap: 12px; }
+      .mobile-more-sheet .sheet-item { display: flex; flex-direction: column; align-items: center; gap: 6px; padding: 12px 4px; border: none; background: transparent; border-radius: 12px; cursor: pointer; transition: all 0.2s; color: #606266; font-size: 12px; white-space: nowrap; }
+      .mobile-more-sheet .sheet-item:hover { background: #f0f4ff; color: #2563eb; }
+      .mobile-more-sheet .sheet-item.active { background: #eef2ff; color: #2563eb; font-weight: 600; }
+      .mobile-more-sheet .sheet-item .item-icon { font-size: 24px; line-height: 1; }
+      @keyframes slideUp { from { transform: translateY(100%); } to { transform: translateY(0); } }
+      @keyframes fadeIn { from { opacity: 0; } to { opacity: 1; } }
+      @media (max-width: 768px) { .nav-wrapper .sidebar, .navigation-wrapper .sidebar { display: none !important; } .nav-wrapper .mobile-nav, .navigation-wrapper .mobile-nav { display: flex !important; } body > #app > .main-content { padding-bottom: 56px !important; } }
       body > #app > .main-content { margin-left: 180px !important; padding-top: 60px !important; }
       @media (max-width: 768px) { body > #app > .main-content { margin-left: 0 !important; padding-bottom: 60px !important; } }
     `;
@@ -55,36 +66,76 @@
     mobileNav.innerHTML = `
       <button class="mobile-nav-btn ${currentPage==='dashboard'?'active':''}" data-page="/"><span class="nav-icon">📊</span><span class="nav-text">首页</span></button>
       <button class="mobile-nav-btn ${currentPage==='topics'?'active':''}" data-page="topics.html"><span class="nav-icon">📋</span><span class="nav-text">选题</span></button>
+      <button class="mobile-nav-btn ${currentPage==='tasks'?'active':''}" data-page="tasks.html"><span class="nav-icon">🚀</span><span class="nav-text">任务</span></button>
       <button class="mobile-nav-btn ${currentPage==='calendar'?'active':''}" data-page="calendar.html"><span class="nav-icon">📅</span><span class="nav-text">日历</span></button>
       <button class="mobile-nav-btn ${currentPage==='assets'?'active':''}" data-page="assets.html"><span class="nav-icon">🖼️</span><span class="nav-text">素材</span></button>
-      <button class="mobile-nav-btn ${currentPage==='tasks'?'active':''}" data-page="tasks.html"><span class="nav-icon">🚀</span><span class="nav-text">任务</span></button>
+      <button class="mobile-nav-btn" id="mobile-more-btn"><span class="nav-icon">⬆</span><span class="nav-text">更多</span></button>
     `;
     
+    // "更多"弹出菜单
+    const sheetItems = [
+      { key: 'metrics', label: '数据分析', icon: '📊', page: 'metrics.html' },
+      { key: 'platforms', label: '平台配置', icon: '🌐', page: 'platforms.html' },
+      { key: 'logs', label: '系统日志', icon: '📄', page: 'logs.html' },
+      { key: 'users', label: '用户管理', icon: '👥', page: 'users.html', admin: true },
+      { key: 'admin', label: '系统管理', icon: '⚙️', page: 'admin.html', admin: true },
+    ];
+    
+    const sheetItemsHtml = sheetItems.map(item =>
+      `<button class="sheet-item ${currentPage===item.key?'active':''}" data-page="${item.page}"${item.admin ? ' data-admin="1"' : ''} style="${item.admin && !isAdmin ? 'display:none' : ''}">
+        <span class="item-icon">${item.icon}</span><span>${item.label}</span>
+      </button>`
+    ).join('');
+    
+    const backdrop = document.createElement('div');
+    backdrop.className = 'mobile-more-backdrop';
+    backdrop.id = 'mobile-more-backdrop';
+    backdrop.style.display = 'none';
+    
+    const sheet = document.createElement('div');
+    sheet.className = 'mobile-more-sheet';
+    sheet.id = 'mobile-more-sheet';
+    sheet.style.display = 'none';
+    sheet.innerHTML = `<div class="sheet-handle"></div><div class="sheet-title">所有菜单</div><div class="sheet-grid">${sheetItemsHtml}</div>`;
+    
+    const showMore = () => {
+      backdrop.style.display = ''; sheet.style.display = '';
+    };
+    const hideMore = () => {
+      backdrop.style.display = 'none'; sheet.style.display = 'none';
+    };
+    
+    // 绑定导航跳转
+    const handleNavClick = (btn) => {
+      const page = btn.getAttribute('data-page');
+      if (!page) return;
+      console.log('[Nav] 点击导航:', page);
+      hideMore();
+      if (onNavigate) { onNavigate(page); return; }
+      const target = page === '/' ? '/' : (page.startsWith('/') ? page : '/' + page);
+      window.location.href = target;
+    };
+    
     wrapper.appendChild(sidebar);
     wrapper.appendChild(mobileNav);
+    wrapper.appendChild(backdrop);
+    wrapper.appendChild(sheet);
     
-    // 绑定点击事件
-    wrapper.querySelectorAll('button').forEach(btn => {
-      btn.addEventListener('click', (e) => {
-        e.preventDefault();
-        const page = btn.getAttribute('data-page');
-        console.log('[Nav] 点击导航:', page);
-        if (onNavigate) {
-          onNavigate(page);
-        } else {
-          // 直接跳转 - 修复路径处理
-          let target;
-          if (page === '/' || page === '') {
-            target = '/';
-          } else if (page.startsWith('/')) {
-            target = page;
-          } else {
-            target = '/' + page;
-          }
-          window.location.href = target;
-        }
-      });
+    // 事件绑定
+    wrapper.querySelectorAll('.sidebar-btn').forEach(btn => {
+      btn.addEventListener('click', (e) => { e.preventDefault(); handleNavClick(btn); });
     });
+    wrapper.querySelectorAll('.mobile-nav-btn').forEach(btn => {
+      if (btn.id === 'mobile-more-btn') {
+        btn.addEventListener('click', (e) => { e.preventDefault(); showMore(); });
+      } else {
+        btn.addEventListener('click', (e) => { e.preventDefault(); handleNavClick(btn); });
+      }
+    });
+    wrapper.querySelectorAll('.sheet-item').forEach(btn => {
+      btn.addEventListener('click', (e) => { e.preventDefault(); handleNavClick(btn); });
+    });
+    backdrop.addEventListener('click', hideMore);
     
     return wrapper;
   }
@@ -233,10 +284,18 @@
         mobileItems: [
           { key: 'dashboard', label: '首页', icon: '📊', page: '/' },
           { key: 'topics', label: '选题', icon: '📋', page: 'topics.html' },
+          { key: 'tasks', label: '任务', icon: '🚀', page: 'tasks.html' },
           { key: 'calendar', label: '日历', icon: '📅', page: 'calendar.html' },
-          { key: 'assets', label: '素材', icon: '🖼️', page: 'assets.html' },
-          { key: 'tasks', label: '任务', icon: '🚀', page: 'tasks.html' }
-        ]
+          { key: 'assets', label: '素材', icon: '🖼️', page: 'assets.html' }
+        ],
+        sheetItems: [
+          { key: 'metrics', label: '数据分析', icon: '📊', page: 'metrics.html' },
+          { key: 'platforms', label: '平台配置', icon: '🌐', page: 'platforms.html' },
+          { key: 'logs', label: '系统日志', icon: '📄', page: 'logs.html' },
+          { key: 'users', label: '用户管理', icon: '👥', page: 'users.html', admin: true },
+          { key: 'admin', label: '系统管理', icon: '⚙️', page: 'admin.html', admin: true }
+        ],
+        showMoreSheet: false
       };
     },
     template: `
@@ -259,7 +318,19 @@
             <span class="nav-icon">{{ item.icon }}</span>
             <span class="nav-text">{{ item.label }}</span>
           </button>
+          <button class="mobile-nav-btn" @click="showMoreSheet = !showMoreSheet"><span class="nav-icon">⬆</span><span class="nav-text">更多</span></button>
         </nav>
+        <div v-if="showMoreSheet" class="mobile-more-backdrop" @click="showMoreSheet = false"></div>
+        <div v-if="showMoreSheet" class="mobile-more-sheet">
+          <div class="sheet-handle"></div>
+          <div class="sheet-title">所有菜单</div>
+          <div class="sheet-grid">
+            <button v-for="item in sheetItems" :key="item.key" v-show="!item.admin || isAdmin" :class="['sheet-item', { active: currentPage === item.key }]" @click="navigate(item.page)">
+              <span class="item-icon">{{ item.icon }}</span>
+              <span>{{ item.label }}</span>
+            </button>
+          </div>
+        </div>
       </div>
     `,
     methods: {
diff --git a/platform/frontend/platforms.html b/platform/frontend/platforms.html
index 3006046..eb3c27e 100644
--- a/platform/frontend/platforms.html
+++ b/platform/frontend/platforms.html
@@ -5,20 +5,16 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>宇之然内容创作平台 - 平台配置</title>
     <link rel="stylesheet" href="element-plus.css">
+    <link rel="stylesheet" href="theme-modern.css">
     <style>
         * { margin: 0; padding: 0; box-sizing: border-box; }
         body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; background: #f5f7fa; color: #303133; }
-        .navbar { background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; padding: 16px 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); }
-        .navbar-content { display: flex; justify-content: space-between; align-items: center; max-width: 1400px; margin: 0 auto; }
-        .navbar-title { font-size: 20px; font-weight: 600; }
-        .navbar-user { display: flex; align-items: center; gap: 16px; }
-        .user-info { display: flex; align-items: center; gap: 8px; }
-        .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
+
         .main-content { display: flex; flex: 1; max-width: 1400px; margin: 0 auto; min-height: calc(100vh - 60px); }
-        .sidebar { width: 180px; background: white; padding: 12px; box-shadow: 2px 0 8px rgba(0,0,0,0.05); }
+
         .content-area { flex: 1; padding: 24px; overflow-y: auto; }
-        .card { background: white; border-radius: 12px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); overflow-x: auto; }
-        .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: white; box-shadow: 0 -2px 8px rgba(0,0,0,0.1); padding: 8px 0; z-index: 1000; }
+        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 12px rgba(0,0,0,0.06); overflow-x: auto; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
+
 
         .page-header { display: flex; justify-content: space-between; align-items: center; margin-bottom: 24px; flex-wrap: wrap; gap: 12px; }
         .page-title { font-size: 24px; font-weight: 700; color: #303133; display: flex; align-items: center; gap: 8px; }
@@ -50,8 +46,6 @@
         .loading-state { text-align: center; padding: 60px 20px; color: #909399; font-size: 16px; }
 
         @media (max-width: 768px) {
-            .sidebar { display: none; }
-            .mobile-nav { display: flex; }
             .content-area { padding: 16px; padding-bottom: 80px; }
             .card { padding: 16px; }
             .platform-card { padding: 16px; }
@@ -79,7 +73,7 @@
                         <el-button @click="loadPlatforms">🔄 刷新</el-button>
                     </div>
                 </div>
-                <div class="card">
+                <div class="card page-fade">
                     <div v-if="loading" class="loading-state">加载中...</div>
                     <div v-else-if="platforms.length === 0" class="empty-state">
                         <div class="empty-state-icon">🌐</div>
diff --git a/platform/frontend/render-diagnostic.html b/platform/frontend/render-diagnostic.html
deleted file mode 100644
index 3fe8ab6..0000000
--- a/platform/frontend/render-diagnostic.html
+++ /dev/null
@@ -1,315 +0,0 @@
-
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>页面渲染诊断</title>
-    <script src="https://cdn.tailwindcss.com"></script>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-    
-    <style>
-        body { font-family: Arial, sans-serif; padding: 20px; }
-        .diagnostic-panel { margin: 15px 0; padding: 15px; border-radius: 6px; border-left: 4px solid #007bff; }
-        .success { background-color: #d4edda; border-color: #28a745; color: #155724; }
-        .warning { background-color: #fff3cd; border-color: #ffc107; color: #856404; }
-        .error { background-color: #f8d7da; border-color: #dc3545; color: #721c24; }
-        .info { background-color: #d1ecf1; border-color: #17a2b8; color: #0c5460; }
-        .test-btn { padding: 10px 20px; background: #007bff; color: white; border: none; border-radius: 4px; cursor: pointer; margin: 5px; }
-        .test-btn:hover { background: #0056b3; }
-        .test-btn:disabled { background: #6c757d; cursor: not-allowed; }
-        pre { background: #f8f9fa; padding: 10px; border-radius: 4px; overflow-x: auto; }
-    </style>
-</head>
-<body>
-    <div id="app">
-        <h1>宇之然内容创作平台 - 页面渲染诊断</h1>
-        
-        <!-- 诊断控制面板 -->
-        <div class="diagnostic-panel info">
-            <h3>📋 诊断控制</h3>
-            <button @click="runBasicTest" :disabled="testing" class="test-btn">🔍 基础功能测试</button>
-            <button @click="runRenderTest" :disabled="testing" class="test-btn">🎨 渲染能力测试</button>
-            <button @click="runVueTest" :disabled="testing" class="test-btn">⚡ Vue核心测试</button>
-            <button @click="resetDiagnostic" class="test-btn">🔄 重置诊断</button>
-            
-            <p v-if="testing">正在运行测试中...</p>
-        </div>
-        
-        <!-- 实时输出 -->
-        <div class="diagnostic-panel" :class="{'success': output.length > 0 && lastResult === 'success', 'error': output.length > 0 && lastResult === 'error'}">
-            <h3>📊 实时输出</h3>
-            <div v-for="line in output" :key="line" style="margin: 5px 0;">{{ line }}</div>
-        </div>
-        
-        <!-- 详细结果 -->
-        <div class="diagnostic-panel success" v-if="results.length > 0">
-            <h3>✅ 测试结果</h3>
-            <ul>
-                <li v-for="result in results" :key="result.id">{{ result.message }}</li>
-            </ul>
-        </div>
-        
-        <!-- 问题分析 -->
-        <div class="diagnostic-panel warning" v-if="issues.length > 0">
-            <h3>⚠️ 发现的问题</h3>
-            <ul>
-                <li v-for="issue in issues" :key="issue">{{ issue }}</li>
-            </ul>
-        </div>
-        
-        <!-- DOM结构检查 -->
-        <div class="diagnostic-panel info">
-            <h3>🏗️ DOM结构检查</h3>
-            <button @click="checkDOMStructure" class="test-btn">检查DOM结构</button>
-            <pre v-if="domInfo">{{ domInfo }}</pre>
-        </div>
-        
-        <!-- 资源加载检查 -->
-        <div class="diagnostic-panel info">
-            <h3>🌐 资源加载检查</h3>
-            <button @click="checkResourceLoading" class="test-btn">检查资源加载</button>
-            <pre v-if="resourceInfo">{{ resourceInfo }}</pre>
-        </div>
-        
-        <!-- 网络状态检查 -->
-        <div class="diagnostic-panel info">
-            <h3>📡 网络状态</h3>
-            <button @click="checkNetworkStatus" class="test-btn">检查网络状态</button>
-            <p v-if="networkInfo">{{ networkInfo }}</p>
-        </div>
-        
-        <!-- 建议操作 -->
-        <div class="diagnostic-panel success">
-            <h3>💡 建议操作</h3>
-            <ol>
-                <li v-for="suggestion in suggestions" :key="suggestion">{{ suggestion }}</li>
-            </ol>
-        </div>
-    </div>
-
-    <script>
-        const RenderApp = {
-            data() {
-                return {
-                    testing: false,
-                    output: [
-                        '页面渲染诊断工具已启动',
-                        '请运行测试查看具体问题',
-                        ''
-                    ],
-                    results: [],
-                    issues: [],
-                    lastResult: null,
-                    domInfo: '',
-                    resourceInfo: '',
-                    networkInfo: '',
-                    suggestions: []
-                }
-            },
-            methods: {
-                addOutput(message, type = 'info') {
-                    this.output.push('[' + new Date().toLocaleTimeString() + '] ' + message);
-                    if (type === 'success') this.lastResult = 'success';
-                    if (type === 'error') this.lastResult = 'error';
-                },
-                
-                runBasicTest() {
-                    this.testing = true;
-                    this.addOutput('开始基础功能测试...');
-                    
-                    setTimeout(() => {
-                        try {
-                            // 测试基本DOM操作
-                            const appElement = document.getElementById('app');
-                            if (!appElement) {
-                                throw new Error('找不到#app元素');
-                            }
-                            
-                            this.addOutput('✅ DOM元素检查通过', 'success');
-                            this.results.push({ id: 'dom-element', message: 'DOM元素存在且可访问' });
-                            
-                            // 测试Vue实例
-                            if (window.Vue) {
-                                this.addOutput('✅ Vue 3库已加载', 'success');
-                                this.results.push({ id: 'vue-library', message: 'Vue 3库正确加载' });
-                            } else {
-                                throw new Error('Vue 3库未加载');
-                            }
-                            
-                            // 测试响应式数据
-                            this.addOutput('✅ 响应式数据绑定正常', 'success');
-                            this.results.push({ id: 'reactive-data', message: 'Vue响应式系统正常工作' });
-                            
-                            this.testing = false;
-                            
-                        } catch (error) {
-                            this.addOutput('❌ 基础测试失败: ' + error.message, 'error');
-                            this.issues.push('基础功能异常: ' + error.message);
-                            this.testing = false;
-                        }
-                    }, 500);
-                },
-                
-                runRenderTest() {
-                    this.testing = true;
-                    this.addOutput('开始渲染能力测试...');
-                    
-                    setTimeout(() => {
-                        try {
-                            // 检查CSS样式
-                            const styleElements = document.querySelectorAll('style, link[rel="stylesheet"]');
-                            this.addOutput('✅ 发现 ' + styleElements.length + ' 个样式元素', 'success');
-                            
-                            // 检查Tailwind
-                            if (document.querySelector('script[src*="tailwindcss"]')) {
-                                this.addOutput('✅ Tailwind CSS已加载', 'success');
-                                this.results.push({ id: 'tailwind', message: 'Tailwind CSS样式框架正常' });
-                            }
-                            
-                            // 检查Vue渲染
-                            this.addOutput('✅ Vue组件渲染测试通过', 'success');
-                            this.results.push({ id: 'vue-render', message: 'Vue组件渲染功能正常' });
-                            
-                            this.testing = false;
-                            
-                        } catch (error) {
-                            this.addOutput('❌ 渲染测试失败: ' + error.message, 'error');
-                            this.issues.push('渲染功能异常: ' + error.message);
-                            this.testing = false;
-                        }
-                    }, 500);
-                },
-                
-                runVueTest() {
-                    this.testing = true;
-                    this.addOutput('开始Vue核心测试...');
-                    
-                    setTimeout(() => {
-                        try {
-                            // 测试Vue应用实例
-                            if (this.$data) {
-                                this.addOutput('✅ Vue实例数据访问正常', 'success');
-                                this.results.push({ id: 'vue-instance', message: 'Vue实例正确创建和挂载' });
-                            }
-                            
-                            // 测试事件处理
-                            this.addOutput('✅ 事件处理器设置正常', 'success');
-                            this.results.push({ id: 'event-handling', message: 'Vue事件监听器正常工作' });
-                            
-                            // 测试计算属性
-                            if (typeof this.countByStatus === 'function') {
-                                this.addOutput('✅ 计算属性功能正常', 'success');
-                                this.results.push({ id: 'computed-properties', message: 'Vue计算属性正常工作' });
-                            }
-                            
-                            this.testing = false;
-                            
-                        } catch (error) {
-                            this.addOutput('❌ Vue测试失败: ' + error.message, 'error');
-                            this.issues.push('Vue功能异常: ' + error.message);
-                            this.testing = false;
-                        }
-                    }, 500);
-                },
-                
-                checkDOMStructure() {
-                    this.addOutput('正在检查DOM结构...');
-                    
-                    setTimeout(() => {
-                        try {
-                            const structure = {
-                                'html标签': document.getElementsByTagName('html').length,
-                                'head标签': document.getElementsByTagName('head').length,
-                                'body标签': document.getElementsByTagName('body').length,
-                                '#app元素': document.getElementById('app') ? '存在' : '不存在',
-                                'Vue元素': document.querySelectorAll('[v-if], [v-for], [@click]').length,
-                                '表格元素': document.querySelectorAll('table, th, td').length
-                            };
-                            
-                            this.domInfo = JSON.stringify(structure, null, 2);
-                            this.addOutput('✅ DOM结构检查完成', 'success');
-                            
-                        } catch (error) {
-                            this.addOutput('❌ DOM检查失败: ' + error.message, 'error');
-                        }
-                    }, 200);
-                },
-                
-                checkResourceLoading() {
-                    this.addOutput('正在检查资源加载...');
-                    
-                    setTimeout(() => {
-                        try {
-                            const resources = [];
-                            
-                            // 检查脚本
-                            document.querySelectorAll('script[src]').forEach(script => {
-                                resources.push({
-                                    type: 'script',
-                                    src: script.src,
-                                    loaded: script.readyState === 'complete' || script.readyState === 'loaded'
-                                });
-                            });
-                            
-                            // 检查样式表
-                            document.querySelectorAll('link[rel="stylesheet"]').forEach(link => {
-                                resources.push({
-                                    type: 'stylesheet',
-                                    href: link.href,
-                                    loaded: true // 简化处理
-                                });
-                            });
-                            
-                            this.resourceInfo = JSON.stringify(resources.slice(0, 5), null, 2); // 只显示前5个
-                            this.addOutput('✅ 资源加载检查完成', 'success');
-                            
-                        } catch (error) {
-                            this.addOutput('❌ 资源检查失败: ' + error.message, 'error');
-                        }
-                    }, 200);
-                },
-                
-                checkNetworkStatus() {
-                    this.addOutput('正在检查网络状态...');
-                    
-                    setTimeout(() => {
-                        try {
-                            // 简化的网络状态检查
-                            const status = {
-                                online: navigator.onLine,
-                                userAgent: navigator.userAgent,
-                                connection: navigator.connection ? navigator.connection.effectiveType : 'unknown'
-                            };
-                            
-                            this.networkInfo = JSON.stringify(status, null, 2);
-                            this.addOutput('✅ 网络状态检查完成', 'success');
-                            
-                        } catch (error) {
-                            this.addOutput('❌ 网络检查失败: ' + error.message, 'error');
-                        }
-                    }, 200);
-                },
-                
-                resetDiagnostic() {
-                    this.output = ['页面渲染诊断工具已启动', '请运行测试查看具体问题', ''];
-                    this.results = [];
-                    this.issues = [];
-                    this.lastResult = null;
-                    this.domInfo = '';
-                    this.resourceInfo = '';
-                    this.networkInfo = '';
-                    this.suggestions = [];
-                    this.addOutput('诊断已重置');
-                }
-            },
-            mounted() {
-                this.addOutput('Vue渲染诊断应用程序已启动');
-                console.log('Vue渲染诊断已初始化');
-            }
-        }
-
-        Vue.createApp(RenderApp).mount('#app')
-    </script>
-</body>
-</html>
diff --git a/platform/frontend/script-content.js b/platform/frontend/script-content.js
deleted file mode 100644
index a0f8d64..0000000
--- a/platform/frontend/script-content.js
+++ /dev/null
@@ -1,476 +0,0 @@
-  <script>
-    const { ref, reactive, computed, onMounted, watch } = Vue;
-    const { ElMessage, ElNotification, ElMessageBox } = ElementPlus;
-
-    // 图标组件
-    const CopyDocument = Vue.h('el-icon', { name: 'CopyDocument' });
-    const FullScreen = Vue.h('el-icon', { name: 'FullScreen' });
-    const Document = Vue.h('el-icon', { name: 'Document' });
-    const Upload = Vue.h('el-icon', { name: 'Upload' });
-    const Promotion = Vue.h('el-icon', { name: 'Promotion' });
-
-    const app = Vue.createApp({
-      name: 'YuZhiRanPlatform',
-      setup() {
-        // ========== 变量声明区 ==========
-        const API_BASE = window.location.origin;
-
-        // 状态
-        const isLoggedIn = ref(false);
-        const isAdmin = ref(false);
-        const loginForm = reactive({ username: '', password: '' });
-        const loginError = ref('');
-
-        const status = ref({});
-        const topics = ref([]);
-        const selectedTopicIds = ref([]); // 批量操作选中
-        const filterStatus = ref('');
-        const generating = ref(false);
-        const optimizing = ref(false);
-        const loadingAll = ref(false);
-        const loadingTable = ref(false);
-        const loadingLogs = ref(false);
-        const loadingOverlay = ref(false);
-        const loadingText = ref('');
-
-        const pipeline = ref({ status_distribution: {} });
-        const pipelineLoading = ref(false);
-        const pipelineModules = ref([]);
-
-        const previewVisible = ref(false);
-        const previewTopic = ref({ title: '' });
-        const previewPlatform = ref('zhihu');
-        const previewHtml = ref('');
-        const fullScreenPreview = ref(false);
-
-        const showLogs = ref(false);
-        const logType = ref('creator');
-        const logDate = ref(new Date().toISOString().split('T')[0]);
-        const logContent = ref('');
-
-        // 计算属性
-        const filteredTopics = computed(() => {
-          if (!filterStatus.value) return topics.value || [];
-          return (topics.value || []).filter(t => t && t.status === filterStatus.value);
-        });
-
-        // ========== 工具函数 ==========
-        const formatDate = (val) => {
-          if (!val) return '-';
-          const d = new Date(val);
-          if (isNaN(d.getTime())) return val;
-          return d.toLocaleString('zh-CN', { hour12: false });
-        };
-
-        const formatRelativeTime = (val) => {
-          if (!val) return '-';
-          const d = new Date(val);
-          if (isNaN(d.getTime())) return '-';
-          const now = new Date();
-          const diff = now - d;
-          const minutes = Math.floor(diff / 60000);
-          if (minutes < 1) return '刚刚';
-          if (minutes < 60) return `${minutes}分钟前`;
-          const hours = Math.floor(minutes / 60);
-          if (hours < 24) return `${hours}小时前`;
-          const days = Math.floor(hours / 24);
-          if (days < 7) return `${days}天前`;
-          return formatDate(val);
-        };
-
-        // ========== 业务方法 ==========
-        const countByStatus = (status) => {
-          return (topics.value || []).filter(t => t.status === status).length;
-        };
-
-        const getPriorityType = (score) => {
-          if (!score) return '';
-          if (score >= 20) return 'danger';
-          if (score >= 15) return 'warning';
-          return 'success';
-        };
-
-        const getStatusClass = (status) => {
-          const map = {
-            '待处理': 'pending',
-            '待审查': 'review',
-            '待发布': 'ready',
-            '已发布': 'published'
-          };
-          return map[status] || '';
-        };
-
-        const refresh = async () => {
-          try {
-            const [s, t] = await Promise.all([
-              fetch(API_BASE + '/api/system/status').then(r => r.json()),
-              fetch(API_BASE + '/api/topics').then(r => r.json())
-            ]);
-            status.value = s;
-            topics.value = t;
-          } catch (e) {
-            ElMessage.error('刷新失败：' + e.message);
-          }
-        };
-
-        const refreshPipeline = async () => {
-          pipelineLoading.value = true;
-          try {
-            const res = await fetch(API_BASE + '/api/system/pipeline/status');
-            if (res.ok) {
-              const data = await res.json();
-              pipeline.value = data;
-              pipelineModules.value = Object.entries(data.pipeline_modules || {}).map(([name, info]) => ({
-                module: name,
-                last_run: info.last_run || '未运行',
-                status_ok: !info.has_error && info.exists,
-                status_text: info.exists && !info.has_error ? '正常' : info.exists ? '有错误' : '缺失',
-                error: info.has_error ? '检测到错误' : ''
-              }));
-            }
-          } catch (e) {
-            ElMessage.error('获取流水线状态失败');
-          } finally {
-            pipelineLoading.value = false;
-          }
-        };
-
-        const refreshAll = async () => {
-          loadingAll.value = true;
-          try {
-            await Promise.all([refresh(), refreshPipeline()]);
-            ElMessage.success('刷新成功');
-          } catch (e) {
-            ElMessage.error('刷新失败');
-          } finally {
-            loadingAll.value = false;
-          }
-        };
-
-        const triggerGenerate = async () => {
-          generating.value = true;
-          try {
-            const res = await fetch(API_BASE + '/api/system/generate/run', { method: 'POST' });
-            const data = await res.json();
-            if (data.result && data.result.ok) {
-              ElMessage.success('创作任务已启动');
-              setTimeout(refresh, 3000);
-            } else {
-              ElMessage.error('启动失败：' + (data.error || '未知错误'));
-            }
-          } catch (e) {
-            ElMessage.error('请求失败：' + e.message);
-          } finally {
-            generating.value = false;
-          }
-        };
-
-        const triggerOptimize = async () => {
-          optimizing.value = true;
-          try {
-            const res = await fetch(API_BASE + '/api/system/optimize/run', { method: 'POST' });
-            const data = await res.json();
-            if (data.summary) {
-              ElNotification({
-                title: '优化完成',
-                message: `自动通过 ${data.summary.passed_auto || 0} 篇，需人工 ${data.summary.need_manual || 0} 篇`,
-                type: 'success'
-              });
-              await refresh();
-            } else {
-              ElMessage.success('优化完成');
-            }
-          } catch (e) {
-            ElMessage.error('优化失败：' + e.message);
-          } finally {
-            optimizing.value = false;
-          }
-        };
-
-        const openPreview = async (topic) => {
-          previewTopic.value = { id: topic.id, title: topic.title };
-          previewPlatform.value = 'zhihu';
-          previewVisible.value = true;
-          await loadPreview();
-        };
-
-        const loadPreview = async () => {
-          previewHtml.value = '';
-          console.log('[Preview] Loading topic:', previewTopic.value.id, 'platform:', previewPlatform.value);
-          try {
-            const res = await fetch(`${API_BASE}/api/articles/${previewTopic.value.id}/preview?platform=${previewPlatform.value}`);
-            console.log('[Preview] Response status:', res.status);
-            if (res.ok) {
-              const data = await res.json();
-              console.log('[Preview] Got HTML, length:', data.html?.length);
-              const parser = new DOMParser();
-              const doc = parser.parseFromString(data.html, 'text/html');
-              const contentDiv = doc.querySelector('.content');
-              console.log('[Preview] Found .content:', !!contentDiv);
-              if (contentDiv) {
-                previewHtml.value = contentDiv.innerHTML;
-                console.log('[Preview] Set previewHtml from .content');
-              } else {
-                const header = doc.querySelector('.header');
-                const footer = doc.querySelector('footer');
-                const tags = doc.querySelector('.tags');
-                const interaction = doc.querySelector('.interaction');
-                if (header) header.remove();
-                if (footer) footer.remove();
-                if (tags) tags.remove();
-                if (interaction) interaction.remove();
-                previewHtml.value = doc.body.innerHTML;
-                console.log('[Preview] Set previewHtml from body.innerHTML');
-              }
-            } else if (res.status === 404) {
-              previewHtml.value = '<div class="text-center py-12 text-gray-500"><p>暂未创作文章，请先点击创作按钮生成</p></div>';
-            } else {
-              ElMessage.error('加载预览失败：' + res.status);
-            }
-          } catch (e) {
-            previewHtml.value = '<div class="text-center py-12 text-gray-500"><p>请求失败，请检查后端服务是否运行</p></div>';
-            console.error('Preview error:', e);
-          }
-        };
-
-        const copyPreviewHtml = async () => {
-          if (!previewHtml.value) return;
-          try {
-            const parser = new DOMParser();
-            const doc = parser.parseFromString(previewHtml.value, 'text/html');
-            const header = doc.querySelector('.header');
-            if (header) header.remove();
-            const footer = doc.querySelector('footer');
-            if (footer) footer.remove();
-            const tagsDiv = doc.querySelector('.tags');
-            if (tagsDiv) tagsDiv.remove();
-            const interaction = doc.querySelector('.interaction');
-            if (interaction) interaction.remove();
-            const contentDiv = doc.querySelector('.content');
-            let text = '';
-            if (contentDiv) {
-              text = contentDiv.innerText.trim();
-            } else {
-              text = doc.body.innerText.trim();
-            }
-            if (!text) {
-              ElMessage.warning('未提取到正文内容');
-              return;
-            }
-            await navigator.clipboard.writeText(text);
-            ElMessage.success('正文已复制到剪贴板');
-          } catch (e) {
-            console.error('Copy error:', e);
-            ElMessage.error('复制失败');
-          }
-        };
-
-        const expandPreview = () => {
-          fullScreenPreview.value = true;
-        };
-
-        const handleShowLogs = () => {
-          showLogs.value = true;
-        };
-
-        const fetchLogs = async () => {
-          loadingLogs.value = true;
-          try {
-            const res = await fetch(`${API_BASE}/api/system/logs/${logDate.value}?log_type=${logType.value}`);
-            if (res.ok) {
-              const data = await res.json();
-              logContent.value = data.content ? data.content.join('\n') : '无内容';
-            } else {
-              ElMessage.error('加载日志失败');
-            }
-          } catch (e) {
-            ElMessage.error('请求失败');
-          } finally {
-            loadingLogs.value = false;
-          }
-        };
-
-        const createTopic = async (topic) => {
-          if (topic.published_urls && Object.keys(topic.published_urls).length > 0) {
-            try {
-              await ElMessageBox.alert(
-                '本文已发布过，重新创作将覆盖原有内容。是否继续？',
-                '重新创作确认',
-                {
-                  confirmButtonText: '继续',
-                  cancelButtonText: '取消',
-                  type: 'warning',
-                }
-              );
-            } catch (e) {
-              return;
-            }
-          }
-          try {
-            const res = await fetch(`${API_BASE}/api/system/generate/run?topic_id=${topic.id}`, { method: 'POST' });
-            const data = await res.json();
-            if (data.result && data.result.ok) {
-              ElMessage.success(`选题 ${topic.id} 创作任务已启动`);
-              setTimeout(refresh, 3000);
-            } else {
-              ElMessage.error('创作失败：' + (data.error || '未知错误'));
-            }
-          } catch (e) {
-            ElMessage.error('请求失败：' + e.message);
-          }
-        };
-
-        const optimizeTopic = async (topic) => {
-          try {
-            const res = await fetch(API_BASE + '/api/system/optimize/run', {
-              method: 'POST',
-              headers: { 'Content-Type': 'application/json' },
-              body: JSON.stringify({ topic_ids: [topic.id] })
-            });
-            const data = await res.json();
-            if (data.summary) {
-              ElMessage.success(`选题 ${topic.id} 优化完成`);
-              setTimeout(refresh, 2000);
-            } else {
-              ElMessage.success('优化完成');
-            }
-          } catch (e) {
-            ElMessage.error('优化失败：' + e.message);
-          }
-        };
-
-        // 批量操作
-        const triggerGenerateSelected = async () => {
-          if (selectedTopicIds.value.length === 0) {
-            ElMessage.warning('请先选择要创作的选题');
-            return;
-          }
-          generating.value = true;
-          try {
-            const res = await fetch(API_BASE + '/api/system/generate/run', {
-              method: 'POST',
-              headers: { 'Content-Type': 'application/json' },
-              body: JSON.stringify({ topic_ids: selectedTopicIds.value })
-            });
-            const data = await res.json();
-            if (data.result && data.result.ok) {
-              ElMessage.success(`已启动 ${selectedTopicIds.value.length} 个选题的创作任务`);
-              selectedTopicIds.value = [];
-              setTimeout(refresh, 3000);
-            } else {
-              ElMessage.error('批量创作失败：' + (data.error || '未知错误'));
-            }
-          } catch (e) {
-            ElMessage.error('请求失败：' + e.message);
-          } finally {
-            generating.value = false;
-          }
-        };
-
-        const triggerOptimizeSelected = async () => {
-          if (selectedTopicIds.value.length === 0) {
-            ElMessage.warning('请先选择要优化的选题');
-            return;
-          }
-          optimizing.value = true;
-          try {
-            const res = await fetch(API_BASE + '/api/system/optimize/run', {
-              method: 'POST',
-              headers: { 'Content-Type': 'application/json' },
-              body: JSON.stringify({ topic_ids: selectedTopicIds.value })
-            });
-            const data = await res.json();
-            if (data.summary) {
-              ElNotification({
-                title: '批量优化完成',
-                message: `自动通过 ${data.summary.passed_auto || 0} 篇，需人工 ${data.summary.need_manual || 0} 篇`,
-                type: 'success'
-              });
-              selectedTopicIds.value = [];
-              await refresh();
-            } else {
-              ElMessage.success('批量优化完成');
-            }
-          } catch (e) {
-            ElMessage.error('批量优化失败：' + e.message);
-          } finally {
-            optimizing.value = false;
-          }
-        };
-
-        const handlePublish = async (topic) => {
-          try {
-            ElMessage.info(`正在发布选题 ${topic.id}...`);
-            const res = await fetch(API_BASE + '/api/publishing/create', {
-              method: 'POST',
-              headers: { 'Content-Type': 'application/json' },
-              body: JSON.stringify({ topic_id: topic.id })
-            });
-            if (!res.ok) throw new Error('发布失败');
-            const data = await res.json();
-            ElMessage.success(`选题 ${topic.id} 已发布`);
-            await refresh();
-          } catch (e) {
-            ElMessage.error('发布失败：' + e.message);
-          }
-        };
-
-        const openCreateTopic = () => {
-          ElMessage.info('新建选题功能待实现');
-        };
-
-        // 页面路由
-        const currentPage = ref('overview');
-        const switchPage = (page) => {
-          currentPage.value = page;
-        };
-        const goToTopicsWithFilter = (status) => {
-          currentPage.value = 'topics';
-          filterStatus.value = status;
-        };
-
-        // 生命周期
-        watch(previewPlatform, loadPreview);
-        onMounted(() => {
-          const authToken = localStorage.getItem('auth_token');
-          const role = localStorage.getItem('user_role');
-          if (authToken) {
-            isLoggedIn.value = true;
-            if (role === 'admin') isAdmin.value = true;
-          }
-          refresh();
-          refreshPipeline();
-        });
-
-        // 返回给模板
-        return {
-          // 状态
-          status, topics, filterStatus, filteredTopics,
-          generating, optimizing, loadingAll, loadingTable, loadingLogs, loadingOverlay, loadingText,
-          pipeline, pipelineLoading, pipelineModules,
-          previewVisible, previewTopic, previewPlatform, previewHtml, fullScreenPreview,
-          showLogs, logType, logDate, logContent,
-          // 页面路由
-          currentPage,
-          // 方法
-          countByStatus, getPriorityType, getStatusClass,
-          refresh, refreshPipeline, refreshAll,
-          triggerGenerate, triggerOptimize,
-          openPreview, loadPreview, copyPreviewHtml, expandPreview,
-          fetchLogs,
-          createTopic, optimizeTopic, handlePublish,
-          openCreateTopic,
-          // 工具函数
-          formatDate, formatRelativeTime,
-          switchPage, goToTopicsWithFilter,
-          // 认证（未完整）
-          isLoggedIn, isAdmin, loginForm, loginError,
-          // 图标
-          Document, Upload, CopyDocument, FullScreen, Promotion
-        };
-      }
-    });
-
-    app.use(ElementPlus);
-    app.mount('#app');
-  </script>
diff --git a/platform/frontend/setup-fix.js b/platform/frontend/setup-fix.js
deleted file mode 100644
index c50c9f8..0000000
--- a/platform/frontend/setup-fix.js
+++ /dev/null
@@ -1,398 +0,0 @@
-// 修复后的 Vue 3 setup 函数体
-// 所有变量和方法必须在 return 之前定义
-
-const API_BASE = window.location.origin;
-
-// 1. 状态变量
-const isLoggedIn = ref(false);
-const isAdmin = ref(false);
-const loginForm = reactive({ username: '', password: '' });
-const loginError = ref('');
-
-const status = ref({});
-const topics = ref([]);
-const filterStatus = ref('');
-const generating = ref(false);
-const optimizing = ref(false);
-const loadingAll = ref(false);
-const loadingTable = ref(false);
-const loadingLogs = ref(false);
-const loadingOverlay = ref(false);
-const loadingText = ref('');
-
-const pipeline = ref({ status_distribution: {} });
-const pipelineLoading = ref(false);
-const pipelineModules = ref([]);
-
-const previewVisible = ref(false);
-const previewTopic = ref({ title: '' });
-const previewPlatform = ref('zhihu');
-const previewHtml = ref('');
-const fullScreenPreview = ref(false);
-
-const showLogs = ref(false);
-const logType = ref('creator');
-const logDate = ref(new Date().toISOString().split('T')[0]);
-const logContent = ref('');
-
-// 2. 计算属性
-const filteredTopics = computed(() => {
-  if (!filterStatus.value) return topics.value || [];
-  return (topics.value || []).filter(t => t && t.status === filterStatus.value);
-});
-
-// 3. 工具函数
-const formatDate = (val) => {
-  if (!val) return '-';
-  const d = new Date(val);
-  if (isNaN(d.getTime())) return val;
-  return d.toLocaleString('zh-CN', { hour12: false });
-};
-
-const formatRelativeTime = (val) => {
-  if (!val) return '-';
-  const d = new Date(val);
-  if (isNaN(d.getTime())) return '-';
-  const now = new Date();
-  const diff = now - d;
-  const minutes = Math.floor(diff / 60000);
-  if (minutes < 1) return '刚刚';
-  if (minutes < 60) return `${minutes}分钟前`;
-  const hours = Math.floor(minutes / 60);
-  if (hours < 24) return `${hours}小时前`;
-  const days = Math.floor(hours / 24);
-  if (days < 7) return `${days}天前`;
-  return formatDate(val);
-};
-
-// 4. 业务方法
-const countByStatus = (status) => {
-  return (topics.value || []).filter(t => t.status === status).length;
-};
-
-const getPriorityType = (score) => {
-  if (!score) return '';
-  if (score >= 20) return 'danger';
-  if (score >= 15) return 'warning';
-  return 'success';
-};
-
-const getStatusClass = (status) => {
-  const map = {
-    '待处理': 'pending',
-    '待审查': 'review',
-    '待发布': 'ready',
-    '已发布': 'published'
-  };
-  return map[status] || '';
-};
-
-const refresh = async () => {
-  try {
-    const [s, t] = await Promise.all([
-      fetch(API_BASE + '/api/system/status').then(r => r.json()),
-      fetch(API_BASE + '/api/topics').then(r => r.json())
-    ]);
-    status.value = s;
-    topics.value = t;
-  } catch (e) {
-    ElMessage.error('刷新失败：' + e.message);
-  }
-};
-
-const refreshPipeline = async () => {
-  pipelineLoading.value = true;
-  try {
-    const res = await fetch(API_BASE + '/api/system/pipeline/status');
-    if (res.ok) {
-      const data = await res.json();
-      pipeline.value = data;
-      pipelineModules.value = Object.entries(data.pipeline_modules || {}).map(([name, info]) => ({
-        module: name,
-        last_run: info.last_run || '未运行',
-        status_ok: !info.has_error && info.exists,
-        status_text: info.exists && !info.has_error ? '正常' : info.exists ? '有错误' : '缺失',
-        error: info.has_error ? '检测到错误' : ''
-      }));
-    }
-  } catch (e) {
-    ElMessage.error('获取流水线状态失败');
-  } finally {
-    pipelineLoading.value = false;
-  }
-};
-
-const refreshAll = async () => {
-  loadingAll.value = true;
-  try {
-    await Promise.all([refresh(), refreshPipeline()]);
-    ElMessage.success('刷新成功');
-  } catch (e) {
-    ElMessage.error('刷新失败');
-  } finally {
-    loadingAll.value = false;
-  }
-};
-
-const triggerGenerate = async () => {
-  generating.value = true;
-  try {
-    const res = await fetch(API_BASE + '/api/system/generate/run', { method: 'POST' });
-    const data = await res.json();
-    if (data.result && data.result.ok) {
-      ElMessage.success('创作任务已启动');
-      setTimeout(refresh, 3000);
-    } else {
-      ElMessage.error('启动失败：' + (data.error || '未知错误'));
-    }
-  } catch (e) {
-    ElMessage.error('请求失败：' + e.message);
-  } finally {
-    generating.value = false;
-  }
-};
-
-const triggerOptimize = async () => {
-  optimizing.value = true;
-  try {
-    const res = await fetch(API_BASE + '/api/system/optimize/run', { method: 'POST' });
-    const data = await res.json();
-    if (data.summary) {
-      ElNotification({
-        title: '优化完成',
-        message: `自动通过 ${data.summary.passed_auto || 0} 篇，需人工 ${data.summary.need_manual || 0} 篇`,
-        type: 'success'
-      });
-      await refresh();
-    } else {
-      ElMessage.success('优化完成');
-    }
-  } catch (e) {
-    ElMessage.error('优化失败：' + e.message);
-  } finally {
-    optimizing.value = false;
-  }
-};
-
-const openPreview = async (topic) => {
-  previewTopic.value = { id: topic.id, title: topic.title };
-  previewPlatform.value = 'zhihu';
-  previewVisible.value = true;
-  await loadPreview();
-};
-
-const loadPreview = async () => {
-  previewHtml.value = '';
-  console.log('[Preview] Loading topic:', previewTopic.value.id, 'platform:', previewPlatform.value);
-  try {
-    const res = await fetch(`${API_BASE}/api/articles/${previewTopic.value.id}/preview?platform=${previewPlatform.value}`);
-    console.log('[Preview] Response status:', res.status);
-    if (res.ok) {
-      const data = await res.json();
-      console.log('[Preview] Got HTML, length:', data.html?.length);
-      const parser = new DOMParser();
-      const doc = parser.parseFromString(data.html, 'text/html');
-      const contentDiv = doc.querySelector('.content');
-      console.log('[Preview] Found .content:', !!contentDiv);
-      if (contentDiv) {
-        previewHtml.value = contentDiv.innerHTML;
-        console.log('[Preview] Set previewHtml from .content');
-      } else {
-        const header = doc.querySelector('.header');
-        const footer = doc.querySelector('footer');
-        const tags = doc.querySelector('.tags');
-        const interaction = doc.querySelector('.interaction');
-        if (header) header.remove();
-        if (footer) footer.remove();
-        if (tags) tags.remove();
-        if (interaction) interaction.remove();
-        previewHtml.value = doc.body.innerHTML;
-        console.log('[Preview] Set previewHtml from body.innerHTML');
-      }
-    } else if (res.status === 404) {
-      previewHtml.value = '<div class="text-center py-12 text-gray-500"><p>暂未创作文章，请先点击创作按钮生成</p></div>';
-    } else {
-      ElMessage.error('加载预览失败：' + res.status);
-    }
-  } catch (e) {
-    previewHtml.value = '<div class="text-center py-12 text-gray-500"><p>请求失败，请检查后端服务是否运行</p></div>';
-    console.error('Preview error:', e);
-  }
-};
-
-const copyPreviewHtml = async () => {
-  if (!previewHtml.value) return;
-  try {
-    const parser = new DOMParser();
-    const doc = parser.parseFromString(previewHtml.value, 'text/html');
-    const header = doc.querySelector('.header');
-    if (header) header.remove();
-    const footer = doc.querySelector('footer');
-    if (footer) footer.remove();
-    const tagsDiv = doc.querySelector('.tags');
-    if (tagsDiv) tagsDiv.remove();
-    const interaction = doc.querySelector('.interaction');
-    if (interaction) interaction.remove();
-    const contentDiv = doc.querySelector('.content');
-    let text = '';
-    if (contentDiv) {
-      text = contentDiv.innerText.trim();
-    } else {
-      text = doc.body.innerText.trim();
-    }
-    if (!text) {
-      ElMessage.warning('未提取到正文内容');
-      return;
-    }
-    await navigator.clipboard.writeText(text);
-    ElMessage.success('正文已复制到剪贴板');
-  } catch (e) {
-    console.error('Copy error:', e);
-    ElMessage.error('复制失败');
-  }
-};
-
-const expandPreview = () => {
-  fullScreenPreview.value = true;
-};
-
-const handleShowLogs = () => {
-  showLogs.value = true;
-};
-
-const fetchLogs = async () => {
-  loadingLogs.value = true;
-  try {
-    const res = await fetch(`${API_BASE}/api/system/logs/${logDate.value}?log_type=${logType.value}`);
-    if (res.ok) {
-      const data = await res.json();
-      logContent.value = data.content ? data.content.join('\n') : '无内容';
-    } else {
-      ElMessage.error('加载日志失败');
-    }
-  } catch (e) {
-    ElMessage.error('请求失败');
-  } finally {
-    loadingLogs.value = false;
-  }
-};
-
-const createTopic = async (topic) => {
-  if (topic.published_urls && Object.keys(topic.published_urls).length > 0) {
-    try {
-      await ElMessageBox.alert(
-        '本文已发布过，重新创作将覆盖原有内容。是否继续？',
-        '重新创作确认',
-        {
-          confirmButtonText: '继续',
-          cancelButtonText: '取消',
-          type: 'warning',
-        }
-      );
-    } catch (e) {
-      return;
-    }
-  }
-  try {
-    const res = await fetch(`${API_BASE}/api/system/generate/run?topic_id=${topic.id}`, { method: 'POST' });
-    const data = await res.json();
-    if (data.result && data.result.ok) {
-      ElMessage.success(`选题 ${topic.id} 创作任务已启动`);
-      setTimeout(refresh, 3000);
-    } else {
-      ElMessage.error('创作失败：' + (data.error || '未知错误'));
-    }
-  } catch (e) {
-    ElMessage.error('请求失败：' + e.message);
-  }
-};
-
-const optimizeTopic = async (topic) => {
-  try {
-    const res = await fetch(API_BASE + '/api/system/optimize/run', {
-      method: 'POST',
-      headers: { 'Content-Type': 'application/json' },
-      body: JSON.stringify({ topic_ids: [topic.id] })
-    });
-    const data = await res.json();
-    if (data.summary) {
-      ElMessage.success(`选题 ${topic.id} 优化完成`);
-      setTimeout(refresh, 2000);
-    } else {
-      ElMessage.success('优化完成');
-    }
-  } catch (e) {
-    ElMessage.error('优化失败：' + e.message);
-  }
-};
-
-const handlePublish = async (topic) => {
-  try {
-    ElMessage.info(`正在发布选题 ${topic.id}...`);
-    const res = await fetch(API_BASE + '/api/publishing/create', {
-      method: 'POST',
-      headers: { 'Content-Type': 'application/json' },
-      body: JSON.stringify({ topic_id: topic.id })
-    });
-    if (!res.ok) throw new Error('发布失败');
-    const data = await res.json();
-    ElMessage.success(`选题 ${topic.id} 已发布`);
-    await refresh();
-  } catch (e) {
-    ElMessage.error('发布失败：' + e.message);
-  }
-};
-
-const openCreateTopic = () => {
-  ElMessage.info('新建选题功能待实现');
-};
-
-// 5. 页面路由
-const currentPage = ref('overview');
-const switchPage = (page) => {
-  currentPage.value = page;
-};
-const goToTopicsWithFilter = (status) => {
-  currentPage.value = 'topics';
-  filterStatus.value = status;
-};
-
-// 6. 生命周期（必须在 return 之前）
-watch(previewPlatform, loadPreview);
-onMounted(() => {
-  const authToken = localStorage.getItem('auth_token');
-  const role = localStorage.getItem('user_role');
-  if (authToken) {
-    isLoggedIn.value = true;
-    if (role === 'admin') isAdmin.value = true;
-  }
-  refresh();
-  refreshPipeline();
-});
-
-// 7. 返回给模板
-return {
-  // 状态
-  status, topics, filterStatus, filteredTopics,
-  generating, optimizing, loadingAll, loadingTable, loadingLogs, loadingOverlay, loadingText,
-  pipeline, pipelineLoading, pipelineModules,
-  previewVisible, previewTopic, previewPlatform, previewHtml, fullScreenPreview,
-  showLogs, logType, logDate, logContent,
-  // 页面路由
-  currentPage,
-  // 方法
-  countByStatus, getPriorityType, getStatusClass,
-  refresh, refreshPipeline, refreshAll,
-  triggerGenerate, triggerOptimize,
-  openPreview, loadPreview, copyPreviewHtml, expandPreview,
-  fetchLogs,
-  createTopic, optimizeTopic, handlePublish,
-  openCreateTopic,
-  // 工具函数
-  formatDate, formatRelativeTime,
-  switchPage, goToTopicsWithFilter,
-  // 认证（未完整）
-  isLoggedIn, isAdmin, loginForm, loginError,
-  // 图标
-  Document, Upload, CopyDocument, FullScreen, Promotion
-};
diff --git a/platform/frontend/simple-vue-test.html b/platform/frontend/simple-vue-test.html
deleted file mode 100644
index 47aa48e..0000000
--- a/platform/frontend/simple-vue-test.html
+++ /dev/null
@@ -1,96 +0,0 @@
-
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Vue最简单测试</title>
-    <script src="https://cdn.tailwindcss.com"></script>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-    
-    <style>
-        body { font-family: Arial, sans-serif; padding: 20px; }
-        .test-result { margin: 10px 0; padding: 10px; border-radius: 4px; }
-        .success { background-color: #d4edda; color: #155724; }
-        .error { background-color: #f8d7da; color: #721c24; }
-        .info { background-color: #d1ecf1; color: #0c5460; }
-    </style>
-</head>
-<body>
-    <div id="app">
-        <h1>{{ title }}</h1>
-        
-        <!-- 基础功能测试 -->
-        <div class="test-result info">
-            <strong>基础测试:</strong>
-            <p>当前计数: {{ count }}</p>
-            <button @click="count++">增加计数</button>
-        </div>
-        
-        <!-- Vue初始化状态 -->
-        <div class="test-result" :class="{'success': vueReady, 'error': !vueReady}">
-            <strong>Vue状态:</strong>
-            <p v-if="vueReady">✅ Vue已就绪</p>
-            <p v-if="!vueReady">❌ Vue未就绪</p>
-        </div>
-        
-        <!-- 调试信息 -->
-        <div class="test-result info">
-            <strong>调试信息:</strong>
-            <ul>
-                <li v-for="log in debugLogs" :key="log">{{ log }}</li>
-            </ul>
-        </div>
-    </div>
-
-    <script>
-        const SimpleApp = {
-            data() {
-                return {
-                    title: "Vue最简测试",
-                    count: 0,
-                    vueReady: false,
-                    debugLogs: []
-                }
-            },
-            methods: {
-                addLog(message) {
-                    this.debugLogs.push('[' + new Date().toLocaleTimeString() + '] ' + message);
-                }
-            },
-            mounted() {
-                this.addLog('Vue应用已启动');
-                
-                // 检查Vue是否正确初始化
-                try {
-                    console.log('Vue实例:', this);
-                    console.log('数据对象:', this.$data);
-                    
-                    // 测试基本响应式
-                    setTimeout(() => {
-                        this.vueReady = true;
-                        this.addLog('✅ Vue响应式系统正常工作');
-                        
-                        // 测试事件处理
-                        this.addLog('✅ 事件监听器已设置');
-                        
-                        // 测试数据绑定
-                        this.addLog('✅ 文本插值正常工作');
-                    }, 100);
-                    
-                } catch (error) {
-                    this.vueReady = false;
-                    this.addLog('❌ Vue初始化失败: ' + error.message);
-                }
-            }
-        }
-
-        try {
-            Vue.createApp(SimpleApp).mount('#app');
-            console.log('Vue应用程序已成功创建和挂载');
-        } catch (error) {
-            console.error('Vue应用程序创建失败:', error);
-        }
-    </script>
-</body>
-</html>
diff --git a/platform/frontend/sw.js b/platform/frontend/sw.js
index 44f5da9..f46efd1 100644
--- a/platform/frontend/sw.js
+++ b/platform/frontend/sw.js
@@ -1,5 +1,5 @@
 // Service Worker for 宇之然内容创作平台
-const CACHE_NAME = 'yuzhiran-v1';
+const CACHE_NAME = 'yuzhiran-v2';
 const CACHE_URLS = [
   '/',
   '/index.html',
diff --git a/platform/frontend/tasks.html b/platform/frontend/tasks.html
index 8027215..4c6064e 100644
--- a/platform/frontend/tasks.html
+++ b/platform/frontend/tasks.html
@@ -5,19 +5,15 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>宇之然内容创作平台 - 创作任务</title>
     <link rel="stylesheet" href="element-plus.css">
+    <link rel="stylesheet" href="theme-modern.css">
     <style>
         * { margin: 0; padding: 0; box-sizing: border-box; }
         body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; background: #f5f7fa; color: #303133; }
-        .navbar { background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; padding: 16px 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); }
-        .navbar-content { display: flex; justify-content: space-between; align-items: center; max-width: 1400px; margin: 0 auto; }
-        .navbar-title { font-size: 20px; font-weight: 600; }
-        .navbar-user { display: flex; align-items: center; gap: 16px; }
-        .user-info { display: flex; align-items: center; gap: 8px; }
-        .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
+
         .main-content { display: flex; flex: 1; max-width: 1400px; margin: 0 auto; min-height: calc(100vh - 60px); }
         .content-area { flex: 1; padding: 24px; overflow-y: auto; }
-        .card { background: white; border-radius: 12px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); overflow-x: auto; }
-        .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: white; box-shadow: 0 -2px 8px rgba(0,0,0,0.1); padding: 8px 0; z-index: 1000; }
+        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 12px rgba(0,0,0,0.06); overflow-x: auto; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
+
 
         .page-header { display: flex; justify-content: space-between; align-items: center; margin-bottom: 24px; flex-wrap: wrap; gap: 12px; }
         .page-title { font-size: 24px; font-weight: 700; color: #303133; display: flex; align-items: center; gap: 8px; }
@@ -44,12 +40,28 @@
         .error-box { margin-top: 8px; padding: 8px 12px; background: #fef0f0; border-radius: 6px; font-size: 13px; color: #f56c6c; border-left: 3px solid #f56c6c; }
 
         .task-card-list-mobile { display: none; }
+        .schedule-row { display: flex; align-items: center; gap: 16px; padding: 14px 16px; border-radius: 10px; background: #f8faff; border: 1px solid #e8edf5; margin-bottom: 8px; transition: all 0.2s; }
+        .schedule-row:hover { background: #f0f4ff; }
+        .schedule-icon { font-size: 22px; width: 36px; text-align: center; flex-shrink: 0; }
+        .schedule-info { flex: 1; min-width: 0; }
+        .schedule-name { font-size: 14px; font-weight: 600; color: #303133; }
+        .schedule-time { font-size: 12px; color: #909399; margin-top: 2px; }
+        .schedule-next { font-size: 12px; color: #409eff; white-space: nowrap; }
+        .schedule-badge { display: inline-block; width: 8px; height: 8px; border-radius: 50%; margin-right: 6px; }
+        .schedule-badge.active { background: #67c23a; }
+        .schedule-badge.inactive { background: #c0c4cc; }
+        .detail-row { display: flex; padding: 10px 0; border-bottom: 1px solid #f0f2f5; }
+        .detail-row:last-child { border-bottom: none; }
+        .detail-label { width: 80px; flex-shrink: 0; font-size: 13px; color: #909399; }
+        .detail-value { flex: 1; font-size: 13px; color: #303133; word-break: break-all; }
 
         @media (max-width: 768px) {
             .content-area { padding: 16px; padding-bottom: 80px; }
             .card { padding: 16px; }
             .task-table { display: none; }
             .task-card-list-mobile { display: block; }
+            .schedule-row { padding: 10px 12px; gap: 10px; flex-wrap: wrap; }
+            .schedule-next { width: 100%; margin-left: 46px; }
         }
     </style>
     <script src="navigation-component.js"></script>
@@ -61,7 +73,32 @@
         <navigation-component current-page="tasks" :is-admin="isAdmin" @navigate="redirectToPage"></navigation-component>
         <div class="main-content">
             <main class="content-area">
-                <div class="card">
+                <div class="card page-fade">
+                    <div class="page-header">
+                        <h2 class="page-title">🚀 定时任务</h2>
+                        <div class="toolbar">
+                            <el-button @click="loadSchedulerStatus">🔄 刷新</el-button>
+                        </div>
+                    </div>
+                    <div v-if="schedulerLoading" style="text-align: center; padding: 20px; color: #909399;">加载中...</div>
+                    <div v-else>
+                        <div v-if="schedulerJobs.length === 0" style="text-align: center; padding: 30px 20px; color: #909399; font-size: 14px;">暂无定时任务</div>
+                        <div v-for="job in schedulerJobs" :key="job.id" class="schedule-row">
+                            <div class="schedule-icon">{{ job.icon }}</div>
+                            <div class="schedule-info">
+                                <div class="schedule-name">{{ job.name }}</div>
+                                <div class="schedule-time">⏰ 每日 {{ job.time }}</div>
+                            </div>
+                            <div class="schedule-next">
+                                <span class="schedule-badge" :class="job.active ? 'active' : 'inactive'"></span>
+                                <span>{{ job.active ? '运行中' : '等待中' }}</span>
+                                <span v-if="job.next_run" style="margin-left: 8px; color: #909399;">下次: {{ job.next_run }}</span>
+                            </div>
+                        </div>
+                    </div>
+                </div>
+
+                <div class="card page-fade">
                     <div class="page-header">
                         <h2 class="page-title">🚀 创作任务</h2>
                         <div class="toolbar">
@@ -114,27 +151,23 @@
                 </div>
             </main>
         </div>
-        <el-dialog v-model="showDetailDialog" title="任务详情" width="600px">
+        <el-dialog v-model="showDetailDialog" title="任务详情" width="600px" class="task-detail-dialog">
             <div v-if="detailTask">
-                <el-descriptions :column="2" border>
-                    <el-descriptions-item label="任务ID">{{ detailTask.task_id }}</el-descriptions-item>
-                    <el-descriptions-item label="状态">{{ getStatusLabel(detailTask.status) }}</el-descriptions-item>
-                    <el-descriptions-item label="阶段">{{ getStageLabel(detailTask.stage) }}</el-descriptions-item>
-                    <el-descriptions-item label="进度">{{ detailTask.progress }}%</el-descriptions-item>
-                    <el-descriptions-item label="选题ID" :span="2">{{ detailTask.topic_id || '-' }}</el-descriptions-item>
-                    <el-descriptions-item label="创建时间">{{ formatDate(detailTask.created_at) }}</el-descriptions-item>
-                    <el-descriptions-item label="开始时间">{{ formatDate(detailTask.started_at) }}</el-descriptions-item>
-                    <el-descriptions-item label="完成时间">{{ formatDate(detailTask.finished_at) }}</el-descriptions-item>
-                    <el-descriptions-item label="耗时">{{ detailTask.duration ? detailTask.duration + '秒' : '-' }}</el-descriptions-item>
-                    <el-descriptions-item label="创建人">{{ detailTask.created_by }}</el-descriptions-item>
-                    <el-descriptions-item label="消息" :span="2">{{ detailTask.message || '-' }}</el-descriptions-item>
-                    <el-descriptions-item v-if="detailTask.error_msg" label="错误信息" :span="2">
-                        <span style="color: #f56c6c;">{{ detailTask.error_msg }}</span>
-                    </el-descriptions-item>
-                </el-descriptions>
+                <div class="detail-row"><span class="detail-label">任务ID</span><span class="detail-value">{{ detailTask.task_id }}</span></div>
+                <div class="detail-row"><span class="detail-label">状态</span><span class="detail-value"><span class="status-badge" :class="'status-' + detailTask.status">{{ getStatusLabel(detailTask.status) }}</span></span></div>
+                <div class="detail-row"><span class="detail-label">阶段</span><span class="detail-value"><span class="task-stage" :class="'stage-' + detailTask.stage">{{ getStageLabel(detailTask.stage) }}</span></span></div>
+                <div class="detail-row"><span class="detail-label">进度</span><span class="detail-value">{{ detailTask.progress }}%</span></div>
+                <div class="detail-row"><span class="detail-label">选题ID</span><span class="detail-value">{{ detailTask.topic_id || '-' }}</span></div>
+                <div class="detail-row"><span class="detail-label">创建时间</span><span class="detail-value">{{ formatDate(detailTask.created_at) }}</span></div>
+                <div class="detail-row"><span class="detail-label">开始时间</span><span class="detail-value">{{ formatDate(detailTask.started_at) }}</span></div>
+                <div class="detail-row"><span class="detail-label">完成时间</span><span class="detail-value">{{ formatDate(detailTask.finished_at) }}</span></div>
+                <div class="detail-row"><span class="detail-label">耗时</span><span class="detail-value">{{ detailTask.duration ? detailTask.duration + '秒' : '-' }}</span></div>
+                <div class="detail-row"><span class="detail-label">创建人</span><span class="detail-value">{{ detailTask.created_by }}</span></div>
+                <div class="detail-row"><span class="detail-label">消息</span><span class="detail-value">{{ detailTask.message || '-' }}</span></div>
+                <div v-if="detailTask.error_msg" class="detail-row"><span class="detail-label">错误信息</span><span class="detail-value" style="color: #f56c6c;">{{ detailTask.error_msg }}</span></div>
                 <div v-if="detailTask.result_data" style="margin-top: 16px;">
-                    <div style="font-weight: 600; margin-bottom: 8px;">结果数据:</div>
-                    <pre style="background: #f5f7fa; padding: 12px; border-radius: 8px; overflow: auto; max-height: 300px; font-size: 13px;">{{ JSON.stringify(detailTask.result_data, null, 2) }}</pre>
+                    <div style="font-weight: 600; margin-bottom: 8px; font-size: 13px;">结果数据:</div>
+                    <pre style="background: #f5f7fa; padding: 12px; border-radius: 8px; overflow: auto; max-height: 200px; font-size: 12px;">{{ JSON.stringify(detailTask.result_data, null, 2) }}</pre>
                 </div>
             </div>
         </el-dialog>
@@ -143,13 +176,20 @@
     <script src="element-plus.full.js"></script>
     <script>
 const TasksApp = {
-    data() {
-        return {
-            currentUser: { username: '' }, isAdmin: false, isLoggedIn: false,
-            tasks: [], loading: false, filterStatus: '',
-            showDetailDialog: false, detailTask: null
-        }
-    },
+        data() {
+            const SCHEDULER_JOBS = {
+                'scheduled_sync': { icon: '🔄', name: '数据同步', defaultTime: '02:30' },
+                'scheduled_generate': { icon: '🤖', name: '内容创作', defaultTime: '03:30' },
+                'scheduled_optimize': { icon: '🔍', name: '合规审查', defaultTime: '04:30' },
+            };
+            return {
+                currentUser: { username: '' }, isAdmin: false, isLoggedIn: false,
+                tasks: [], loading: false, filterStatus: '',
+                showDetailDialog: false, detailTask: null,
+                schedulerJobs: [], schedulerLoading: false,
+                SCHEDULER_JOBS,
+            }
+        },
     methods: {
         getToken() { return localStorage.getItem('authToken'); },
         async api(url, opts = {}) {
@@ -166,11 +206,32 @@ const TasksApp = {
             if (!token) { window.location.href = '/login.html'; return; }
             fetch('/api/auth/me', { headers: { 'Authorization': 'Bearer ' + token } })
                 .then(r => r.ok ? r.json() : Promise.reject())
-                .then(data => { this.currentUser = data.user; this.isAdmin = data.user.role === 'admin'; this.isLoggedIn = true; this.loadTasks(); })
+                .then(data => { this.currentUser = data.user; this.isAdmin = data.user.role === 'admin'; this.isLoggedIn = true; this.loadTasks(); this.loadSchedulerStatus(); })
                 .catch(() => { localStorage.removeItem('authToken'); localStorage.removeItem('userRole'); localStorage.removeItem('currentUser'); window.location.href = '/login.html'; });
         },
+        async loadSchedulerStatus() {
+            this.schedulerLoading = true;
+            try {
+                const data = await this.api('/api/system/scheduler/status');
+                if (!data) return;
+                this.schedulerJobs = (data.jobs || []).map(job => {
+                    const info = this.SCHEDULER_JOBS[job.id] || { icon: '⏰', name: job.id, defaultTime: '' };
+                    // Parse cron trigger for time display
+                    let time = info.defaultTime;
+                    const m = job.trigger && job.trigger.match(/hour='?(\d+)'?,\s*minute='?(\d+)'?/);
+                    if (m) time = m[1].padStart(2,'0') + ':' + m[2].padStart(2,'0');
+                    // Format next_run_time
+                    let next_run = '';
+                    if (job.next_run_time) {
+                        try { next_run = new Date(job.next_run_time).toLocaleString('zh-CN', { month: '2-digit', day: '2-digit', hour: '2-digit', minute: '2-digit' }); } catch(e) { next_run = job.next_run_time; }
+                    }
+                    return { id: job.id, icon: info.icon, name: info.name, time, active: data.running, next_run };
+                });
+            } catch (e) { console.error(e); }
+            finally { this.schedulerLoading = false; }
+        },
         getStatusLabel(status) { return { 'pending': '等待中', 'running': '进行中', 'completed': '已完成', 'failed': '失败', 'cancelled': '已取消' }[status] || status; },
-        getStageLabel(stage) { return { 'creator': '创作', 'optimize': '优化', 'review': '审查', 'publish': '发布' }[stage] || stage; },
+        getStageLabel(stage) { return { 'creator': '创作', 'optimize': '审查', 'review': '审查', 'publish': '发布' }[stage] || stage; },
         formatDate(dateStr) {
             if (!dateStr) return '-';
             try { return new Date(dateStr).toLocaleString('zh-CN'); } catch (e) { return dateStr; }
diff --git a/platform/frontend/test.html b/platform/frontend/test.html
deleted file mode 100644
index 5d94c8e..0000000
--- a/platform/frontend/test.html
+++ /dev/null
@@ -1,90 +0,0 @@
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <title>前端测试</title>
-    <script src="vue.global.prod.js"></script>
-    <link rel="stylesheet" href="element-plus.css" />
-    
-
-  <!-- Tailwind CSS -->
-  
-  
-  <!-- Vue 3 -->
-  
-  
-  <!-- Element Plus CSS -->
-  
-  
-  <!-- Element Plus JS -->
-  
-
-
-  <style>
-    /* 基础重置 */
-    body { margin: 0; padding: 0; font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; }
-    
-    /* 卡片组件 */
-    .card { background: white; border-radius: 12px; box-shadow: 0 2px 12px rgba(0,0,0,0.08); padding: 24px; margin-bottom: 24px; transition: all 0.3s; }
-    .card:hover { box-shadow: 0 4px 16px rgba(0,0,0,0.12); }
-    
-    /* 侧边栏 */
-    .sidebar { width: 160px; position: fixed; height: 100vh; left: 0; top: 0; background: #f5f5f5; border-right: 1px solid #e0e0e0; }
-    
-    /* 主内容区 */
-    .main-content { margin-left: 160px; width: calc(100vw - 160px); min-height: 100vh; overflow-x: auto; }
-    
-    /* 统计卡片 */
-    .stat-card { text-align: center; padding: 20px; cursor: pointer; transition: transform 0.2s; }
-    .stat-card:hover { transform: translateY(-4px); }
-    .stat-value { font-size: 2.5rem; font-weight: bold; color: #409EFF; line-height: 1.2; }
-    .stat-label { color: #909399; font-size: 0.9rem; margin-top: 8px; }
-    
-    /* 操作按钮组 */
-    .action-btn-group { display: flex; gap: 8px; flex-wrap: wrap; }
-    
-    /* 快速筛选 */
-    .quick-filter { display: flex; gap: 8px; margin-bottom: 16px; flex-wrap: wrap; }
-    
-    /* 状态徽章 */
-    .status-badge { display: inline-flex; align-items: center; gap: 4px; }
-    .status-dot { width: 6px; height: 6px; border-radius: 50%; }
-    .status-dot.pending { background: #E6A23C; }
-    .status-dot.review { background: #F56C6C; }
-    .status-dot.ready { background: #67C23A; }
-    .status-dot.published { background: #409EFF; }
-    
-    /* 加载覆盖层 */
-    .loading-overlay { position: fixed; top: 0; left: 0; right: 0; bottom: 0; background: rgba(255,255,255,0.8); display: flex; align-items: center; justify-content: center; z-index: 9999; }
-    
-    /* 响应式 */
-    @media (max-width: 768px) {
-      .sidebar { display: none; }
-      .main-content { margin-left: 0; width: 100vw; }
-    }
-  </style>
-
-
-  <!-- 本地静态文件 -->
-  <script src=".vue.global.prod.js?v=20260427"></script>
-  <link rel="stylesheet" href=".element-plus.css?v=20260427">
-  <script src="element-plus.full.js?v=20260427"></script>
-
-</head>
-<body>
-    <div id="app">
-        <h1>测试页面</h1>
-        <p>Vue 已加载: {{ loaded }}</p>
-        <el-button type="primary">测试按钮</el-button>
-    </div>
-    <script>
-        const { createApp, ref } = Vue;
-        createApp({
-            setup() {
-                const loaded = ref(true);
-                return { loaded };
-            }
-        }).use(ElementPlus).mount('#app');
-    </script>
-</body>
-</html>
\ No newline at end of file
diff --git a/platform/frontend/theme-modern.css b/platform/frontend/theme-modern.css
new file mode 100644
index 0000000..f096227
--- /dev/null
+++ b/platform/frontend/theme-modern.css
@@ -0,0 +1,64 @@
+/* Modern page fade-in */
+.page-fade { animation: fadeIn 0.4s ease-out; }
+@keyframes fadeIn { from { opacity: 0; transform: translateY(12px); } to { opacity: 1; transform: translateY(0); } }
+
+/* Enhanced cards */
+.card-modern { border-radius: 16px; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
+.card-modern:hover { box-shadow: 0 8px 28px rgba(0,0,0,0.1); }
+
+/* Gradient text */
+.text-gradient { background: linear-gradient(135deg, #2563eb, #7c3aed); -webkit-background-clip: text; -webkit-text-fill-color: transparent; background-clip: text; }
+.text-gradient-primary { background: linear-gradient(135deg, #667eea, #764ba2); -webkit-background-clip: text; -webkit-text-fill-color: transparent; background-clip: text; }
+.text-gradient-success { background: linear-gradient(135deg, #67c23a, #85e61d); -webkit-background-clip: text; -webkit-text-fill-color: transparent; background-clip: text; }
+.text-gradient-warning { background: linear-gradient(135deg, #e6a23c, #f5c543); -webkit-background-clip: text; -webkit-text-fill-color: transparent; background-clip: text; }
+.text-gradient-danger { background: linear-gradient(135deg, #f56c6c, #f79296); -webkit-background-clip: text; -webkit-text-fill-color: transparent; background-clip: text; }
+.text-gradient-info { background: linear-gradient(135deg, #409eff, #5cd0f3); -webkit-background-clip: text; -webkit-text-fill-color: transparent; background-clip: text; }
+
+/* Pulse animation */
+@keyframes pulse-glow { 0%, 100% { box-shadow: 0 0 0 0 rgba(103, 194, 58, 0.4); } 50% { box-shadow: 0 0 0 8px rgba(103, 194, 58, 0); } }
+
+/* Shimmer hover effect */
+.shimmer { position: relative; overflow: hidden; }
+.shimmer::before { content: ''; position: absolute; top: 0; left: -100%; width: 100%; height: 100%; background: linear-gradient(90deg, transparent, rgba(37, 99, 235, 0.06), transparent); transition: left 0.6s; }
+.shimmer:hover::before { left: 100%; }
+
+/* Elastic hover lift */
+.hover-lift { transition: all 0.4s cubic-bezier(0.34, 1.56, 0.64, 1); }
+.hover-lift:hover { transform: translateY(-6px) scale(1.02); }
+
+/* Modern stat card */
+.stat-card-modern { border-radius: 16px; padding: 24px; cursor: pointer; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); background: white; border: 1px solid #ebeef5; }
+.stat-card-modern:hover { transform: translateY(-4px); box-shadow: 0 8px 24px rgba(0,0,0,0.08); border-color: #c6d8ff; }
+.stat-card-modern .stat-value { font-size: 32px; font-weight: 800; line-height: 1.2; }
+.stat-card-modern .stat-label { font-size: 13px; color: #909399; margin-top: 8px; text-transform: uppercase; letter-spacing: 0.5px; }
+
+/* Status badge */
+.status-badge-modern { display: inline-flex; align-items: center; gap: 6px; padding: 4px 12px; border-radius: 20px; font-size: 12px; font-weight: 600; }
+.status-badge-modern.running { background: rgba(103, 194, 58, 0.12); color: #67c23a; border: 1px solid rgba(103, 194, 58, 0.25); animation: pulse-glow 2s infinite; }
+
+/* Modern el-table refinements */
+.el-table { border-radius: 12px; overflow: hidden; }
+
+/* Smooth page transitions */
+.page-enter-active { animation: fadeIn 0.4s ease-out; }
+
+/* ========== H5响应式 ========== */
+@media (max-width: 768px) {
+  /* 对话框自适应宽度 */
+  .el-dialog { width: calc(100vw - 24px) !important; max-width: none !important; }
+  .el-dialog__body { padding: 16px !important; }
+
+  /* 表单网格在手机上改为单列 */
+  .el-row .el-col-12 { width: 100% !important; }
+
+  /* 手机端表格卡片 */
+  .mobile-card { position: relative; }
+  .mobile-card:active { transform: scale(0.98); }
+}
+
+/* 触摸优化：增大按钮点击区域 */
+@media (max-width: 768px) {
+  .el-button--small { min-height: 36px; padding: 8px 14px !important; }
+  .el-input__inner { min-height: 38px; }
+  .el-table__cell .el-button { padding: 8px 12px !important; }
+}
diff --git a/platform/frontend/topics.html b/platform/frontend/topics.html
index 6adfed1..f846a18 100644
--- a/platform/frontend/topics.html
+++ b/platform/frontend/topics.html
@@ -5,19 +5,13 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>宇之然内容创作平台 - 选题管理</title>
     <link rel="stylesheet" href="element-plus.css">
+    <link rel="stylesheet" href="theme-modern.css">
     <style>
         * { margin: 0; padding: 0; box-sizing: border-box; }
         body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; background: #f5f7fa; color: #303133; }
-        .navbar { background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; padding: 16px 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); }
-        .navbar-content { display: flex; justify-content: space-between; align-items: center; max-width: 1400px; margin: 0 auto; }
-        .navbar-title { font-size: 20px; font-weight: 600; }
-        .navbar-user { display: flex; align-items: center; gap: 16px; }
-        .user-info { display: flex; align-items: center; gap: 8px; }
-        .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
         .main-content { display: flex; flex: 1; max-width: 1400px; margin: 0 auto; min-height: calc(100vh - 60px); }
         .content-area { flex: 1; padding: 24px; overflow-y: auto; }
-        .card { background: white; border-radius: 12px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); overflow-x: auto; }
-        .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: white; box-shadow: 0 -2px 8px rgba(0,0,0,0.1); padding: 8px 0; z-index: 1000; }
+        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 12px rgba(0,0,0,0.06); overflow-x: auto; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
 
         .page-header { display: flex; justify-content: space-between; align-items: center; margin-bottom: 24px; flex-wrap: wrap; gap: 12px; }
         .page-title { font-size: 24px; font-weight: 700; color: #303133; display: flex; align-items: center; gap: 8px; }
@@ -39,6 +33,8 @@
         .preview-dialog-custom.el-dialog .el-dialog__header { padding: 8px 12px; margin: 0; flex-shrink: 0; display: flex; align-items: center; justify-content: space-between; }
         .preview-dialog-custom.el-dialog .el-dialog__body { padding: 12px; overflow: hidden; }
         .preview-dialog-custom.el-dialog .el-dialog__footer { flex-shrink: 0; padding: 8px 12px; }
+        .preview-dialog-custom.is-fullscreen { z-index: 100001 !important; }
+        body:has(.preview-dialog-custom.is-fullscreen) > [class*="el-overlay"] { z-index: 100000 !important; }
 
         @media (max-width: 768px) {
             .content-area { padding: 12px; padding-bottom: 80px; }
@@ -62,6 +58,7 @@
         }
         @media (min-width: 769px) {
             .preview-iframe { max-height: calc(100vh - 100px) !important; }
+            .preview-dialog-custom { position: relative; left: 90px; }
         }
     </style>
     <script src="navigation-component.js"></script>
@@ -73,18 +70,19 @@
         <navigation-component current-page="topics" :is-admin="isAdmin" @navigate="redirectToPage"></navigation-component>
         <div class="main-content">
             <main class="content-area">
-                <div class="card">
+                <div class="card page-fade">
                     <div class="page-header">
                         <h2 class="page-title">📋 选题管理</h2>
                         <div class="toolbar">
                             <el-button type="primary" size="small" @click="refreshAll">🔄 批量刷新</el-button>
                             <el-button type="success" size="small" @click="triggerGenerateSelected" :disabled="selectedTopicIds.length === 0">▶ 批量创作</el-button>
-                            <el-button type="warning" size="small" @click="triggerOptimizeSelected" :disabled="selectedTopicIds.length === 0">🔍 批量优化</el-button>
+                            <el-button type="warning" size="small" @click="triggerReviewSelected" :disabled="selectedTopicIds.length === 0">🔍 批量审查</el-button>
                             <span v-if="selectedTopicIds.length > 0" class="selected-count">已选 {{ selectedTopicIds.length }} 项</span>
                         </div>
                     </div>
                     <div class="filter-bar">
                         <el-button size="default" :type="filterStatus === '' ? 'primary' : ''" @click="filterStatus = ''">全部 ({{ topics.length }})</el-button>
+                        <el-button size="default" :type="filterStatus === 'today' ? 'primary' : ''" @click="filterStatus = 'today'">今日新增 ({{ todayCount }})</el-button>
                         <el-button size="default" :type="filterStatus === 'pending' ? 'primary' : ''" @click="filterStatus = 'pending'">待处理 ({{ statusStats.pending }})</el-button>
                         <el-button size="default" :type="filterStatus === 'review' ? 'primary' : ''" @click="filterStatus = 'review'">待审查 ({{ statusStats.review }})</el-button>
                         <el-button size="default" :type="filterStatus === 'ready' ? 'primary' : ''" @click="filterStatus = 'ready'">待发布 ({{ statusStats.ready }})</el-button>
@@ -109,7 +107,7 @@
                                 <div style="display: flex; gap: 4px; flex-wrap: wrap;">
                                     <el-button size="small" @click="openPreview(scope.row)" type="primary">预览</el-button>
                                     <el-button size="small" type="success" :disabled="isStatus(scope.row, 'published')" @click="createTopic(scope.row)">创作</el-button>
-                                    <el-button size="small" type="warning" :disabled="!isStatus(scope.row, 'review')" @click="optimizeTopic(scope.row)">审查</el-button>
+                                    <el-button size="small" type="warning" :disabled="!isStatus(scope.row, 'review')" @click="reviewTopic(scope.row)">审查</el-button>
                                     <el-button v-if="isStatus(scope.row, 'ready')" size="small" type="primary" @click="handlePublish(scope.row)">发布</el-button>
                                     <el-button size="small" type="danger" @click="deleteTopic(scope.row.id)">删除</el-button>
                                 </div>
@@ -134,7 +132,7 @@
                             <div class="topic-card-actions">
                                 <el-button size="small" @click="openPreview(topic)" type="primary">预览</el-button>
                                 <el-button size="small" type="success" :disabled="isStatus(topic, 'published')" @click="createTopic(topic)">创作</el-button>
-                                <el-button size="small" type="warning" :disabled="!isStatus(topic, 'review')" @click="optimizeTopic(topic)">审查</el-button>
+                                <el-button size="small" type="warning" :disabled="!isStatus(topic, 'review')" @click="reviewTopic(topic)">审查</el-button>
                                 <el-button v-if="isStatus(topic, 'ready')" size="small" type="primary" @click="handlePublish(topic)">发布</el-button>
                                 <el-button size="small" type="danger" @click="deleteTopic(topic.id)">删除</el-button>
                             </div>
@@ -143,25 +141,24 @@
                 </div>
             </main>
         </div>
-        <el-dialog v-model="previewVisible" title="选题预览" width="85%" :modal-props="{ closeOnClickModal: false }" :before-close="() => previewVisible = false" class="preview-dialog-custom" :fullscreen="previewFullscreen">
+        <el-dialog v-model="previewVisible" title="选题预览" width="85%" :modal-props="{ closeOnClickModal: false }" :before-close="() => previewVisible = false" class="preview-dialog-custom" :fullscreen="previewFullscreen" close-on-press-escape>
             <div v-if="previewTopic">
-                <div style="margin-bottom: 16px; display: flex; justify-content: flex-end; gap: 8px;">
-                    <el-button-group>
-                        <el-button :type="previewPlatform === 'zhihu' ? 'primary' : 'default'" @click="previewPlatform = 'zhihu'">知乎</el-button>
-                        <el-button :type="previewPlatform === 'wechat' ? 'primary' : 'default'" @click="previewPlatform = 'wechat'">微信公众号</el-button>
-                        <el-button :type="previewPlatform === 'xiaohongshu' ? 'primary' : 'default'" @click="previewPlatform = 'xiaohongshu'">小红书</el-button>
-                    </el-button-group>
-                </div>
                 <div style="display:flex; justify-content:space-between; align-items:center; flex-wrap:wrap; gap:8px;">
                     <h2 style="margin:0; font-size:16px;">{{ previewTopic.title }}</h2>
                     <div style="display:flex; align-items:center; gap:12px; font-size:13px; color:#909399;">
                         <span>创建：{{ formatDate(previewTopic.created_at) }}</span>
                         <span>状态：{{ getStatusLabel(previewTopic.status) }}</span>
-                        <span v-if="previewTopic.generated_at">创作：{{ formatDate(previewTopic.generated_at) }}</span>
-                        <span v-if="previewTopic.published_at">发布：{{ formatDate(previewTopic.published_at) }}</span>
                         <el-button size="small" @click="togglePreviewFullscreen">{{ previewFullscreen ? '退出全屏' : '全屏' }}</el-button>
+                        <el-button v-if="previewFullscreen" size="small" type="danger" @click="previewVisible = false">关闭</el-button>
                     </div>
                 </div>
+                <div style="margin: 12px 0 16px; display: flex; justify-content: flex-end; gap: 8px;">
+                    <el-button-group>
+                        <el-button :type="previewPlatform === 'zhihu' ? 'primary' : 'default'" @click="previewPlatform = 'zhihu'">知乎</el-button>
+                        <el-button :type="previewPlatform === 'wechat' ? 'primary' : 'default'" @click="previewPlatform = 'wechat'">微信公众号</el-button>
+                        <el-button :type="previewPlatform === 'xiaohongshu' ? 'primary' : 'default'" @click="previewPlatform = 'xiaohongshu'">小红书</el-button>
+                    </el-button-group>
+                </div>
                 <div style="max-width: 1000px; margin: 0 auto; width: 100%; height: 100%; display: flex; flex-direction: column;">
                     <iframe :srcdoc="currentPreviewHtml" class="preview-iframe" style="flex:1; min-height:500px; border:1px solid #ebeef5; border-radius:8px; background:#fff; overflow:auto; padding:0; width:100%;" sandbox></iframe>
                 </div>
@@ -192,7 +189,7 @@ const TopicsApp = {
             isLoggedIn: false, isAdmin: false, currentUser: { username: '' },
             loadingTable: false, selectedTopicIds: [], filterStatus: '',
             stats: { total: 0, pending: 0, review: 0, ready: 0, published: 0, today: 0 },
-            topics: [],
+            topics: [], todayCount: 0,
             previewVisible: false, previewTopic: null, previewFullscreen: false,
             previewPlatform: 'zhihu', platformContents: {}
         }
@@ -201,15 +198,23 @@ const TopicsApp = {
         filteredTopics() {
             if (!this.topics || !this.topics.length) return [];
             if (!this.filterStatus) return this.topics;
+            if (this.filterStatus === 'today') {
+                const today = new Date();
+                const todayStr = today.toISOString().slice(0, 10);
+                return this.topics.filter(t => {
+                    const d = t.created_at;
+                    if (!d) return false;
+                    return d.slice(0, 10) === todayStr;
+                });
+            }
             const map = { 'pending': ['pending','待处理'], 'review': ['review','待审查'], 'ready': ['ready','待发布'], 'published': ['published','已发布'] };
             const allowed = map[this.filterStatus] || [this.filterStatus];
             return this.topics.filter(t => allowed.includes(t.status));
         },
         statusStats() {
             const s = { total: this.topics.length, pending: 0, review: 0, ready: 0, published: 0 };
-            const map = { 'pending': s.pending, 'review': s.review, 'ready': s.ready, 'published': s.published };
             const aliases = { 'pending': ['pending','待处理'], 'review': ['review','待审查'], 'ready': ['ready','待发布'], 'published': ['published','已发布'] };
-            this.topics.forEach(t => { for (const [k, v] of Object.entries(aliases)) { if (v.includes(t.status)) { map[k]++; break; } } });
+            this.topics.forEach(t => { for (const [k, v] of Object.entries(aliases)) { if (v.includes(t.status)) { s[k]++; break; } } });
             return s;
         },
         currentPreviewHtml() {
@@ -249,7 +254,13 @@ const TopicsApp = {
                 this.topics = [];
             } finally { this.loadingTable = false; }
         },
-        refreshAll() { this.$message.info('执行批量刷新'); },
+        async fetchTodayCount() {
+            try {
+                const stats = await this.api('/api/topics/stats');
+                if (stats) this.todayCount = stats.today_created || 0;
+            } catch (e) { console.error('获取统计失败:', e); }
+        },
+        refreshAll() { this.fetchTopics(); this.fetchTodayCount(); this.$message.success('已刷新'); },
         async triggerGenerateSelected() {
             if (!this.selectedTopicIds.length) return;
             let count = 0;
@@ -263,14 +274,14 @@ const TopicsApp = {
             this.selectedTopicIds = [];
             setTimeout(() => this.fetchTopics(), 2000);
         },
-        async triggerOptimizeSelected() {
+        async triggerReviewSelected() {
             if (!this.selectedTopicIds.length) return;
             try {
-                const data = await this.api('/api/system/optimize/run', { method: 'POST', body: JSON.stringify({ topic_ids: this.selectedTopicIds }) });
-                this.$message.success('批量优化完成');
+                const data = await this.api('/api/system/review/run', { method: 'POST', body: JSON.stringify({ topic_ids: this.selectedTopicIds }) });
+                this.$message.success('批量审查完成');
                 this.selectedTopicIds = [];
                 await this.fetchTopics();
-            } catch (error) { this.$message.error(`批量优化失败: ${error.message}`); }
+            } catch (error) { this.$message.error(`批量审查失败: ${error.message}`); }
         },
         async openPreview(topic) {
             this.previewTopic = topic; this.previewPlatform = 'zhihu'; this.previewVisible = true; this.platformContents = {};
@@ -282,7 +293,22 @@ const TopicsApp = {
                     .then(r => r.ok ? r.json() : null).then(d => { if (d && d.html) this.platformContents[p] = d.html; }).catch(e => console.error(`加载${p}预览失败:`, e))
             ));
         },
-        togglePreviewFullscreen() { this.previewFullscreen = !this.previewFullscreen; },
+        togglePreviewFullscreen() {
+            this.previewFullscreen = !this.previewFullscreen;
+            this.$nextTick(() => {
+                const overlays = document.querySelectorAll('.el-overlay');
+                const overlay = overlays[overlays.length - 1];
+                if (overlay) overlay.style.zIndex = this.previewFullscreen ? '100000' : '';
+                const dialog = document.querySelector('.preview-dialog-custom');
+                if (dialog) {
+                    if (this.previewFullscreen) {
+                        dialog.style.zIndex = '100001';
+                    } else {
+                        dialog.style.zIndex = '';
+                    }
+                }
+            });
+        },
         platformName(platform) { return { zhihu: '知乎', wechat: '微信公众号', xiaohongshu: '小红书' }[platform] || platform; },
         copyContent(platform) {
             if (!this.previewTopic || !this.previewTopic.content) { this.$message.warning('暂无内容可复制'); return; }
@@ -298,18 +324,18 @@ const TopicsApp = {
                 setTimeout(() => this.fetchTopics(), 2000);
             } catch (error) { this.$message.error(`创作失败: ${error.message}`); }
         },
-        async optimizeTopic(topic) {
-            if (!this.isStatus(topic, 'review')) { this.$message.info('仅待审查选题可优化'); return; }
+        async reviewTopic(topic) {
+            if (!this.isStatus(topic, 'review')) { this.$message.info('仅待审查选题可操作'); return; }
             try {
-                const data = await this.api('/api/system/optimize/run', { method: 'POST', body: JSON.stringify({ topic_ids: [topic.id] }) });
-                this.$message.success(`优化完成: ${topic.title}`);
+                const data = await this.api('/api/system/review/run', { method: 'POST', body: JSON.stringify({ topic_ids: [topic.id] }) });
+                this.$message.success(`审查完成: ${topic.title}`);
                 await this.fetchTopics();
-            } catch (error) { this.$message.error(`优化失败: ${error.message}`); }
+            } catch (error) { this.$message.error(`审查失败: ${error.message}`); }
         },
         async handlePublish(topic) {
             if (!this.isStatus(topic, 'ready')) { this.$message.info('仅待发布选题可发布'); return; }
             try {
-                const data = await this.api('/api/publishing/create', { method: 'POST', body: JSON.stringify({ topic_ids: [topic.id] }) });
+                const data = await this.api('/api/publishing/create', { method: 'POST', body: JSON.stringify({ topic_id: topic.id }) });
                 this.$message.success(`发布成功: ${topic.title}`);
                 await this.fetchTopics();
             } catch (error) { this.$message.error(`发布失败: ${error.message}`); }
@@ -340,7 +366,7 @@ const TopicsApp = {
         if (filter) this.filterStatus = filter;
         fetch('/api/auth/me', { headers: { 'Authorization': 'Bearer ' + token } })
             .then(r => r.ok ? r.json() : Promise.reject())
-            .then(data => { this.currentUser = data.user; this.isAdmin = data.user.role === 'admin'; this.isLoggedIn = true; this.fetchTopics(); })
+            .then(data => { this.currentUser = data.user; this.isAdmin = data.user.role === 'admin'; this.isLoggedIn = true; this.fetchTopics(); this.fetchTodayCount(); })
             .catch(() => { localStorage.removeItem('authToken'); localStorage.removeItem('userRole'); localStorage.removeItem('currentUser'); window.location.href = '/login.html'; });
     }
 };
diff --git a/platform/frontend/users.html b/platform/frontend/users.html
index 6332752..f34db3f 100644
--- a/platform/frontend/users.html
+++ b/platform/frontend/users.html
@@ -5,20 +5,16 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
     <title>宇之然内容创作平台 - 用户管理</title>
     <link rel="stylesheet" href="element-plus.css">
+    <link rel="stylesheet" href="theme-modern.css">
     <style>
         * { margin: 0; padding: 0; box-sizing: border-box; }
         body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, "Helvetica Neue", Arial, sans-serif; background: #f5f7fa; color: #303133; }
-        .navbar { background: linear-gradient(135deg, #2563eb 0%, #1d4ed8 100%); color: white; padding: 16px 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.1); }
-        .navbar-content { display: flex; justify-content: space-between; align-items: center; max-width: 1400px; margin: 0 auto; }
-        .navbar-title { font-size: 20px; font-weight: 600; }
-        .navbar-user { display: flex; align-items: center; gap: 16px; }
-        .user-info { display: flex; align-items: center; gap: 8px; }
-        .avatar { width: 32px; height: 32px; border-radius: 50%; background: rgba(255,255,255,0.2); display: flex; align-items: center; justify-content: center; font-size: 14px; }
+
         .main-content { display: flex; flex: 1; max-width: 1400px; margin: 0 auto; min-height: calc(100vh - 60px); }
-        .sidebar { width: 180px; background: white; padding: 16px; box-shadow: 2px 0 8px rgba(0,0,0,0.05); }
+
         .content-area { flex: 1; padding: 24px; overflow-y: auto; }
-        .card { background: white; border-radius: 12px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 8px rgba(0,0,0,0.08); overflow-x: auto; }
-        .mobile-nav { display: none; position: fixed; bottom: 0; left: 0; right: 0; background: white; box-shadow: 0 -2px 8px rgba(0,0,0,0.1); padding: 8px 0; z-index: 1000; }
+        .card { background: white; border-radius: 16px; padding: 24px; margin-bottom: 24px; box-shadow: 0 2px 12px rgba(0,0,0,0.06); overflow-x: auto; transition: all 0.3s cubic-bezier(0.4, 0, 0.2, 1); }
+
 
         .card-header { display: flex; justify-content: space-between; align-items: center; margin-bottom: 24px; flex-wrap: wrap; gap: 12px; }
         .card-title { font-size: 24px; font-weight: 700; color: #303133; display: flex; align-items: center; gap: 8px; }
@@ -29,8 +25,6 @@
         .user-card-list { display: none; }
 
         @media (max-width: 768px) {
-            .sidebar { display: none; }
-            .mobile-nav { display: flex; }
             .content-area { padding: 16px; padding-bottom: 80px; }
             .card { padding: 16px; }
             .user-table { display: none; }
@@ -79,7 +73,7 @@
         <navigation-component current-page="users" :is-admin="isAdmin" @navigate="redirectToPage"></navigation-component>
         <div class="main-content">
             <main class="content-area">
-                <div class="card">
+                <div class="card page-fade">
                     <div class="card-header">
                         <h2 class="card-title">👥 用户管理</h2>
                         <el-button type="primary" @click="addUser">+ 新建用户</el-button>
diff --git a/platform/frontend/vue-test.html b/platform/frontend/vue-test.html
deleted file mode 100644
index 36b560a..0000000
--- a/platform/frontend/vue-test.html
+++ /dev/null
@@ -1,61 +0,0 @@
-
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Vue基础测试</title>
-    <script src="https://unpkg.com/vue@3/dist/vue.global.js"></script>
-    
-    <style>
-        body { font-family: Arial, sans-serif; padding: 20px; }
-        .test-card { background: #f5f5f5; padding: 20px; border-radius: 8px; margin-bottom: 20px; }
-        button { padding: 10px 20px; background: #409EFF; color: white; border: none; border-radius: 4px; cursor: pointer; }
-        button:hover { background: #337ecc; }
-        .success { color: green; font-weight: bold; }
-    </style>
-</head>
-<body>
-    <div id="app">
-        <h1>{{ title }}</h1>
-        
-        <div class="test-card">
-            <h3>数据绑定测试</h3>
-            <p>当前计数: {{ count }}</p>
-            <button @click="count++">增加计数</button>
-        </div>
-        
-        <div class="test-card">
-            <h3>列表渲染测试</h3>
-            <ul>
-                <li v-for="item in items" :key="item">{{ item }}</li>
-            </ul>
-        </div>
-        
-        <div class="test-card">
-            <h3>条件渲染测试</h3>
-            <p v-if="showResult" class="success">✅ Vue基础功能正常工作!</p>
-            <button @click="showResult = true">显示结果</button>
-        </div>
-    </div>
-
-    <script>
-        const app = {
-            data() {
-                return {
-                    title: "Vue基础功能测试",
-                    count: 0,
-                    items: ["项目 1", "项目 2", "项目 3"],
-                    showResult: false
-                }
-            },
-            mounted() {
-                console.log("Vue应用已启动");
-                console.log("数据对象:", this.$data);
-            }
-        };
-
-        Vue.createApp(app).mount('#app');
-    </script>
-</body>
-</html>
diff --git a/scripts/adjust_priority.py b/scripts/adjust_priority.py
index 5c49215..e35b86c 100644
--- a/scripts/adjust_priority.py
+++ b/scripts/adjust_priority.py
@@ -1,73 +1,39 @@
 #!/usr/bin/env python3
-"""
-调整选题优先级（数据库 + JSON 备份）
-"""
-
 import sys
 from pathlib import Path
+from datetime import datetime
 
 PROJECT_ROOT = Path(__file__).parent.parent
 sys.path.insert(0, str(PROJECT_ROOT))
+sys.path.insert(0, str(PROJECT_ROOT / 'platform' / 'backend'))
 
-try:
-    from db_helper import get_topic_by_id, update_topic_status
-    from app.database import SessionLocal
-    from app.models import Topic as DBTopic
-    HAVE_DB = True
-except ImportError:
-    HAVE_DB = False
-    print("Warning: db_helper not available, will only update JSON")
-
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TOPICS_FILE = DATA_DIR / "sustainability_topics.json"
-
-def adjust_json_priority(adjustments):
-    try:
-        with open(TOPICS_FILE, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-    except:
-        topics = []
-    updated = []
-    for t in topics:
-        if t['id'] in adjustments:
-            old = t.get('priority_score', 0)
-            t['priority_score'] = adjustments[t['id']]
-            updated.append(f"{t['id']}: {old} -> {adjustments[t['id']]}")
-    with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-        json.dump(topics, f, ensure_ascii=False, indent=2)
-    return updated
+from db_helper import get_topic_by_id
+from app.database import SessionLocal
+from app.models import Topic as DBTopic
 
 def adjust_db_priority(adjustments):
-    if not HAVE_DB:
-        return []
     updated = []
     db = SessionLocal()
     try:
         for tid, new_score in adjustments.items():
             topic = db.query(DBTopic).filter(DBTopic.id == tid).first()
             if topic:
+                old = topic.priority_score
                 topic.priority_score = new_score
                 topic.updated_at = datetime.now()
-                updated.append(f"{tid}: {topic.priority_score} -> {new_score}")
+                updated.append(f"{tid}: {old} -> {new_score}")
         db.commit()
     finally:
         db.close()
     return updated
 
 def main():
-    # 定义需要调整的优先级：ID -> 新分数
-    adjustments = {
-        'D01': 11,
-        'B05': 10
-    }
+    adjustments = {'D01': 11, 'B05': 10}
     print("调整优先级...")
-    db_updated = adjust_db_priority(adjustments) if HAVE_DB else []
-    if db_updated:
-        print("[DB] updated:", ', '.join(db_updated))
-    json_updated = adjust_json_priority(adjustments)
-    print("[JSON] updated:", ', '.join(json_updated))
+    updated = adjust_db_priority(adjustments)
+    if updated:
+        print("[DB] updated:", ', '.join(updated))
     print("完成")
 
 if __name__ == "__main__":
-    import json, datetime
     main()
diff --git a/scripts/batch_compliance_check.py b/scripts/batch_compliance_check.py
index 8f3e45f..2724d22 100644
--- a/scripts/batch_compliance_check.py
+++ b/scripts/batch_compliance_check.py
@@ -4,7 +4,7 @@
 遍历指定日期所有发布版本，执行合规检查，生成汇总报告
 """
 
-import json, re, datetime
+import re, datetime
 from pathlib import Path
 import sys
 
@@ -12,29 +12,11 @@ PROJECT_ROOT = Path(__file__).parent.parent
 sys.path.insert(0, str(PROJECT_ROOT))
 
 from scripts.compliance_checker import check_article
-
-# 尝试导入数据库
-try:
-    from db_helper import export_topics_to_json
-    HAVE_DB = True
-except ImportError:
-    HAVE_DB = False
+from db_helper import get_topic_by_id
 
 # 配置
 RELEASE_DIR = PROJECT_ROOT / "automation" / "data" / "releases"
-TODAY = datetime.date.today().isoformat()  # 默认今天，可修改
-
-def load_topics_from_db():
-    if not HAVE_DB:
-        raise RuntimeError("Database not available")
-    topics = export_topics_to_json()
-    return {t['id']: t for t in topics}
-
-def load_topics_from_json():
-    json_path = PROJECT_ROOT / "automation" / "data" / "sustainability_topics.json"
-    with open(json_path, 'r', encoding='utf-8') as f:
-        topics = json.load(f)
-    return {t['id']: t for t in topics}
+TODAY = datetime.date.today().isoformat()
 
 def extract_topic_id(filename: Path) -> str:
     stem = filename.stem
@@ -48,14 +30,6 @@ def main(target_date: str = None):
         target_date = TODAY
     print(f"批量合规审查: {target_date}")
 
-    # 加载选题数据（优先DB，失败则备援JSON）
-    try:
-        topics_by_id = load_topics_from_db()
-        print("[数据源] 数据库")
-    except Exception as e:
-        print(f"[数据源] 数据库失败: {e}, 改用 JSON")
-        topics_by_id = load_topics_from_json()
-
     release_path = RELEASE_DIR / target_date
     if not release_path.exists():
         print(f"错误：发布日期目录不存在 {release_path}")
@@ -68,7 +42,7 @@ def main(target_date: str = None):
     for html_file in html_files:
         platform = html_file.parent.name
         topic_id = extract_topic_id(html_file)
-        topic_data = topics_by_id.get(topic_id) if topic_id else None
+        topic_data = get_topic_by_id(topic_id) if topic_id else None
 
         with open(html_file, 'r', encoding='utf-8') as f:
             html_content = f.read()
@@ -80,7 +54,6 @@ def main(target_date: str = None):
         result['topic_title'] = topic_data.get('title') if topic_data else "未知"
         results.append(result)
 
-    # 输出摘要
     passed = sum(1 for r in results if r['passed'])
     failed = len(results) - passed
     print(f"\n✅ 通过: {passed}, ⚠️ 需人工: {failed}")
diff --git a/scripts/boost_b05.py b/scripts/boost_b05.py
index d4f0955..5760569 100644
--- a/scripts/boost_b05.py
+++ b/scripts/boost_b05.py
@@ -1,46 +1,30 @@
 #!/usr/bin/env python3
 import sys
 from pathlib import Path
+from datetime import datetime
+
 PROJECT_ROOT = Path(__file__).parent.parent
 sys.path.insert(0, str(PROJECT_ROOT))
-try:
-    from db_helper import update_topic_status
-    from app.database import SessionLocal
-    from app.models import Topic as DBTopic
-    HAVE_DB = True
-except ImportError:
-    HAVE_DB = False
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TOPICS_FILE = DATA_DIR / "sustainability_topics.json"
+sys.path.insert(0, str(PROJECT_ROOT / 'platform' / 'backend'))
+
+from app.database import SessionLocal
+from app.models import Topic as DBTopic
+
 def adjust(adjustments):
-    db_ok = False
-    if HAVE_DB:
-        db = SessionLocal()
-        try:
-            for tid, new_score in adjustments.items():
-                topic = db.query(DBTopic).filter(DBTopic.id == tid).first()
-                if topic:
-                    topic.priority_score = new_score
-                    topic.updated_at = datetime.datetime.now()
-            db.commit()
-            db_ok = True
-        finally:
-            db.close()
+    db = SessionLocal()
     try:
-        with open(TOPICS_FILE, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-        for t in topics:
-            if t['id'] in adjustments:
-                t['priority_score'] = adjustments[t['id']]
-        with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-            json.dump(topics, f, ensure_ascii=False, indent=2)
-    except:
-        pass
-    return db_ok
+        for tid, new_score in adjustments.items():
+            topic = db.query(DBTopic).filter(DBTopic.id == tid).first()
+            if topic:
+                topic.priority_score = new_score
+                topic.updated_at = datetime.now()
+        db.commit()
+    finally:
+        db.close()
+
 def main():
-    adjustments = {'B05': 15}
-    adjust(adjustments)
+    adjust({'B05': 15})
     print("B05 priority_score set to 15")
+
 if __name__ == "__main__":
-    import json, datetime
     main()
diff --git a/scripts/boost_d01.py b/scripts/boost_d01.py
index e69978f..598cde7 100644
--- a/scripts/boost_d01.py
+++ b/scripts/boost_d01.py
@@ -1,46 +1,30 @@
 #!/usr/bin/env python3
 import sys
 from pathlib import Path
+from datetime import datetime
+
 PROJECT_ROOT = Path(__file__).parent.parent
 sys.path.insert(0, str(PROJECT_ROOT))
-try:
-    from db_helper import update_topic_status
-    from app.database import SessionLocal
-    from app.models import Topic as DBTopic
-    HAVE_DB = True
-except ImportError:
-    HAVE_DB = False
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TOPICS_FILE = DATA_DIR / "sustainability_topics.json"
+sys.path.insert(0, str(PROJECT_ROOT / 'platform' / 'backend'))
+
+from app.database import SessionLocal
+from app.models import Topic as DBTopic
+
 def adjust(adjustments):
-    db_ok = False
-    if HAVE_DB:
-        db = SessionLocal()
-        try:
-            for tid, new_score in adjustments.items():
-                topic = db.query(DBTopic).filter(DBTopic.id == tid).first()
-                if topic:
-                    topic.priority_score = new_score
-                    topic.updated_at = datetime.datetime.now()
-            db.commit()
-            db_ok = True
-        finally:
-            db.close()
+    db = SessionLocal()
     try:
-        with open(TOPICS_FILE, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-        for t in topics:
-            if t['id'] in adjustments:
-                t['priority_score'] = adjustments[t['id']]
-        with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-            json.dump(topics, f, ensure_ascii=False, indent=2)
-    except:
-        pass
-    return db_ok
+        for tid, new_score in adjustments.items():
+            topic = db.query(DBTopic).filter(DBTopic.id == tid).first()
+            if topic:
+                topic.priority_score = new_score
+                topic.updated_at = datetime.now()
+        db.commit()
+    finally:
+        db.close()
+
 def main():
-    adjustments = {'D01': 12}
-    adjust(adjustments)
+    adjust({'D01': 12})
     print("D01 priority_score set to 12")
+
 if __name__ == "__main__":
-    import json, datetime
     main()
diff --git a/scripts/check_d01.py b/scripts/check_d01.py
index fd61765..238ddc4 100644
--- a/scripts/check_d01.py
+++ b/scripts/check_d01.py
@@ -1,7 +1,10 @@
 #!/usr/bin/env python3
-import json
-data = json.load(open('automation/data/sustainability_topics.json', 'r', encoding='utf-8'))
-for t in data:
-    if t['id'] == 'D01':
-        print(f"D01 title: {t['title']} (length: {len(t['title'])})") 
-        print("Field:", t.get('field'))
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+from db_helper import get_topic_by_id
+
+t = get_topic_by_id('D01')
+if t:
+    print(f"D01 title: {t['title']} (length: {len(t['title'])})")
+    print("Field:", t.get('field'))
diff --git a/scripts/check_priority.py b/scripts/check_priority.py
index 680c115..c690c2c 100644
--- a/scripts/check_priority.py
+++ b/scripts/check_priority.py
@@ -1,6 +1,10 @@
 #!/usr/bin/env python3
-import json
-data = json.load(open('automation/data/sustainability_topics.json', 'r', encoding='utf-8'))
-for t in data:
-    if t['id'] in ['D01','B05']:
-        print(f"{t['id']}: priority_score = {t['priority_score']}, status = {t.get('status')}")
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+from db_helper import get_topic_by_id
+
+for tid in ['D01', 'B05']:
+    t = get_topic_by_id(tid)
+    if t:
+        print(f"{tid}: priority_score = {t['priority_score']}, status = {t.get('status')}")
diff --git a/scripts/collector.py b/scripts/collector.py
index 4f1c640..1858c36 100644
--- a/scripts/collector.py
+++ b/scripts/collector.py
@@ -544,21 +544,7 @@ class SustainabilityCollector:
         except Exception as e:
             logger.error(f"选题数据库保存失败: {e}")
 
-        # 3. 可选: 更新 JSON 备份 (仅新增,避免覆盖锁信息)
-        main_topics_file = DATA_DIR / "sustainability_topics.json"
-        try:
-            if main_topics_file.exists():
-                with open(main_topics_file, 'r', encoding='utf-8') as f:
-                    existing_topics = json.load(f)
-            else:
-                existing_topics = []
-            existing_ids = {t['id'] for t in existing_topics}
-            new_additions = [asdict(topic) for topic in self.new_topics if topic.id not in existing_ids]
-            existing_topics.extend(new_additions)
-            with open(main_topics_file, 'w', encoding='utf-8') as f:
-                json.dump(existing_topics, f, ensure_ascii=False, indent=2)
-        except Exception as e:
-            logger.error(f"JSON备份失败: {e}")
+        # DB 是唯一数据源，不再写 JSON
 
     def send_wecom_notification(self):
         """发送企业微信通知"""
diff --git a/scripts/collector.py.bak_1776505359 b/scripts/collector.py.bak_1776505359
deleted file mode 100644
index 3ae4287..0000000
--- a/scripts/collector.py.bak_1776505359
+++ /dev/null
@@ -1,438 +0,0 @@
-#!/usr/bin/env python3
-"""
-可持续性内容收集脚本
-每天凌晨5:00运行，收集全球可持续性趋势信息，提炼选题和案例
-"""
-
-import os
-import sys
-import yaml
-import json
-import datetime
-import logging
-from pathlib import Path
-import feedparser
-import requests
-import re
-from typing import Dict, List, Optional, Tuple
-import hashlib
-from dataclasses import dataclass, asdict
-import subprocess
-
-# 项目根目录
-PROJECT_ROOT = Path(__file__).parent.parent
-sys.path.insert(0, str(PROJECT_ROOT))
-
-# 配置路径
-CONFIG_DIR = PROJECT_ROOT / "config"
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
-TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
-
-# 日志配置
-logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.FileHandler(LOGS_DIR / f"collector_{TODAY}.log"),
-        logging.StreamHandler()
-    ]
-)
-logger = logging.getLogger(__name__)
-
-@dataclass
-class SustainabilitySource:
-    """可持续性信息源"""
-    name: str
-    type: str  # rss, web, api, report
-    url: str
-    update_frequency: str
-    credibility: str  # high, medium, low
-    focus: str
-
-@dataclass
-class SustainabilityCase:
-    """可持续性案例"""
-    id: str
-    country: str
-    category: str  # 子领域：城市农业、零浪费生活等
-    title: str
-    core_idea: str
-    data_facts: str
-    global_advantage: str
-    china_pain_point: str
-    localization_suggestion: str
-    mvp_action: str
-    source_url: str
-    credibility_rating: str  # ⭐⭐ ⭐⭐⭐
-    china_applicability: str  # ⭐ ⭐⭐ ⭐⭐⭐
-    collection_date: str
-    status: str = "待验证"
-
-@dataclass
-class SustainabilityTopic:
-    """可持续性选题"""
-    id: str
-    title: str
-    cases: List[str]  # 关联的案例ID列表
-    audience: str  # 目标受众
-    china_pain_points: str
-    localization_solution: str
-    mvp_actions: str
-    estimated_length: int
-    priority_score: float
-    status: str = "待创作"
-
-class SustainabilityCollector:
-    """可持续性内容收集器"""
-    
-    def __init__(self):
-        self.load_config()
-        self.today_dir = DATA_DIR / "sustainability_raw" / TODAY
-        self.today_dir.mkdir(parents=True, exist_ok=True)
-        
-        # 结果存储
-        self.new_cases: List[SustainabilityCase] = []
-        self.new_topics: List[SustainabilityTopic] = []
-        
-    def load_config(self):
-        """加载配置文件"""
-        with open(CONFIG_DIR / "sources.yaml", "r", encoding='utf-8') as f:
-            self.config = yaml.safe_load(f)
-        
-        with open(CONFIG_DIR / "wecom_config.yaml", "r", encoding='utf-8') as f:
-            self.wecom_config = yaml.safe_load(f)
-        
-        self.sources = []
-        for source_group in self.config["sustainability_sources"].values():
-            for source_info in source_group:
-                # Handle both 'url' and 'base_url' in config
-                source_info = source_info.copy()
-                if 'base_url' in source_info and 'url' not in source_info:
-                    source_info['url'] = source_info.pop('base_url')
-                # Provide defaults for missing optional fields
-                source_info.setdefault('update_frequency', 'daily')
-                source_info.setdefault('focus', '可持续性')
-                # Filter to only fields accepted by SustainabilitySource
-                allowed_keys = {'name', 'type', 'url', 'update_frequency', 'credibility', 'focus'}
-                filtered_info = {k: v for k, v in source_info.items() if k in allowed_keys}
-                self.sources.append(SustainabilitySource(**filtered_info))
-        
-        logger.info(f"加载了 {len(self.sources)} 个信息源")
-    
-    def fetch_rss_feed(self, source: SustainabilitySource) -> List[Dict]:
-        """获取RSS订阅内容"""
-        try:
-            feed = feedparser.parse(source.url)
-            articles = []
-            
-            for entry in feed.entries[:10]:  # 限制数量
-                # 检查是否包含可持续性关键词
-                content = entry.get('summary', entry.get('description', ''))
-                title = entry.get('title', '')
-                
-                # 可持续性关键词匹配
-                sustainability_keywords = [
-                    'sustainable', 'green', 'eco', 'circular', 'climate',
-                    'carbon', 'zero waste', 'renewable', 'recycle',
-                    '环保', '可持续', '碳中和', '循环经济', '零浪费'
-                ]
-                
-                if any(keyword.lower() in (title + content).lower() for keyword in sustainability_keywords):
-                    articles.append({
-                        'title': title,
-                        'url': entry.get('link', ''),
-                        'content': content,
-                        'published': entry.get('published', ''),
-                        'source_name': source.name
-                    })
-            
-            logger.info(f"从 {source.name} 获取到 {len(articles)} 篇可持续性文章")
-            return articles
-            
-        except Exception as e:
-            logger.error(f"获取RSS失败 {source.name}: {e}")
-            return []
-    
-    def fetch_web_content(self, source: SustainabilitySource) -> List[Dict]:
-        """获取网页内容（简化版，实际需要更复杂的抓取）"""
-        # 简化实现：只记录，不实际抓取
-        logger.info(f"网页信息源 {source.name} 需要手动处理")
-        return []
-    
-    def analyze_article(self, article: Dict) -> Optional[SustainabilityCase]:
-        """分析文章内容，提炼案例"""
-        try:
-            content = article['content']
-            title = article['title']
-            
-            # 提取关键数据（简化版，实际可用NLP）
-            data_patterns = [
-                r'(\d+\.?\d*)\s*(?:percent|%|百分比)',
-                r'(\d+\.?\d*)\s*(?:million|billion|万|亿)',
-                r'(\d+\.?\d*)\s*(?:tons|tonnes|吨)',
-                r'(\d+\.?\d*)\s*(?:reduction|increase|减少|增加)'
-            ]
-            
-            data_points = []
-            for pattern in data_patterns:
-                matches = re.findall(pattern, content, re.IGNORECASE)
-                if matches:
-                    data_points.extend(matches[:3])  # 限制数量
-            
-            if len(data_points) < 2:
-                logger.info(f"文章数据不足: {title}")
-                return None
-            
-            # 确定国家（简化判断）
-            countries = ['China', 'Japan', 'Germany', 'US', 'UK', 'Sweden', 'Netherlands']
-            country = 'Global'  # 默认
-            for c in countries:
-                if c.lower() in content.lower():
-                    country = c
-                    break
-            
-            # 确定子领域
-            categories = self.config["sustainability_categories"]
-            category = categories[0]  # 默认第一个
-            for cat in categories:
-                if any(keyword in content.lower() for keyword in [cat.lower(), cat[:4].lower()]):
-                    category = cat
-                    break
-            
-            # 生成案例ID
-            case_id = f"SUS-{hashlib.md5(title.encode()).hexdigest()[:8].upper()}"
-            
-            # 提取核心观点（简化版）
-            # 实际应用中可用AI提取，这里用前100字符
-            core_idea = content[:200] if len(content) > 200 else content
-            
-            # 生成中国痛点（基于类别模板）
-            china_pains = {
-                "城市农业": "中国城市空间小、光照不足、怕邻居投诉",
-                "零浪费生活": "中国垃圾分类执行难、环保产品溢价高",
-                "低碳出行": "中国电动车充电难、城市规划不支持",
-                "循环消费": "中国二手文化不成熟、维修成本高",
-                "能源效率": "中国能源价格波动、设备更换成本高",
-                "可持续饮食": "中国预制菜泛滥、有机食品价格高",
-                "环保科技产品": "中国消费者关注价格多于环保"
-            }
-            china_pain = china_pains.get(category, "中国相关数据不足，需本土化验证")
-            
-            # 生成案例
-            case = SustainabilityCase(
-                id=case_id,
-                country=country,
-                category=category,
-                title=title,
-                core_idea=core_idea,
-                data_facts=f"数据点: {', '.join(data_points[:3])}",
-                global_advantage="需进一步分析全球优势",
-                china_pain_point=china_pain,
-                localization_suggestion="需基于中国现实调整实施",
-                mvp_action="建议先小规模试点验证",
-                source_url=article['url'],
-                credibility_rating="⭐⭐" if article['source_name'] in ['GreenBiz', 'Sustainable Brands'] else "⭐",
-                china_applicability="⭐⭐",
-                collection_date=TODAY
-            )
-            
-            return case
-            
-        except Exception as e:
-            logger.error(f"分析文章失败: {e}")
-            return None
-    
-    def generate_topic_from_cases(self, cases: List[SustainabilityCase]) -> Optional[SustainabilityTopic]:
-        """从案例组合生成选题"""
-        if len(cases) < 2:
-            return None
-        
-        # 按类别分组
-        category_cases = {}
-        for case in cases:
-            if case.category not in category_cases:
-                category_cases[case.category] = []
-            category_cases[case.category].append(case)
-        
-        # 选择案例数最多的类别
-        main_category = max(category_cases, key=lambda k: len(category_cases[k]))
-        main_cases = category_cases[main_category]
-        
-        if len(main_cases) < 2:
-            return None
-        
-        # 生成选题ID
-        topic_id = f"TOPIC-.{hashlib.md5((main_category + TODAY).encode()).hexdigest()[:6].upper()}"
-        
-        # 组合标题
-        case_titles = [case.title[:30] for case in main_cases[:2]]
-        topic_title = f"{main_category}新趋势: {case_titles[0]}与{case_titles[1]}的中国落地路径"
-        
-        # 计算优先级分数
-        priority_weights = self.config["topic_priority"]
-        priority_score = (
-            priority_weights["audience_match"] * 0.8 +  # 受众匹配度预估
-            priority_weights["data_availability"] * 0.9 +  # 数据可得性
-            priority_weights["uniqueness"] * 0.7 +  # 独特性
-            priority_weights["executability"] * 0.6 +  # 可执行性
-            priority_weights["brand_fit"] * 0.9  # 品牌契合度
-        )
-        
-        topic = SustainabilityTopic(
-            id=topic_id,
-            title=topic_title,
-            cases=[case.id for case in main_cases],
-            audience="城市焦虑青年（26-35岁）",
-            china_pain_points=f"{main_category}在中国面临的主要问题",
-            localization_solution="国际案例中国化适配方案",
-            mvp_actions="读者可立即尝试的3个行动",
-            estimated_length=2500,
-            priority_score=round(priority_score, 2)
-        )
-        
-        return topic
-    
-    def save_results(self):
-        """保存收集结果"""
-        # 保存案例
-        cases_file = self.today_dir / "new_cases.json"
-        with open(cases_file, 'w', encoding='utf-8') as f:
-            json.dump([asdict(case) for case in self.new_cases], f, ensure_ascii=False, indent=2)
-        
-        # 保存选题
-        topics_file = self.today_dir / "new_topics.json"
-        with open(topics_file, 'w', encoding='utf-8') as f:
-            json.dump([asdict(topic) for topic in self.new_topics], f, ensure_ascii=False, indent=2)
-        
-        # 更新主数据库
-        self.update_main_database()
-        
-        logger.info(f"保存了 {len(self.new_cases)} 个案例和 {len(self.new_topics)} 个选题")
-    
-    def update_main_database(self):
-        """更新主数据库（简化版）"""
-        # 实际应更新Notion/数据库，这里仅保存到文件
-        main_cases_file = DATA_DIR / "sustainability_cases.json"
-        main_topics_file = DATA_DIR / "sustainability_topics.json"
-        
-        # 读取现有数据
-        existing_cases = []
-        existing_topics = []
-        
-        if main_cases_file.exists():
-            with open(main_cases_file, 'r', encoding='utf-8') as f:
-                existing_cases = json.load(f)
-        
-        if main_topics_file.exists():
-            with open(main_topics_file, 'r', encoding='utf-8') as f:
-                existing_topics = json.load(f)
-        
-        # 合并新数据
-        all_cases = existing_cases + [asdict(case) for case in self.new_cases]
-        all_topics = existing_topics + [asdict(topic) for topic in self.new_topics]
-        
-        # 保存（限制总数）
-        with open(main_cases_file, 'w', encoding='utf-8') as f:
-            json.dump(all_cases[:100], f, ensure_ascii=False, indent=2)
-        
-        with open(main_topics_file, 'w', encoding='utf-8') as f:
-            json.dump(all_topics[:50], f, ensure_ascii=False, indent=2)
-    
-    def send_wecom_notification(self):
-        """发送企业微信通知"""
-        try:
-            # 调用通知脚本
-            notification_script = PROJECT_ROOT / "scripts" / "wecom_notifier.py"
-            if not notification_script.exists():
-                logger.warning("企业微信通知脚本不存在")
-                return
-            
-            # 准备通知数据
-            notification_data = {
-                "task": "sustainability_collection",
-                "time": datetime.datetime.now().strftime("%Y-%m-%d %H:%M"),
-                "topic_count": len(self.new_topics),
-                "case_count": len(self.new_cases),
-                "source_count": len(self.sources),
-                "details_link": str(self.today_dir.relative_to(PROJECT_ROOT))
-            }
-            
-            data_file = self.today_dir / "notification_data.json"
-            with open(data_file, 'w', encoding='utf-8') as f:
-                json.dump(notification_data, f, ensure_ascii=False)
-            
-            # 运行通知脚本
-            result = subprocess.run(
-                [sys.executable, str(notification_script), str(data_file)],
-                capture_output=True,
-                text=True,
-                cwd=PROJECT_ROOT
-            )
-            
-            if result.returncode == 0:
-                logger.info("企业微信通知发送成功")
-            else:
-                logger.error(f"通知发送失败: {result.stderr}")
-                
-        except Exception as e:
-            logger.error(f"发送通知失败: {e}")
-    
-    def run(self):
-        """主运行流程"""
-        logger.info("开始可持续性内容收集")
-        
-        # 1. 从所有信息源收集
-        all_articles = []
-        for source in self.sources:
-            if source.type == 'rss':
-                articles = self.fetch_rss_feed(source)
-                all_articles.extend(articles)
-            elif source.type == 'web':
-                articles = self.fetch_web_content(source)
-                all_articles.extend(articles)
-        
-        logger.info(f"总共收集到 {len(all_articles)} 篇可持续性文章")
-        
-        # 2. 分析文章，提炼案例
-        for article in all_articles[:20]:  # 限制分析数量
-            case = self.analyze_article(article)
-            if case:
-                self.new_cases.append(case)
-        
-        # 3. 生成选题
-        if self.new_cases:
-            topic = self.generate_topic_from_cases(self.new_cases)
-            if topic:
-                self.new_topics.append(topic)
-        
-        # 4. 保存结果
-        self.save_results()
-        
-        # 5. 发送通知
-        self.send_wecom_notification()
-        
-        logger.info(f"收集完成: {len(self.new_cases)} 案例, {len(self.new_topics)} 选题")
-        return len(self.new_cases), len(self.new_topics)
-
-def main():
-    """主函数"""
-    try:
-        collector = SustainabilityCollector()
-        case_count, topic_count = collector.run()
-        
-        # 返回结果码
-        if case_count > 0 or topic_count > 0:
-            print(f"SUCCESS: Collected {case_count} cases and {topic_count} topics")
-            sys.exit(0)
-        else:
-            print("WARNING: No new content found")
-            sys.exit(1)
-            
-    except Exception as e:
-        logger.error(f"收集任务失败: {e}")
-        print(f"ERROR: {e}")
-        sys.exit(1)
-
-if __name__ == "__main__":
-    main()
\ No newline at end of file
diff --git a/scripts/compliance_checker.py.bak b/scripts/compliance_checker.py.bak
deleted file mode 100644
index 1da03b3..0000000
--- a/scripts/compliance_checker.py.bak
+++ /dev/null
@@ -1,265 +0,0 @@
-#!/usr/bin/env python3
-"""
-内容合规审查模块
-检查文章是否符合法律法规、平台规则、品牌规范
-"""
-
-import re
-from typing import Dict, List, Tuple
-
-# 敏感词库（示例，需要持续更新）
-SENSITIVE_WORDS = {
-    "政治敏感": ["国家主席", "政治局", "常委", "军委", "统战部", "颠覆国家", "分裂主义", "台独", "疆独", "藏独"],
-    "违禁内容": ["赌博", "毒品", "迷药", "枪支", "炸药", "色情", "低俗", "反动", "邪教"],
-    "不实信息": [" guaranteed 赚钱", "一夜暴富", "100%有效", "包治百病", "绝对正确"],
-    "领导人相关": ["主席", "总理", "总书记", "国家领导人"]  # 需上下文判断
-}
-
-# 平台规则限制
-PLATFORM_RULES = {
-    "zhihu": {
-        "max_title_len": 100,
-        "min_word_count": 1000,
-        "allowed_tags": ["科技", "生活", "职场", "教育", "可持续", "AI", "远程工作", "个人成长"],
-        "forbidden_patterns": [r"加微信", r"私聊", r"付费咨询", r"点击领取"]
-    },
-    "wechat": {
-        "max_title_len": 32,
-        "min_word_count": 800,
-        "allowed_tags": ["科技", "生活", "职场", "教育", "可持续", "AI", "远程工作", "个人成长"],
-        "forbidden_patterns": [r"诱导分享", r"朋友圈", r"转发群"]
-    },
-    "xiaohongshu": {
-        "max_title_len": 50,
-        "min_word_count": 400,
-        "allowed_tags": ["生活方式", "可持续", "AI", "个人成长", "极简", "环保"],
-        "forbidden_patterns": [r"私信", r"加群", r"导流"]
-    }
-}
-
-class ComplianceChecker:
-    """合规审查器"""
-
-    def __init__(self):
-        self.issues = []
-
-    def check_text(self, text: str, platform: str, topic_data: Dict = None) -> Dict:
-        """执行全面合规检查"""
-        self.issues = []
-
-        # 1. 敏感词检查
-        self._check_sensitive_words(text)
-
-        # 2. 平台规则检查
-        self._check_platform_rules(text, platform)
-
-        # 3. 法律法规检查
-        self._check_legal_compliance(text)
-
-        # 4. 品牌调性检查
-        self._check_brand_guidelines(text)
-
-        # 5. 内容事实性检查（如有主题数据）
-        if topic_data:
-            self._check_factual_consistency(text, topic_data)
-
-        # 6. 最小字数检查
-        self._check_min_length(text, platform)
-
-        # 7. 结构完整性检查（必须包含关键章节）
-        self._check_required_sections(text)
-
-        return {
-            "passed": len(self.issues) == 0,
-            "issues": self.issues,
-            "score": max(0, 100 - len(self.issues) * 10)
-        }
-
-    def _check_sensitive_words(self, text: str):
-        """检查敏感词"""
-        for category, words in SENSITIVE_WORDS.items():
-            for word in words:
-                if word in text:
-                    self.issues.append({
-                        "type": "敏感词",
-                        "category": category,
-                        "word": word,
-                        "suggestion": f"删除或替换'{word}'"
-                    })
-
-    def _check_platform_rules(self, text: str, platform: str):
-        """检查平台特定规则"""
-        rules = PLATFORM_RULES.get(platform, {})
-
-        # 标题长度（从HTML中提取）
-        title_match = re.search(r'<title>([^<]+)</title>', text) or re.search(r'<h1[^>]*>([^<]+)</h1>', text)
-        if title_match and rules.get("max_title_len"):
-            title_len = len(title_match.group(1))
-            if title_len > rules["max_title_len"]:
-                self.issues.append({
-                    "type": "平台规则",
-                    "category": "标题长度",
-                    "detail": f"标题{title_len}字，超过{platform}限制{rules['max_title_len']}字",
-                    "suggestion": "缩短标题"
-                })
-
-        # 禁止的模式匹配
-        for pattern in rules.get("forbidden_patterns", []):
-            if re.search(pattern, text):
-                self.issues.append({
-                    "type": "平台规则",
-                    "category": "禁止内容",
-                    "pattern": pattern,
-                    "suggestion": "移除违规内容或联系方式"
-                })
-
-        # 标签检查（只匹配 #话题 格式，排除颜色码如 #1a1a1a）
-        # 标签模式：#开头，后跟字母数字，长度2-10，不全是十六进制字符
-        tags = re.findall(r'#([A-Za-z0-9\u4e00-\u9fa5]{2,10})', text)
-        # 过滤掉纯十六进制颜色码（如 #1a1a1a, #fff）
-        tags = [t for t in tags if not re.fullmatch(r'[0-9a-fA-F]{3,6}', t)]
-        allowed = rules.get("allowed_tags", [])
-        if allowed:
-            for tag in tags:
-                if tag not in allowed:
-                    self.issues.append({
-                        "type": "平台规则",
-                        "category": "标签合规",
-                        "tag": tag,
-                        "suggestion": f"使用平台允许的标签，如{', '.join(allowed[:3])}"
-                    })
-
-    def _check_legal_compliance(self, text: str):
-        """检查法律法规合规性"""
-        # 检查是否涉及国家秘密、国家安全
-        if re.search(r'国家机密|军事秘密|绝密|机密', text):
-            self.issues.append({
-                "type": "法律法规",
-                "category": "国家秘密",
-                "suggestion": "立即删除涉密内容"
-            })
-
-        # 检查是否宣传迷信、邪教
-        if re.search(r'算命|看相|测八字|跳大神|法轮功', text):
-            self.issues.append({
-                "type": "法律法规",
-                "category": "封建迷信",
-                "suggestion": "删除迷信内容"
-            })
-
-        # 检查是否赌博相关
-        if re.search(r'赌|博彩|下注|时时彩|六合彩', text):
-            self.issues.append({
-                "type": "法律法规",
-                "category": "赌博违法",
-                "suggestion": "删除赌博相关内容"
-            })
-
-        # 检查版权问题（是否使用未授权素材）
-        if re.search(r'版权声明.*?未经授权|转载请联系|盗用', text, re.IGNORECASE):
-            self.issues.append({
-                "type": "法律法规",
-                "category": "版权风险",
-                "suggestion": "确保所有引用已标注来源或获得授权"
-            })
-
-    def _check_brand_guidelines(self, text: str):
-        """检查品牌调性（宇之然）"""
-        # 检查是否使用第一人称"我"
-        first_person_count = len(re.findall(r'^(我|本人|笔者)\b', text, re.MULTILINE))
-        if first_person_count > 2:  # 允许少量情感连接
-            self.issues.append({
-                "type": "品牌规范",
-                "category": "人称使用",
-                "detail": f"发现{first_person_count}处第一人称，建议使用客观叙事",
-                "suggestion": "改为'实践者'、'本专栏'等客观表述"
-            })
-
-        # 检查是否有商业推广倾向
-        if re.search(r'强烈推荐|必买|最好的|最赚钱|独家', text):
-            self.issues.append({
-                "type": "品牌规范",
-                "category": "过度推广",
-                "suggestion": "使用更中立的表达，避免绝对化用语"
-            })
-
-        # 检查是否提及具体品牌（需模糊化）
-        known_brands = ["米家", "花帮主", "园艺助手", "Aerogarden"]
-        for brand in known_brands:
-            if brand in text:
-                self.issues.append({
-                    "type": "品牌规范",
-                    "category": "品牌露出",
-                    "brand": brand,
-                    "suggestion": f"将'{brand}'改为'一些第三方工具'或'智能设备'"
-                })
-
-    def _check_factual_consistency(self, text: str, topic_data: Dict):
-        """检查内容与选题的一致性"""
-        topic = topic_data.get("topic", {})
-        expected_title = topic.get("title", "")
-        expected_field = topic.get("field", "")
-
-        # 检查标题是否出现在文章中
-        if expected_title and expected_title[:5] not in text:
-            self.issues.append({
-                "type": "内容质量",
-                "category": "主题一致性",
-                "detail": f"文章可能偏离选题'{expected_title}'",
-                "suggestion": "确认内容围绕选题展开"
-            })
-
-        # 检查是否有核心观点
-        core_concept = topic.get("core_concept", "")
-        if core_concept and len(core_concept) > 10:
-            # 核心概念应出现在前1/3内容
-            first_third = text[:len(text)//3]
-            if core_concept[:10] not in first_third:
-                self.issues.append({
-                    "type": "内容质量",
-                    "category": "核心观点",
-                    "suggestion": "在文章前1/3部分明确阐述核心观点"
-                })
-
-    def _check_min_length(self, text: str, platform: str):
-        """检查文章最小字数（去除HTML标签）"""
-        # 简单去除HTML标签
-        plain = re.sub(r'<[^>]+>', '', text)
-        word_count = len(plain.strip())
-        min_words = PLATFORM_RULES.get(platform, {}).get("min_word_count", 1000)
-        if word_count < min_words:
-            self.issues.append({
-                "type": "内容完整度",
-                "category": "字数不足",
-                "detail": f"当前{word_count}字，低于平台要求{min_words}字",
-                "suggestion": "扩写内容至最低要求"
-            })
-
-    def _check_required_sections(self, text: str):
-        """检查是否包含必要章节（如引言、核心观点、总结等）"""
-        required_headings = [
-            "引言", "核心观点", "受众痛点", "总结", "行动指南"
-        ]
-        missing = []
-        for heading in required_headings:
-            # 检查 h2 或 h3 中是否出现 heading
-            if not re.search(r'<h[23][^>]*>.*' + re.escape(heading) + r'.*</h[23]>', text, re.IGNORECASE):
-                missing.append(heading)
-        if missing:
-            self.issues.append({
-                "type": "结构完整",
-                "category": "章节缺失",
-                "detail": f"缺少必要章节：{', '.join(missing)}",
-                "suggestion": "补充缺失章节"
-            })
-
-def check_article(html_content: str, platform: str, topic_data: Dict = None) -> Dict:
-    """便捷函数：执行完整合规检查"""
-    checker = ComplianceChecker()
-    return checker.check_text(html_content, platform, topic_data)
-
-if __name__ == "__main__":
-    # 测试
-    test_html = "<html><body><h1>测试</h1>内容涉及赌博网站</body></html>"
-    result = check_article(test_html, "zhihu")
-    print(json.dumps(result, ensure_ascii=False, indent=2))
diff --git a/scripts/compliance_optimizer.py b/scripts/compliance_optimizer.py
index 1fd1e8f..2a8e9c9 100644
--- a/scripts/compliance_optimizer.py
+++ b/scripts/compliance_optimizer.py
@@ -1,36 +1,23 @@
 #!/usr/bin/env python3
-"""
-合规审查与优化任务（数据库版）
-每天 05:45 运行，处理当天所有 draft 文章：
-1. 执行合规检查（compliance_checker）
-2. 自动修复已知问题（标题、标签）
-3. 重写合规版本
-4. 更新选题状态为「待发布」
-5. 生成优化报告通知
-"""
-
 import json, datetime, logging, sys, re
 from pathlib import Path
-from typing import Dict, List
+from typing import Dict, List, Optional, Tuple
 from dataclasses import dataclass, asdict
 
 PROJECT_ROOT = Path('/root/openclaw-workspace/projects/yu-zhi-ran')
 sys.path.insert(0, str(PROJECT_ROOT))
-from scripts.compliance_checker import check_article
-
-# 导入 LLM 客户端（合规优化使用 NVIDIA）
 sys.path.insert(0, str(PROJECT_ROOT / "platform" / "backend"))
+
+from scripts.compliance_checker import check_article
 try:
-    from app.core.modelscope_client import call_llm
+    from app.core.nvidia_client import call_llm
     HAVE_LLM = True
 except ImportError:
     HAVE_LLM = False
 
-# 导入数据库辅助模块
-from db_helper import get_topic_by_id, update_topic_status
+from db_helper import get_topic_by_id, update_topic_status, get_active_llm_config, get_articles_by_topic, save_article
 
 DATA_DIR = PROJECT_ROOT / "automation" / "data"
-RELEASES_DIR = DATA_DIR / "releases"
 DRAFTS_DIR = DATA_DIR / "drafts"
 LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
 TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
@@ -39,12 +26,19 @@ logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(
                     handlers=[logging.FileHandler(LOGS_DIR / f"optimizer_{TODAY}.log"), logging.StreamHandler()])
 logger = logging.getLogger(__name__)
 
-# 平台白名单标签
 PLATFORM_TAGS = {
     "zhihu": ["科技", "职场"],
     "xiaohongshu": ["AI", "可持续", "生活方式"]
 }
 
+_llm_config_cache = None
+
+def get_llm_config():
+    global _llm_config_cache
+    if _llm_config_cache is None:
+        _llm_config_cache = get_active_llm_config()
+    return _llm_config_cache
+
 @dataclass
 class OptimizationResult:
     file: str
@@ -57,22 +51,40 @@ class OptimizationResult:
     status: str
 
 def load_topic_map():
-    """从数据库加载所有选题数据"""
     from db_helper import export_topics_to_json
     topics = export_topics_to_json()
     return {t['id']: t for t in topics}
 
-def update_topic_status_db_only(topic_id: str, status: str):
-    """仅更新数据库状态（不更新JSON）"""
-    from db_helper import update_topic_status
-    update_topic_status(topic_id, status)
+def get_articles_from_db(topic_ids: Optional[List[str]] = None) -> List[Tuple[str, str, str]]:
+    """从 articles 表读取 HTML 内容
+    
+    Returns: [(html_content, platform, topic_id), ...]
+    """
+    from db_helper import get_articles_by_topic
+    results = []
+    seen_topics = set()
+    if topic_ids:
+        for tid in topic_ids:
+            articles = get_articles_by_topic(tid)
+            for a in articles:
+                if a.get("html_content"):
+                    results.append((a["html_content"], a["platform"], a["topic_id"]))
+                    seen_topics.add(a["topic_id"])
+    else:
+        from app.database import SessionLocal
+        from app.models import Article
+        db = SessionLocal()
+        try:
+            all_articles = db.query(Article).filter(Article.html_content.isnot(None)).all()
+            for a in all_articles:
+                results.append((a.html_content, a.platform, a.topic_id))
+        finally:
+            db.close()
+    return results
 
 def fix_wechat_title(html: str, title: str) -> str:
-    """微信标题优化：<title>和<h1>都控制长度（考虑后缀）"""
     suffix = f" - {TODAY} - 微信公众号"
-    max_base_len = 32 - len(suffix)  # <title> 中 base 部分允许的最大长度
-
-    # 处理 <title>...</title>
+    max_base_len = 32 - len(suffix)
     title_tag = re.search(r'<title>([^<]+)</title>', html)
     if title_tag:
         full_title = title_tag.group(1)
@@ -84,8 +96,6 @@ def fix_wechat_title(html: str, title: str) -> str:
             base = base[:max_base_len-3] + "..."
         new_full = base + suffix
         html = html.replace(full_title, new_full)
-
-    # 处理 <h1>...</h1>
     h1_match = re.search(r'<h1[^>]*>([^<]+)</h1>', html)
     if h1_match:
         current_h1 = h1_match.group(1)
@@ -93,11 +103,9 @@ def fix_wechat_title(html: str, title: str) -> str:
         if len(base_h1) > 32:
             base_h1 = base_h1[:29] + "..."
         html = html.replace(current_h1, base_h1)
-
     return html
 
 def fix_tags(html: str, platform: str) -> str:
-    """强制替换标签为平台白名单"""
     if platform == "zhihu":
         tags_str = " ".join(f"#{t}" for t in PLATFORM_TAGS["zhihu"])
         if '<div class="tags">' in html:
@@ -110,7 +118,31 @@ def fix_tags(html: str, platform: str) -> str:
             html = html.replace(f'<div class="hashtags">{old}</div>', f'<div class="hashtags">{tags_str}</div>')
     return html
 
-def optimize_article(html: str, platform: str, topic_data: Dict) -> (str, List[str]):
+def polish_with_llm(html: str, platform: str) -> Tuple[str, Optional[str]]:
+    """用 LLM 优化文章内容，返回 (html, log_message_or_None)"""
+    if not HAVE_LLM:
+        return html, None
+    llm_cfg = get_llm_config()
+    try:
+        model = llm_cfg.get('model') if llm_cfg else None
+        temperature = llm_cfg.get('temperature', 0.5) if llm_cfg else 0.5
+        max_tokens = llm_cfg.get('max_tokens', 4000) if llm_cfg else 4000
+        system_prompt = llm_cfg.get('system_prompt') if llm_cfg else "你是一个专业的内容创作助手。"
+
+        polish_prompt = f"""你是一个专业的内容润色助手。请优化以下文章内容，提升表达的专业性和可读性，保持原文事实、数据、章节结构不变，输出相同的HTML格式（保留<h2>, <h3>, <p>标签）。
+
+原文：
+{html}
+
+优化后："""
+        polished = call_llm(polish_prompt, model=model, temperature=temperature, max_tokens=max_tokens, system_prompt=system_prompt)
+        if '<h2' in polished or '<p>' in polished:
+            return polished, "LLM 内容优化"
+    except Exception as e:
+        logger.warning(f"LLM 优化失败: {e}")
+    return html, None
+
+def optimize_article(html: str, platform: str, topic_data: Dict) -> Tuple[str, List[str]]:
     logs = []
     if platform == "wechat":
         html = fix_wechat_title(html, topic_data.get("title", ""))
@@ -127,124 +159,99 @@ def optimize_article(html: str, platform: str, topic_data: Dict) -> (str, List[s
                 src = m.group(1)
                 if not src.startswith('data:image/'):
                     logs.append(f"图片未内联: {src[:50]}... 需手动修复")
-
-        if HAVE_LLM:
-            try:
-                polish_prompt = f"""你是一个专业的内容润色助手。请优化以下文章内容，提升表达的专业性和可读性，保持原文事实、数据、章节结构不变，输出相同的HTML格式（保留<h2>, <h3>, <p>标签）。
-
-原文：
-{html}
-
-优化后："""
-                polished = call_llm(polish_prompt, temperature=0.5, max_tokens=4000)
-                if '<h2' in polished or '<p>' in polished:
-                    html = polished
-                    logs.append("LLM 内容优化（NVIDIA）")
-            except Exception as e:
-                logger.warning(f"LLM 优化失败: {e}")
+        polished, pol_log = polish_with_llm(html, platform)
+        if pol_log:
+            html = polished
+            logs.append(pol_log)
     return html, logs
 
 def main(topic_ids: List[str] = None):
     logger.info("=== 合规审查与优化开始 ===")
-    release_dir = RELEASES_DIR / TODAY
-    if not release_dir.exists():
-        logger.warning(f"今日发布目录不存在: {release_dir}")
-        return
+    llm_cfg = get_llm_config()
+    if llm_cfg:
+        logger.info(f"LLM 配置: {llm_cfg['name']} (model={llm_cfg['model']})")
+    else:
+        logger.info("LLM 配置: 使用环境变量默认值")
+
+    articles = get_articles_from_db(topic_ids)
+    if not articles:
+        logger.warning("未找到任何文章（可能尚未创作或同步到 DB）")
+        report_file = DRAFTS_DIR / TODAY / "optimization_report.json"
+        report_file.parent.mkdir(parents=True, exist_ok=True)
+        with open(report_file, 'w', encoding='utf-8') as f:
+            json.dump({
+                "date": TODAY,
+                "summary": {"total_articles": 0, "passed_auto": 0, "need_manual": 0, "average_score": 0},
+                "details": [], "all_passed": True
+            }, f, ensure_ascii=False, indent=2)
+        print("OPTIMIZATION_COMPLETE: 0 articles found")
+        sys.exit(0)
 
     topic_map = load_topic_map()
     results = []
     all_passed = True
 
-    for platform_dir in ["zhihu", "wechat", "xiaohongshu"]:
-        platform_path = release_dir / platform_dir
-        if not platform_path.exists():
+    for html, platform_dir, topic_id in articles:
+        topic_data = topic_map.get(topic_id)
+        if not topic_data:
+            logger.warning(f"未找到选题: {topic_id}")
             continue
-        for html_file in platform_path.glob("*.html"):
-            stem = html_file.stem
-            parts = stem.split('_')
-            if len(parts) < 2:
-                continue
-            topic_id = parts[1]
-            if topic_ids is not None and topic_id not in topic_ids:
-                continue
-            topic_data = topic_map.get(topic_id)
-            if not topic_data:
-                logger.warning(f"未找到选题: {topic_id}")
-                continue
 
-            html = html_file.read_text(encoding='utf-8')
-            check_result = check_article(html, platform_dir, topic_data)
-            issues = check_result['issues']
-            score = check_result['score']
+        check_result = check_article(html, platform_dir, topic_data)
+        issues = check_result['issues']
+        score = check_result['score']
+        label = f"{platform_dir}/{topic_id}"
 
-            if any(issue['type'] == '平台规则' for issue in issues):
-                optimized_html, opt_logs = optimize_article(html, platform_dir, topic_data)
-                recheck = check_article(optimized_html, platform_dir, topic_data)
-                if recheck['passed']:
-                    html_file.write_text(optimized_html, encoding='utf-8')
-                    logger.info(f"✅ {html_file.name} 已优化并通过合规检查")
-                    results.append(OptimizationResult(
-                        file=str(html_file.relative_to(PROJECT_ROOT)),
-                        platform=platform_dir,
-                        topic_id=topic_id,
-                        title=topic_data.get('title',''),
-                        original_issues=len(issues),
-                        fixed_issues=len(issues) - len(recheck['issues']),
-                        final_score=recheck['score'],
-                        status="passed"
-                    ))
-                    update_topic_status_db_only(topic_id, 'pending')
-                else:
-                    logger.warning(f"⚠️ {html_file.name} 优化后仍有问题，需人工审核")
-                    results.append(OptimizationResult(
-                        file=str(html_file.relative_to(PROJECT_ROOT)),
-                        platform=platform_dir,
-                        topic_id=topic_id,
-                        title=topic_data.get('title',''),
-                        original_issues=len(issues),
-                        fixed_issues=len(issues) - len(recheck['issues']),
-                        final_score=recheck['score'],
-                        status="manual_review"
-                    ))
-                    all_passed = False
-            else:
+        if issues:
+            optimized_html, opt_logs = optimize_article(html, platform_dir, topic_data)
+            recheck = check_article(optimized_html, platform_dir, topic_data)
+            if recheck['passed']:
+                save_article(topic_id, platform_dir, optimized_html)
+                logger.info(f"✅ {label} 已修复并通过审查 ({len(issues)} issues fixed)")
                 results.append(OptimizationResult(
-                    file=str(html_file.relative_to(PROJECT_ROOT)),
+                    file=f"db:{platform_dir}_{topic_id}",
                     platform=platform_dir,
                     topic_id=topic_id,
                     title=topic_data.get('title',''),
-                    original_issues=0,
-                    fixed_issues=0,
-                    final_score=score,
-                    status="passed" if check_result['passed'] else "manual_review"
+                    original_issues=len(issues),
+                    fixed_issues=len(issues) - len(recheck['issues']),
+                    final_score=recheck['score'],
+                    status="passed"
                 ))
-                if not check_result['passed']:
-                    all_passed = False
+            else:
+                logger.warning(f"⚠️ {label} 仍有 {len(recheck['issues'])} 个问题需人工处理")
+                results.append(OptimizationResult(
+                    file=f"db:{platform_dir}_{topic_id}",
+                    platform=platform_dir,
+                    topic_id=topic_id,
+                    title=topic_data.get('title',''),
+                    original_issues=len(issues),
+                    fixed_issues=len(issues) - len(recheck['issues']),
+                    final_score=recheck['score'],
+                    status="manual_review"
+                ))
+                all_passed = False
+        else:
+            results.append(OptimizationResult(
+                file=f"db:{platform_dir}_{topic_id}",
+                platform=platform_dir,
+                topic_id=topic_id,
+                title=topic_data.get('title',''),
+                original_issues=0,
+                fixed_issues=0,
+                final_score=score,
+                status="passed"
+            ))
+            logger.info(f"✅ {label} 合规检查通过 ({score}分)")
 
-    # 更新选题状态 (JSON + 数据库)
+    passed_ids = set()
     for res in results:
         if res.status == "passed":
-            tid = res.topic_id
-            # 更新数据库状态为 'pending'（待发布）
-            update_topic_status(tid, 'ready')
-            # 可选：同时更新 JSON 以保持兼容
-            # (已废弃，但保留更新，避免其他组件出错)
-            try:
-                json_path = DATA_DIR / "sustainability_topics.json"
-                with open(json_path, 'r', encoding='utf-8') as f:
-                    topics = json.load(f)
-                for t in topics:
-                    if t.get('id') == tid:
-                        t['status'] = 'ready'
-                        t['ready_at'] = TODAY
-                        t['compliance_score'] = res.final_score
-                        break
-                with open(json_path, 'w', encoding='utf-8') as f:
-                    json.dump(topics, f, ensure_ascii=False, indent=2)
-            except Exception as e:
-                logger.warning(f"更新 JSON 失败: {e}")
+            passed_ids.add(res.topic_id)
+    for tid in passed_ids:
+        update_topic_status(tid, 'ready')
+        logger.info(f"选题 {tid} 状态 → ready（待发布）")
 
-    # 生成报告
     report_file = DRAFTS_DIR / TODAY / "optimization_report.json"
     report_file.parent.mkdir(parents=True, exist_ok=True)
     report = {
@@ -261,7 +268,7 @@ def main(topic_ids: List[str] = None):
     with open(report_file, 'w', encoding='utf-8') as f:
         json.dump(report, f, ensure_ascii=False, indent=2)
 
-    logger.info(f"✅ 合规优化完成: {len(results)} 篇文章, {sum(1 for r in results if r.status=='passed')} 篇自动通过")
+    logger.info(f"✅ 合规审查完成: {len(results)} 篇文章, {sum(1 for r in results if r.status=='passed')} 篇通过")
     print(f"OPTIMIZATION_COMPLETE: {len(results)} articles, {sum(1 for r in results if r.status=='passed')} passed, {sum(1 for r in results if r.status=='manual_review')} need manual review")
     sys.exit(0)
 
diff --git a/scripts/creator.py b/scripts/creator.py
index 32fc880..0602408 100755
--- a/scripts/creator.py
+++ b/scripts/creator.py
@@ -14,7 +14,6 @@ sys.path.insert(0, str(PROJECT_ROOT))
 from db_helper import get_topic_by_id, get_next_topic, update_topic_status
 
 DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TOPICS_FILE = DATA_DIR / "sustainability_topics.json"  # 保留用于备份
 LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
 TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
 
@@ -29,26 +28,30 @@ logging.basicConfig(
 logger = logging.getLogger(__name__)
 
 def select_next_topic(topic_id: str = None) -> Dict:
-    """选择并锁定要创作的选题（从数据库）"""
+    """选择并锁定要创作的选题（趋势引擎匹配 → 回退优先级）"""
     if topic_id:
-        # 指定ID，查询数据库
         topic = get_topic_by_id(topic_id)
         if not topic:
             raise ValueError(f"Topic {topic_id} not found")
-        # 检查状态：禁止已发布状态重新创作
         current_status = topic.get('status')
         if current_status in ['已发布', 'published']:
             raise ValueError(f"Topic {topic_id} is already published, cannot recreate")
-        # 更新状态为「审查中」表示已经开始处理
         update_topic_status(topic_id, 'review')
         return topic
-    
-    # 自动选择：下一个待处理的选题
+
+    try:
+        from topic_selector import select_best_topic as engine_select
+        topic = engine_select()
+        if topic:
+            logger.info(f"选题引擎推荐: {topic['id']} {topic['title']}")
+            update_topic_status(topic['id'], 'review')
+            return topic
+    except Exception as e:
+        logger.warning(f"选题引擎失效，回退简单策略: {e}")
+
     topic = get_next_topic(priority='高') or get_next_topic()
     if not topic:
         raise ValueError("No available topics to create (all locked or wrong status)")
-    
-    # 更新状态为「审查中」表示已锁定
     update_topic_status(topic['id'], 'review')
     return topic
 
diff --git a/scripts/creator_old2.py b/scripts/creator_old2.py
deleted file mode 100644
index f35918b..0000000
--- a/scripts/creator_old2.py
+++ /dev/null
@@ -1,208 +0,0 @@
-#!/usr/bin/env python3
-"""
-内容创作脚本（修复版）
-支持：标题长度限制、标签合规、状态流程
-"""
-
-import os, sys, yaml, json, datetime, logging, random
-from pathlib import Path
-from typing import Dict, List
-import subprocess
-from dataclasses import dataclass, asdict
-
-PROJECT_ROOT = Path(__file__).parent.parent
-sys.path.insert(0, str(PROJECT_ROOT))
-from scripts.image_generator import ImageGenerator
-
-CONFIG_DIR = PROJECT_ROOT / "config"
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TEMPLATES_DIR = PROJECT_ROOT / "automation" / "templates"
-IMAGES_DIR = PROJECT_ROOT / "automation" / "images"
-LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
-TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
-
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s',
-                    handlers=[logging.FileHandler(LOGS_DIR / f"creator_{TODAY}.log"), logging.StreamHandler()])
-logger = logging.getLogger(__name__)
-
-@dataclass
-class ContentArticle:
-    id: str
-    topic_id: str
-    title: str
-    platform: str
-    content: str
-    image_paths: List[str]
-    metadata: dict
-    created_date: str
-    output_dir: str
-    status: str = "draft"  # draft, pending_review, ready_for_publish, published
-
-class ContentCreator:
-    def __init__(self):
-        self.articles = []
-        self.release_dir = DATA_DIR / "releases" / TODAY
-        self.today_dir = DATA_DIR / "drafts" / TODAY
-
-    def load_config(self):
-        config_file = CONFIG_DIR / "wecom_config.yaml"
-        if not config_file.exists():
-            logger.warning("配置文件不存在，使用默认")
-            self.wecom_config = {"content_rules": {}}
-            return
-        with open(config_file, 'r', encoding='utf-8') as f:
-            self.wecom_config = yaml.safe_load(f)
-        logger.info("配置加载完成")
-
-    def select_topic_for_today(self):
-        topics_file = DATA_DIR / "sustainability_topics.json"
-        if not topics_file.exists():
-            logger.error("选题库文件不存在")
-            return None
-        with open(topics_file, 'r', encoding='utf-8') as f:
-            all_topics = json.load(f)
-        available = [t for t in all_topics if t.get("status") != "已发布" and t.get("status") != "待发布"]
-        if not available:
-            logger.warning("没有可选选题")
-            return None
-        selected = max(available, key=lambda t: t.get("priority_score", 0))
-        logger.info(f"选择了选题: {selected.get('title')} (优先级: {selected.get('priority_score')})")
-        return {"topic": selected, "cases": []}
-
-    def create_content(self, topic_data: Dict) -> str:
-        topic = topic_data["topic"]
-        title = topic.get("title", "")
-        sections = [
-            f"<h2>{title}</h2>",
-            f"<p>今天是{TODAY}，我们探讨「{title}」。根据全球案例与本土分析，给出以下建议：</p>",
-            "<h3>核心观点</h3><p>" + topic.get("core_concept", "待补充") + "</p>",
-            "<h3>目标受众痛点</h3><p>" + topic.get("audience_pain", "待补充") + "</p>",
-            "<h3>本土化方案</h3><ul><li>" + topic.get("unique_angle", "待补充") + "</li></ul>",
-            "<h3>MVP行动</h3><ol><li>记录现状</li><li>小步尝试</li><li>评估效果</li><li>建立习惯</li></ol>",
-            "<p>（本文由宇之然AI助手生成，数据来源可靠，内容经合规审查）</p>"
-        ]
-        return "\n".join(sections)
-
-    def generate_images(self, title: str) -> Dict[str, str]:
-        generator = ImageGenerator()
-        try:
-            generated = generator.generate_all_placeholders(title, platform="zhihu")
-            return {k: str(v) for k, v in generated.items()}
-        except Exception as e:
-            logger.error(f"图片生成失败: {e}")
-            return {}
-
-    def create_html_for_platform(self, content: str, images: Dict[str, str], platform: str, title: str) -> str:
-        template_path = TEMPLATES_DIR / f"{platform}.html"
-        if template_path.exists():
-            with open(template_path, 'r', encoding='utf-8') as f:
-                template = f.read()
-        else:
-            template = "<!DOCTYPE html><html><body>{{TITLE}}<hr><!-- CONTENT --></body></html>"
-
-        # 插入图片标记
-        for marker, path in images.items():
-            if path:
-                img_tag = f'<img src="{path}" alt="{marker}">'
-                content = content.replace(f"[IMAGE: {marker}]", img_tag)
-
-        # 平台特定处理
-        extra = ""
-        if platform == "zhihu":
-            # 使用平台允许的标签（科技、职场、AI都在允许列表）
-            extra = '<div class="tags">#科技 #职场 #AI</div>'
-        elif platform == "wechat":
-            # 截断标题
-            if len(title) > 32:
-                title = title[:29] + "..."
-            abstract = content[:100] + "..."
-            extra = f'<p class="abstract">{abstract}</p>'
-        elif platform == "xiaohongshu":
-            # 小红书允许标签：生活方式、可持续、AI
-            extra = '<div class="hashtags">#AI #科技 #生活方式</div>'
-
-        full_content = content + extra
-        html = template.replace("<!-- CONTENT -->", full_content)
-        html = html.replace("{{DATE}}", TODAY)
-        html = html.replace("{{TITLE}}", title)
-        return html
-
-    def mark_topic_ready(self, topic_id: str):
-        """标记选题为「待发布」(审查通过)"""
-        topics_file = DATA_DIR / "sustainability_topics.json"
-        with open(topics_file, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-        for t in topics:
-            if t.get("id") == topic_id:
-                t["status"] = "待发布"
-                t["ready_at"] = TODAY
-                break
-        with open(topics_file, 'w', encoding='utf-8') as f:
-            json.dump(topics, f, ensure_ascii=False, indent=2)
-        logger.info(f"选题 {topic_id} 已标记为「待发布」")
-
-    def run(self):
-        logger.info("开始内容创作")
-        self.load_config()
-        topic_data = self.select_topic_for_today()
-        if not topic_data:
-            logger.error("未能选择选题，任务结束")
-            return False
-
-        content = self.create_content(topic_data)
-        images = self.generate_images(topic_data["topic"].get("title", "内容"))
-        topic_id = topic_data["topic"]["id"]
-        title = topic_data["topic"]["title"]
-
-        for platform in ["zhihu", "wechat", "xiaohongshu"]:
-            html = self.create_html_for_platform(content, images, platform, title)
-            article = ContentArticle(
-                id=f"{topic_id}_{platform}",
-                topic_id=topic_id,
-                title=title,
-                platform=platform,
-                content=html,
-                image_paths=list(images.values()),
-                metadata={"platform": platform, "topic": topic_data["topic"]},
-                created_date=TODAY,
-                output_dir=str(self.release_dir / platform),
-                status="draft"
-            )
-            self.save_article(article)
-            self.articles.append(article)
-
-        # 标记为待发布（而不是已发布）
-        self.mark_topic_ready(topic_id)
-
-        # 发送通知（可选）
-        logger.info(f"创作完成: {len(self.articles)} 篇文章，状态：待发布")
-        return True
-
-    def save_article(self, article: ContentArticle):
-        output_dir = Path(article.output_dir)
-        output_dir.mkdir(parents=True, exist_ok=True)
-        html_file = output_dir / f"{article.platform}_{article.id}.html"
-        with open(html_file, 'w', encoding='utf-8') as f:
-            f.write(article.content)
-        meta_file = output_dir / f"{article.platform}_{article.id}.json"
-        with open(meta_file, 'w', encoding='utf-8') as f:
-            json.dump(asdict(article), f, ensure_ascii=False, indent=2)
-        logger.info(f"保存了 {article.platform} 版本: {html_file}")
-
-def main():
-    try:
-        creator = ContentCreator()
-        success = creator.run()
-        if success:
-            print(f"SUCCESS: Created {len(creator.articles)} articles for {TODAY} (status: 待发布)")
-            sys.exit(0)
-        else:
-            print("WARNING: Content creation failed")
-            sys.exit(1)
-    except Exception as e:
-        logger.error(f"创作任务失败: {e}")
-        print(f"ERROR: {e}")
-        sys.exit(1)
-
-if __name__ == "__main__":
-    main()
diff --git a/scripts/creator_old3.py b/scripts/creator_old3.py
deleted file mode 100755
index b88743a..0000000
--- a/scripts/creator_old3.py
+++ /dev/null
@@ -1,231 +0,0 @@
-#!/usr/bin/env python3
-"""
-内容创作脚本（最终修复版）
-- 标题长度：考虑模板后缀，整体限制在32字内（微信）
-- 标签按领域动态映射（知乎、小红书）
-- 状态：生成后为「待发布」，人工发布后手动改为「已发布」
-"""
-
-import os, sys, yaml, json, datetime, logging
-from pathlib import Path
-from typing import Dict, List
-from dataclasses import dataclass, asdict
-
-PROJECT_ROOT = Path(__file__).parent.parent
-sys.path.insert(0, str(PROJECT_ROOT))
-from scripts.image_generator import ImageGenerator
-
-CONFIG_DIR = PROJECT_ROOT / "config"
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TEMPLATES_DIR = PROJECT_ROOT / "automation" / "templates"
-IMAGES_DIR = PROJECT_ROOT / "automation" / "images"
-LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
-TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
-
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s',
-                    handlers=[logging.FileHandler(LOGS_DIR / f"creator_{TODAY}.log"), logging.StreamHandler()])
-logger = logging.getLogger(__name__)
-
-@dataclass
-class ContentArticle:
-    id: str
-    topic_id: str
-    title: str
-    platform: str
-    content: str
-    image_paths: List[str]
-    metadata: dict
-    created_date: str
-    output_dir: str
-    status: str = "draft"  # draft → pending_review → ready_for_publish → published
-
-class ContentCreator:
-    def __init__(self):
-        self.articles = []
-        self.release_dir = DATA_DIR / "releases" / TODAY
-        self.today_dir = DATA_DIR / "drafts" / TODAY
-
-    def load_config(self):
-        config_file = CONFIG_DIR / "wecom_config.yaml"
-        if config_file.exists():
-            with open(config_file, 'r', encoding='utf-8') as f:
-                self.wecom_config = yaml.safe_load(f)
-        else:
-            self.wecom_config = {"content_rules": {}}
-        logger.info("配置加载完成")
-
-    def select_topic_for_today(self):
-        topics_file = DATA_DIR / "sustainability_topics.json"
-        with open(topics_file, 'r', encoding='utf-8') as f:
-            all_topics = json.load(f)
-        available = [t for t in all_topics if t.get("status") not in ["已发布", "待发布"]]
-        if not available:
-            logger.warning("没有可选选题")
-            return None
-        selected = max(available, key=lambda t: t.get("priority_score", 0))
-        logger.info(f"选择了选题: {selected.get('title')} (优先级: {selected.get('priority_score')})")
-        return {"topic": selected, "cases": []}
-
-    def create_content(self, topic_data: Dict) -> str:
-        topic = topic_data["topic"]
-        title = topic.get("title", "")
-        # 使用真实字段构建内容
-        sections = [
-            f"<h2>{title}</h2>",
-            f"<p>今天是{TODAY}，我们探讨「{title}」。基于全球案例与本土实践，提供可执行的建议。</p>",
-            "<h3>核心观点</h3><p>" + topic.get("core_concept", "待补充") + "</p>",
-            "<h3>目标受众痛点</h3><p>" + topic.get("audience_pain", "待补充") + "</p>",
-            "<h3>独特视角</h3><p>" + topic.get("unique_angle", "待补充") + "</p>",
-            "<h3>MVP行动</h3><ol><li>理解现状</li><li>小范围试验</li><li>评估效果</li><li>形成习惯</li></ol>",
-            "<p>（本文由宇之然AI助手生成，数据来源可靠，内容经合规审查）</p>"
-        ]
-        return "\n".join(sections)
-
-    def generate_images(self, title: str) -> Dict[str, str]:
-        generator = ImageGenerator()
-        try:
-            return generator.generate_all_placeholders(title, platform="zhihu")
-        except Exception as e:
-            logger.error(f"图片生成失败: {e}")
-            return {}
-
-    def create_html_for_platform(self, content: str, images: Dict[str, str], platform: str, topic_data: Dict, title: str) -> str:
-        template_path = TEMPLATES_DIR / f"{platform}.html"
-        if template_path.exists():
-            with open(template_path, 'r', encoding='utf-8') as f:
-                template = f.read()
-        else:
-            template = "<!DOCTYPE html><html><body>{{TITLE}}<hr><!-- CONTENT --></body></html>"
-
-        # 插入图片（将 Path 转换为字符串）
-        for marker, path in images.items():
-            if path:
-                img_src = str(path)
-                content = content.replace(f"[IMAGE: {marker}]", f'<img src="{img_src}" alt="{marker}">')
-
-        # 平台特定附加内容与标签（动态）
-        extra_html = ""
-        field = topic_data.get("topic", {}).get("field", "未来工作方式")
-
-        if platform == "zhihu":
-            tag_map = {
-                "未来工作方式": "#科技 #职场 #AI",
-                "可持续生活系统": "#可持续 #生活 #环保",
-                "个人知识工厂": "#知识管理 #个人成长 #效率",
-                "科技人文交叉": "#科技 #人文 #AI伦理"
-            }
-            tags = tag_map.get(field, "#科技 #生活 #AI")
-            extra_html = f'<div class="tags">{tags} #2026年趋势</div>'
-
-        elif platform == "wechat":
-            abstract = content[:100] + "..."
-            extra_html = f'<p class="abstract">{abstract}</p>'
-
-        elif platform == "xiaohongshu":
-            hashtag_map = {
-                "未来工作方式": "#远程工作 #数字游民 #AI副业",
-                "可持续生活系统": "#可持续生活 #零浪费 #环保",
-                "个人知识工厂": "#第二大脑 #PKM #个人成长",
-                "科技人文交叉": "#科技 #AI伦理 #数字健康"
-            }
-            hashtags = hashtag_map.get(field, "#可持续生活 #全球视野 #宇之然")
-            extra_html = f'<div class="hashtags">{hashtags}</div>'
-
-        full_content = content + extra_html
-        html = template.replace("<!-- CONTENT -->", full_content)
-
-        # 标题与日期处理（微信需整体截断）
-        date_str = TODAY
-        if platform == "wechat":
-            # 模板产生的完整标题：title - date - 微信公众号
-            suffix = f" - {date_str} - 微信公众号"
-            max_title_len = 32 - len(suffix)
-            if len(title) > max_title_len:
-                title = title[:max_title_len-3] + "..."
-            full_title = title + suffix
-        else:
-            full_title = title
-
-        html = html.replace("{{DATE}}", date_str)
-        html = html.replace("{{TITLE}}", full_title)
-        return html
-
-    def mark_topic_ready(self, topic_id: str):
-        """标记选题为「待发布」(审查通过)"""
-        topics_file = DATA_DIR / "sustainability_topics.json"
-        with open(topics_file, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-        for t in topics:
-            if t.get("id") == topic_id:
-                t["status"] = "待发布"
-                t["ready_at"] = TODAY
-                break
-        with open(topics_file, 'w', encoding='utf-8') as f:
-            json.dump(topics, f, ensure_ascii=False, indent=2)
-        logger.info(f"选题 {topic_id} 已标记为「待发布」")
-
-    def run(self):
-        logger.info("开始内容创作")
-        self.load_config()
-        topic_data = self.select_topic_for_today()
-        if not topic_data:
-            logger.error("未能选择选题，任务结束")
-            return False
-
-        content = self.create_content(topic_data)
-        images = self.generate_images(topic_data["topic"].get("title", "内容"))
-        topic_id = topic_data["topic"]["id"]
-        title = topic_data["topic"]["title"]
-
-        for platform in ["zhihu", "wechat", "xiaohongshu"]:
-            html = self.create_html_for_platform(content, images, platform, topic_data, title)
-            article = ContentArticle(
-                id=f"{topic_id}_{platform}",
-                topic_id=topic_id,
-                title=title,
-                platform=platform,
-                content=html,
-                image_paths=[str(p) for p in images.values()],
-                metadata={"platform": platform, "topic": topic_data["topic"]},
-                created_date=TODAY,
-                output_dir=str(self.release_dir / platform),
-                status="pending_review"  # 生成后待审查
-            )
-            self.save_article(article)
-            self.articles.append(article)
-
-        # 标记选题为待发布（审查通过）
-        self.mark_topic_ready(topic_id)
-        logger.info(f"创作完成: {len(self.articles)} 篇文章，状态：待发布")
-        return True
-
-    def save_article(self, article: ContentArticle):
-        output_dir = Path(article.output_dir)
-        output_dir.mkdir(parents=True, exist_ok=True)
-        html_file = output_dir / f"{article.platform}_{article.id}.html"
-        with open(html_file, 'w', encoding='utf-8') as f:
-            f.write(article.content)
-        meta_file = output_dir / f"{article.platform}_{article.id}.json"
-        # 序列化前转换 Path 对象为字符串
-        article_dict = asdict(article)
-        article_dict['image_paths'] = [str(p) for p in article.image_paths]
-        json.dump(article_dict, open(meta_file, 'w', encoding='utf-8'), ensure_ascii=False, indent=2)
-        logger.info(f"保存了 {article.platform} 版本: {html_file}")
-
-def main():
-    try:
-        creator = ContentCreator()
-        success = creator.run()
-        if success:
-            print(f"SUCCESS: Created {len(creator.articles)} articles for {TODAY} (status: 待发布)")
-            sys.exit(0)
-        else:
-            print("WARNING: Content creation failed")
-            sys.exit(1)
-    except Exception as e:
-        logger.error(f"创作任务失败: {e}")
-        print(f"ERROR: {e}")
-        sys.exit(1)
-
-if __name__ == "__main__":
-    main()
diff --git a/scripts/creator_old_final.py b/scripts/creator_old_final.py
deleted file mode 100755
index 4979c4c..0000000
--- a/scripts/creator_old_final.py
+++ /dev/null
@@ -1,208 +0,0 @@
-#!/usr/bin/env python3
-"""
-内容创作脚本（最终修复版 v3）
-- 知乎标签：严格使用 #科技 #职场
-- 小红书标签：严格使用 #AI #可持续 #生活方式
-- 微信标题截断：整体长度≤32字
-"""
-
-import os, sys, yaml, json, datetime, logging
-from pathlib import Path
-from typing import Dict, List
-from dataclasses import dataclass, asdict
-
-PROJECT_ROOT = Path(__file__).parent.parent
-sys.path.insert(0, str(PROJECT_ROOT))
-from scripts.image_generator import ImageGenerator
-
-CONFIG_DIR = PROJECT_ROOT / "config"
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TEMPLATES_DIR = PROJECT_ROOT / "automation" / "templates"
-IMAGES_DIR = PROJECT_ROOT / "automation" / "images"
-LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
-TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
-
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s',
-                    handlers=[logging.FileHandler(LOGS_DIR / f"creator_{TODAY}.log"), logging.StreamHandler()])
-logger = logging.getLogger(__name__)
-
-@dataclass
-class ContentArticle:
-    id: str
-    topic_id: str
-    title: str
-    platform: str
-    content: str
-    image_paths: List[str]
-    metadata: dict
-    created_date: str
-    output_dir: str
-    status: str = "pending_review"
-
-class ContentCreator:
-    def __init__(self):
-        self.articles = []
-        self.release_dir = DATA_DIR / "releases" / TODAY
-
-    def load_config(self):
-        config_file = CONFIG_DIR / "wecom_config.yaml"
-        if config_file.exists():
-            with open(config_file, 'r', encoding='utf-8') as f:
-                self.wecom_config = yaml.safe_load(f)
-        else:
-            self.wecom_config = {"content_rules": {}}
-        logger.info("配置加载完成")
-
-    def select_topic_for_today(self):
-        topics_file = DATA_DIR / "sustainability_topics.json"
-        with open(topics_file, 'r', encoding='utf-8') as f:
-            all_topics = json.load(f)
-        available = [t for t in all_topics if t.get("status") not in ["已发布", "待发布"]]
-        if not available:
-            logger.warning("没有可选选题")
-            return None
-        selected = max(available, key=lambda t: t.get("priority_score", 0))
-        logger.info(f"选择了选题: {selected.get('title')} (优先级: {selected.get('priority_score')})")
-        return {"topic": selected, "cases": []}
-
-    def create_content(self, topic_data: Dict) -> str:
-        topic = topic_data["topic"]
-        title = topic.get("title", "")
-        sections = [
-            f"<h2>{title}</h2>",
-            f"<p>今天是{TODAY}，我们探讨「{title}」。基于全球案例与本土实践，提供可执行的建议。</p>",
-            "<h3>核心观点</h3><p>" + topic.get("core_concept", "待补充") + "</p>",
-            "<h3>目标受众痛点</h3><p>" + topic.get("audience_pain", "待补充") + "</p>",
-            "<h3>独特视角</h3><p>" + topic.get("unique_angle", "待补充") + "</p>",
-            "<h3>MVP行动</h3><ol><li>理解现状</li><li>小范围试验</li><li>评估效果</li><li>形成习惯</li></ol>",
-            "<p>（本文由宇之然AI助手生成，数据来源可靠，内容经合规审查）</p>"
-        ]
-        return "\n".join(sections)
-
-    def generate_images(self, title: str) -> Dict[str, str]:
-        generator = ImageGenerator()
-        try:
-            return generator.generate_all_placeholders(title, platform="zhihu")
-        except Exception as e:
-            logger.error(f"图片生成失败: {e}")
-            return {}
-
-    def create_html_for_platform(self, content: str, images: Dict[str, str], platform: str, topic_data: Dict, title: str) -> str:
-        template_path = TEMPLATES_DIR / f"{platform}.html"
-        if template_path.exists():
-            with open(template_path, 'r', encoding='utf-8') as f:
-                template = f.read()
-        else:
-            template = "<!DOCTYPE html><html><body>{{TITLE}}<hr><!-- CONTENT --></body></html>"
-
-        # 插入图片（Path 转字符串）
-        for marker, path in images.items():
-            if path:
-                content = content.replace(f"[IMAGE: {marker}]", f'<img src="{str(path)}" alt="{marker}">')
-
-        # 平台特定附加内容
-        extra_html = ""
-        if platform == "zhihu":
-            # 知乎仅允许标签：科技, 生活, 职场
-            extra_html = '<div class="tags">#科技 #职场</div>'
-        elif platform == "wechat":
-            abstract = content[:100] + "..."
-            extra_html = f'<p class="abstract">{abstract}</p>'
-        elif platform == "xiaohongshu":
-            # 小红书允许：生活方式, 可持续, AI
-            extra_html = '<div class="hashtags">#AI #可持续 #生活方式</div>'
-
-        full_content = content + extra_html
-        html = template.replace("<!-- CONTENT -->", full_content)
-
-        # 标题与日期处理（微信需整体截断）
-        date_str = TODAY
-        if platform == "wechat":
-            suffix = f" - {date_str} - 微信公众号"
-            max_len = 32 - len(suffix)
-            if len(title) > max_len:
-                title = title[:max_len-3] + "..."
-            full_title = title + suffix
-        else:
-            full_title = title
-
-        html = html.replace("{{DATE}}", date_str)
-        html = html.replace("{{TITLE}}", full_title)
-        return html
-
-    def mark_topic_ready(self, topic_id: str):
-        topics_file = DATA_DIR / "sustainability_topics.json"
-        with open(topics_file, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-        for t in topics:
-            if t.get("id") == topic_id:
-                t["status"] = "待发布"
-                t["ready_at"] = TODAY
-                break
-        with open(topics_file, 'w', encoding='utf-8') as f:
-            json.dump(topics, f, ensure_ascii=False, indent=2)
-        logger.info(f"选题 {topic_id} 已标记为「待发布」")
-
-    def run(self):
-        logger.info("开始内容创作")
-        self.load_config()
-        topic_data = self.select_topic_for_today()
-        if not topic_data:
-            logger.error("未能选择选题，任务结束")
-            return False
-
-        content = self.create_content(topic_data)
-        images = self.generate_images(topic_data["topic"].get("title", "内容"))
-        topic_id = topic_data["topic"]["id"]
-        title = topic_data["topic"]["title"]
-
-        for platform in ["zhihu", "wechat", "xiaohongshu"]:
-            html = self.create_html_for_platform(content, images, platform, topic_data, title)
-            article = ContentArticle(
-                id=f"{topic_id}_{platform}",
-                topic_id=topic_id,
-                title=title,
-                platform=platform,
-                content=html,
-                image_paths=[str(p) for p in images.values()],
-                metadata={"platform": platform, "topic": topic_data["topic"]},
-                created_date=TODAY,
-                output_dir=str(self.release_dir / platform),
-                status="pending_review"
-            )
-            self.save_article(article)
-            self.articles.append(article)
-
-        self.mark_topic_ready(topic_id)
-        logger.info(f"创作完成: {len(self.articles)} 篇文章，状态：待发布")
-        return True
-
-    def save_article(self, article: ContentArticle):
-        output_dir = Path(article.output_dir)
-        output_dir.mkdir(parents=True, exist_ok=True)
-        html_file = output_dir / f"{article.platform}_{article.id}.html"
-        with open(html_file, 'w', encoding='utf-8') as f:
-            f.write(article.content)
-        meta_file = output_dir / f"{article.platform}_{article.id}.json"
-        article_dict = asdict(article)
-        article_dict['image_paths'] = [str(p) for p in article.image_paths]
-        json.dump(article_dict, open(meta_file, 'w', encoding='utf-8'), ensure_ascii=False, indent=2)
-        logger.info(f"保存了 {article.platform} 版本: {html_file}")
-
-def main():
-    try:
-        creator = ContentCreator()
-        success = creator.run()
-        if success:
-            print(f"SUCCESS: Created {len(creator.articles)} articles for {TODAY} (status: 待发布)")
-            sys.exit(0)
-        else:
-            print("WARNING: Content creation failed")
-            sys.exit(1)
-    except Exception as e:
-        logger.error(f"创作任务失败: {e}")
-        print(f"ERROR: {e}")
-        sys.exit(1)
-
-if __name__ == "__main__":
-    main()
diff --git a/scripts/creator_original.py b/scripts/creator_original.py
deleted file mode 100644
index be67745..0000000
--- a/scripts/creator_original.py
+++ /dev/null
@@ -1,651 +0,0 @@
-#!/usr/bin/env python3
-"""
-内容创作脚本
-每天凌晨5:30运行，从选题库选出最适合当天发布的题目，创作内容，生成图片内联HTML
-"""
-
-import os
-import sys
-import yaml
-import json
-import datetime
-import logging
-import random
-from pathlib import Path
-from typing import Dict, List, Optional, Tuple
-import hashlib
-from dataclasses import dataclass, asdict
-import subprocess
-import re
-
-# 项目根目录
-PROJECT_ROOT = Path(__file__).parent.parent
-sys.path.insert(0, str(PROJECT_ROOT))
-
-# 导入图片生成器
-from scripts.image_generator import ImageGenerator
-
-# 配置路径
-CONFIG_DIR = PROJECT_ROOT / "config"
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TEMPLATES_DIR = PROJECT_ROOT / "automation" / "templates"
-IMAGES_DIR = PROJECT_ROOT / "automation" / "images"
-LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
-TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
-
-# 日志配置
-logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.FileHandler(LOGS_DIR / f"creator_{TODAY}.log"),
-        logging.StreamHandler()
-    ]
-)
-logger = logging.getLogger(__name__)
-
-@dataclass
-class ContentArticle:
-    """内容文章"""
-    id: str
-    topic_id: str
-    title: str
-    platform: str  # zhihu, wechat, xiaohongshu
-    content: str  # HTML内容
-    image_paths: List[str]
-    metadata: Dict
-    created_date: str
-    output_dir: str
-
-class ContentCreator:
-    """内容创作器"""
-    
-    def __init__(self):
-        self.load_config()
-        self.today_dir = DATA_DIR / "drafts" / TODAY
-        self.today_dir.mkdir(parents=True, exist_ok=True)
-        self.release_dir = DATA_DIR / "releases" / TODAY
-        self.release_dir.mkdir(parents=True, exist_ok=True)
-        
-        # 结果存储
-        self.articles: List[ContentArticle] = []
-        
-    def load_config(self):
-        """加载配置文件"""
-        with open(CONFIG_DIR / "sources.yaml", "r", encoding='utf-8') as f:
-            self.config = yaml.safe_load(f)
-        
-        with open(CONFIG_DIR / "wecom_config.yaml", "r", encoding='utf-8') as f:
-            self.wecom_config = yaml.safe_load(f)
-        
-        # 平台规则
-        self.platform_rules = self.wecom_config["content_rules"]
-        
-        logger.info("配置加载完成")
-    
-    def select_topic_for_today(self) -> Optional[Dict]:
-        """选择最适合当天发布的选题"""
-        topics_file = DATA_DIR / "sustainability_topics.json"
-        if not topics_file.exists():
-            logger.error("选题库文件不存在")
-            return None
-        
-        with open(topics_file, 'r', encoding='utf-8') as f:
-            all_topics = json.load(f)
-        
-        if not all_topics:
-            logger.warning("选题库为空")
-            return None
-        
-        # 选择策略：优先选择高优先级、未发布、匹配当天趋势的选题
-        available_topics = [t for t in all_topics if t.get("status") != "已发布"]
-        
-        if not available_topics:
-            logger.warning("没有未发布的选题")
-            return None
-        
-        # 简单策略：选择优先级最高的
-        selected = max(available_topics, key=lambda t: t.get("priority_score", 0))
-        
-        # 获取相关案例
-        case_ids = selected.get("cases", [])
-        cases_file = DATA_DIR / "sustainability_cases.json"
-        related_cases = []
-        
-        if cases_file.exists():
-            with open(cases_file, 'r', encoding='utf-8') as f:
-                all_cases = json.load(f)
-                related_cases = [c for c in all_cases if c.get("id") in case_ids]
-        
-        logger.info(f"选择了选题: {selected.get('title')} (优先级: {selected.get('priority_score')})")
-        return {"topic": selected, "cases": related_cases}
-    
-    def create_content(self, topic_data: Dict) -> str:
-        """基于选题创作内容"""
-        topic = topic_data["topic"]
-        cases = topic_data["cases"]
-        
-        # 核心内容结构
-        sections = [
-            self._create_introduction(topic, cases),
-            self._create_global_cases_section(cases),
-            self._create_china_pain_analysis(topic),
-            self._create_localization_solution(topic),
-            self._create_mvp_actions(topic),
-            self._create_conclusion(topic)
-        ]
-        
-        content = "\n\n".join(sections)
-        
-        # 插入图片标记
-        image_markers = [
-            "[IMAGE: cover]",
-            "[IMAGE: data_chart]",
-            "[IMAGE: case_comparison]",
-            "[IMAGE: action_checklist]"
-        ]
-        
-        # 在合适位置插入图片标记
-        content_with_images = self._insert_image_markers(content, image_markers)
-        
-        return content_with_images
-    
-    def _create_introduction(self, topic: Dict, cases: List[Dict]) -> str:
-        """创建引言部分"""
-        title = topic.get("title", "")
-        category = cases[0].get("category", "可持续生活") if cases else "可持续生活"
-        
-        # 添加时效性元素（基于当天日期）
-        today_str = datetime.datetime.now().strftime("%Y年%m月%d日")
-        
-        introduction = f"""
-<h2>{title}</h2>
-
-<p>今天是{today_str}，全球可持续性领域又有新的进展。根据最新收集的数据和案例，我们发现{category}领域出现了一些值得关注的新趋势。</p>
-
-<p>这些国际案例对中国读者有什么启示？它们能否在中国落地？本文将通过全球案例对比和中国痛点分析，给出具体的本土化建议和可执行行动清单。</p>
-
-<p><strong>核心观点</strong>：国际先进经验不能盲目照搬，必须结合中国现实进行调整。关键在于找到"最小可行行动"，让可持续生活从理念变为日常实践。</p>
-"""
-        return introduction.strip()
-    
-    def _create_global_cases_section(self, cases: List[Dict]) -> str:
-        """创建全球案例部分"""
-        if not cases:
-            return ""
-        
-        case_sections = []
-        for i, case in enumerate(cases[:3], 1):  # 限制3个案例
-            country = case.get("country", "全球")
-            title = case.get("title", "")
-            core_idea = case.get("core_idea", "")
-            data_facts = case.get("data_facts", "")
-            
-            case_html = f"""
-<h3>案例{i}: {country} - {title[:50]}</h3>
-<p><strong>核心方法</strong>: {core_idea[:150]}...</p>
-<p><strong>数据支撑</strong>: {data_facts}</p>
-<p><strong>全球优势</strong>: {case.get('global_advantage', '需进一步分析')}</p>
-"""
-            case_sections.append(case_html.strip())
-        
-        return "\n".join(case_sections)
-    
-    def _create_china_pain_analysis(self, topic: Dict) -> str:
-        """创建中国痛点分析"""
-        china_pains = topic.get("china_pain_points", "中国相关数据不足，需本土化验证")
-        
-        return f"""
-<h3>中国落地的三大痛点</h3>
-<p>将上述国际案例在中国落地时，通常会遇到以下问题：</p>
-
-<ol>
-<li><strong>制度和文化差异</strong>: 中国的政策环境、消费习惯、社区文化与国际不同</li>
-<li><strong>成本和经济约束</strong>: 中国消费者对价格敏感，环保产品往往有溢价</li>
-<li><strong>基础设施限制</strong>: 相关配套设施不完善，增加了实施难度</li>
-</ol>
-
-<p>具体到本次选题，主要痛点是：{china_pains}</p>
-"""
-    
-    def _create_localization_solution(self, topic: Dict) -> str:
-        """创建本土化方案"""
-        solution = topic.get("localization_solution", "国际案例中国化适配方案")
-        
-        return f"""
-<h3>本土化适配方案</h3>
-<p>基于中国现实，建议采用以下适配策略：</p>
-
-<ul>
-<li><strong>渐进式实施</strong>: 先小规模试点，验证可行性后再扩大</li>
-<li><strong>成本控制优先</strong>: 寻找低成本替代方案，降低实施门槛</li>
-<li><strong>社区驱动</strong>: 发动社区力量，而非完全依赖个人</li>
-<li><strong>技术隐形化</strong>: 让科技成为辅助，而非增加复杂度</li>
-</ul>
-
-<p>具体方案：{solution}</p>
-"""
-    
-    def _create_mvp_actions(self, topic: Dict) -> str:
-        """创建MVP行动清单"""
-        mvp_actions = topic.get("mvp_actions", "读者可立即尝试的3个行动")
-        
-        return f"""
-<h3>立即行动清单（MVP）</h3>
-<p>以下是从今天开始可以执行的行动：</p>
-
-<ol>
-<li><strong>第一步（今天）</strong>: 记录现状，识别改进空间</li>
-<li><strong>第二步（本周）</strong>: 尝试一个最小可行改变</li>
-<li><strong>第三步（本月）</strong>: 评估效果，决定是否继续</li>
-<li><strong>第四步（季度）</strong>: 建立习惯，分享经验</li>
-</ol>
-
-<p>具体行动：{mvp_actions}</p>
-"""
-    
-    def _create_conclusion(self, topic: Dict) -> str:
-        """创建结论部分"""
-        title = topic.get("title", "")
-        
-        return f"""
-<h3>总结与展望</h3>
-<p>{title}的核心在于<strong>行动而非理论</strong>。国际案例提供参考，但最终的成功取决于在中国环境下的创造性适配。</p>
-
-<p>建议读者：</p>
-<ul>
-<li><strong>不追求完美</strong>: 从一个小改变开始</li>
-<li><strong>不害怕失败</strong>: 允许试错，从错误中学习</li>
-<li><strong>不孤军奋战</strong>: 寻找志同道合的伙伴</li>
-<li><strong>不忘记初心</strong>: 可持续生活的最终目的是更好的生活质量</li>
-</ul>
-
-<p>宇之然将持续关注全球可持续性趋势，并提供更多中国落地的实践指南。</p>
-
-<p><em>（本文由宇之然AI助手基于全球案例数据库生成，数据来源可靠，内容经合规审查）</em></p>
-"""
-    
-    def _insert_image_markers(self, content: str, markers: List[str]) -> str:
-        """在内容中插入图片标记"""
-        lines = content.split('\n')
-        result_lines = []
-        image_index = 0
-        
-        for line in lines:
-            result_lines.append(line)
-            # 在合适位置插入图片标记（如段落之后）
-            if line.startswith('<h3>') and image_index < len(markers):
-                result_lines.append(markers[image_index])
-                image_index += 1
-        
-        # 开头添加封面图
-        result_lines.insert(2, markers[0]) if markers else None
-        
-        return '\n'.join(result_lines)
-    
-    def generate_images(self, content: str, topic_data: Dict) -> Dict[str, str]:
-        """生成图片 - 使用PIL自动生成"""
-        topic = topic_data["topic"]
-        title = topic.get("title", "可持续性内容")
-        
-        # 初始化图片生成器
-        generator = ImageGenerator()
-        
-        # 生成图片（返回路径列表）
-        try:
-            generated = generator.generate_all_placeholders(title, platform="zhihu")
-            # 将Path对象转为字符串
-            image_dict = {k: str(v) for k, v in generated.items()}
-            logger.info(f"生成了 {len(image_dict)} 张真实图片（PIL生成）")
-            return image_dict
-        except Exception as e:
-            logger.error(f"图片生成失败，回退到占位符: {e}")
-            # 回退：生成占位符文本文件
-            return self._generate_placeholder_images(title)
-    
-    def _generate_placeholder_images(self, title: str) -> Dict[str, str]:
-        """生成占位符图片（文本文件）"""
-        images_dir = IMAGES_DIR / "generated" / TODAY
-        images_dir.mkdir(parents=True, exist_ok=True)
-        
-        image_dict = {}
-        # 1. 封面图
-        cover_path = images_dir / "cover.txt"
-        with open(cover_path, 'w', encoding='utf-8') as f:
-            f.write(f"封面图: {title}\n日期: {TODAY}\n作者: 宇之然")
-        image_dict["cover"] = str(cover_path)
-        
-        # 2. 数据图表
-        chart_path = images_dir / "data_chart.txt"
-        with open(chart_path, 'w', encoding='utf-8') as f:
-            f.write("数据图表（示例）\n")
-            f.write("可持续性效果对比\n")
-            f.write("国际案例 vs 中国实践")
-        image_dict["data_chart"] = str(chart_path)
-        
-        # 3. 案例对比
-        comparison_path = images_dir / "case_comparison.txt"
-        with open(comparison_path, 'w', encoding='utf-8') as f:
-            f.write("案例对比表格\n")
-            f.write("全球最佳实践 → 中国适配建议")
-        image_dict["case_comparison"] = str(comparison_path)
-        
-        # 4. 行动清单
-        checklist_path = images_dir / "action_checklist.txt"
-        with open(checklist_path, 'w', encoding='utf-8') as f:
-            f.write("立即行动清单\n")
-            f.write("1. 记录现状\n2. 小步尝试\n3. 评估效果\n4. 建立习惯")
-        image_dict["action_checklist"] = str(checklist_path)
-        
-        logger.info(f"生成了 {len(image_dict)} 个图片占位文件")
-        return image_dict
-    
-    def create_html_for_platform(self, content: str, images: Dict[str, str], platform: str, topic_data: Dict = None) -> str:
-        """生成平台的HTML文件"""
-        # 1. 在 content 中替换图片标记
-        image_markers = {
-            "[IMAGE: cover]": images.get("cover", ""),
-            "[IMAGE: data_chart]": images.get("data_chart", ""),
-            "[IMAGE: case_comparison]": images.get("case_comparison", ""),
-            "[IMAGE: action_checklist]": images.get("action_checklist", ""),
-            "[IMAGE: equipment]": images.get("equipment", ""),
-        }
-        for marker, image_path in image_markers.items():
-            if image_path:
-                img_tag = f'<img src="{image_path}" alt="{marker}">'
-                content = content.replace(marker, img_tag)
-        
-        # 2. 替换索引标记
-        ordered_keys = ["cover", "data_chart", "case_comparison", "action_checklist", "equipment"]
-        for i, key in enumerate(ordered_keys, 1):
-            if key in images:
-                marker = f"[IMAGE: image_{i}]"
-                img_tag = f'<img src="{images[key]}" alt="图片{i}" class="platform-{platform}">'
-                content = content.replace(marker, img_tag)
-        
-        # 3. 填充模板（将内容放入）
-        template = self._get_base_template()
-        html = template.replace("<!-- CONTENT -->", content)
-        
-        # 4. 平台特定占位符替换（在 html 上进行）
-        if platform == "zhihu":
-            # 确定选题领域
-            field = "可持续生活"
-            if topic_data and isinstance(topic_data, dict):
-                topic_field = topic_data.get("topic", {}).get("field", "")
-                if topic_field:
-                    field = topic_field
-            # 领域映射到标签
-            tag_map = {
-                "未来工作方式": ["科技", "职场", "AI"],
-                "可持续生活系统": ["可持续", "生活", "环保"],
-                "个人知识工厂": ["知识管理", "个人成长", "效率"],
-                "科技人文交叉": ["科技", "人文", "AI伦理"],
-            }
-            tags = tag_map.get(field, ["科技", "生活", "可持续"])[:4]
-            tags.append(TODAY[:4]+"年趋势")
-            tags_section = '<div class="tags">' + " ".join(f'#{tag}' for tag in tags) + '</div>'
-            logger.info(f"[DEBUG] Replacing TAGS with: {tags_section}")
-            if "<!-- TAGS -->" in html:
-                html = html.replace("<!-- TAGS -->", tags_section)
-                logger.info(f"[DEBUG] After TAGS replace, length: {len(html)}")
-            else:
-                logger.warning("[DEBUG] TAGS placeholder not found in HTML! Template may be missing.")
-                # Fallback: append tags at end of content
-                html = html.replace("</body>", tags_section + "\n</body>")
-        
-        elif platform == "wechat":
-            abstract = content[:100] + "..."
-            html = html.replace("<!-- ABSTRACT -->", f'<p class="abstract">{abstract}</p>')
-        
-        elif platform == "xiaohongshu":
-            field = "可持续生活"
-            if topic_data and isinstance(topic_data, dict):
-                topic_field = topic_data.get("topic", {}).get("field", "")
-                if topic_field:
-                    field = topic_field
-            hashtag_map = {
-                "未来工作方式": ["#远程工作", "#数字游民", "#AI副业"],
-                "可持续生活系统": ["#可持续生活", "#零浪费", "#环保"],
-                "个人知识工厂": ["#第二大脑", "#PKM", "#个人成长"],
-                "科技人文交叉": ["#科技", "#AI伦理", "#数字健康"],
-            }
-            hashtags = hashtag_map.get(field, ["#可持续生活", "#全球视野", "#宇之然"])[:5]
-            hashtags_section = '<div class="hashtags">' + " ".join(hashtags) + '</div>'
-            html = html.replace("<!-- HASHTAGS -->", hashtags_section)
-        
-        # 5. 替换日期和标题
-        title = "可持续性内容"
-        if topic_data and isinstance(topic_data, dict):
-            topic_title = topic_data.get("topic", {}).get("title")
-            if topic_title:
-                title = topic_title
-        html = html.replace("{{DATE}}", TODAY)
-        html = html.replace("{{TITLE}}", title)
-        
-        # Debug: check tags presence
-        if platform == "zhihu":
-            tags_pos = html.find('class="tags"')
-            if tags_pos != -1:
-                snippet = html[max(0, tags_pos-50):tags_pos+100]
-                logger.info(f"[DEBUG] Tags found: ...{snippet}...")
-            else:
-                logger.info("[DEBUG] Tags section not found")
-        
-        return html
-    
-    def _get_base_template(self) -> str:
-        """获取基础HTML模板"""
-        return """
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>{{TITLE}} - {{DATE}}</title>
-    <style>
-        body { font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif; line-height: 1.6; max-width: 800px; margin: 0 auto; padding:66px; }
-        h1, h2, h3 { color: #333; margin-top: 1.5em; }
-        p { margin: 1em 0; color: #555; }
-        ul, ol { padding-left: 1.5em; }
-        img { max-width: 100%; height: auto; margin: 1em 0; border: 1px solid #eee; }
-        .tags, .hashtags { margin: 1em 0; color: #666; }
-        .abstract { background: #f9f9f9; padding: 1em; border-left: 4px solid #4CAF50; }
-        footer { margin-top: 2em; padding-top: 1em; border-top: 1px solid #eee; color: #888; font-size: 0.9em; }
-    </style>
-</head>
-<body>
-    <!-- CONTENT -->
-    <footer>
-        <p>本文由宇之然AI助手生成 | 数据来源：全球可持续性信息源 | 生成日期：{{DATE}}</p>
-    </footer>
-</body>
-</html>
-"""
-    
-    def save_article(self, article: ContentArticle):
-        """保存文章"""
-        output_dir = Path(article.output_dir)
-        output_dir.mkdir(parents=True, exist_ok=True)
-        
-        # HTML文件
-        html_file = output_dir / f"{article.platform}_{article.id}.html"
-        with open(html_file, 'w', encoding='utf-8') as f:
-            f.write(article.content)
-        
-        # 元数据
-        meta_file = output_dir / f"{article.platform}_{article.id}.json"
-        with open(meta_file, 'w', encoding='utf-8') as f:
-            json.dump(asdict(article), f, ensure_ascii=False, indent=2)
-        
-        logger.info(f"保存了 {article.platform} 版本文章: {html_file}")
-    
-    def send_wecom_notification(self):
-        """发送企业微信通知"""
-        try:
-            notification_script = PROJECT_ROOT / "scripts" / "wecom_notifier.py"
-            if not notification_script.exists():
-                logger.warning("企业微信通知脚本不存在")
-                return
-            
-            # 准备通知数据
-            notification_data = {
-                "task": "content_creation",
-                "time": datetime.datetime.now().strftime("%Y-%m-%d %H:%M"),
-                "topic_title": self.articles[0].title if self.articles else "无",
-                "image_count": len(self.articles[0].image_paths) if self.articles else 0,
-                "output_dir": str(self.release_dir.relative_to(PROJECT_ROOT)),
-                "status": "完成" if self.articles else "失败"
-            }
-            
-            data_file = self.today_dir / "creator_notification.json"
-            with open(data_file, 'w', encoding='utf-8') as f:
-                json.dump(notification_data, f, ensure_ascii=False)
-            
-            # 运行通知脚本
-            result = subprocess.run(
-                [sys.executable, str(notification_script), str(data_file)],
-                capture_output=True,
-                text=True,
-                cwd=PROJECT_ROOT
-            )
-            
-            if result.returncode == 0:
-                logger.info("企业微信通知发送成功")
-            else:
-                logger.error(f"通知发送失败: {result.stderr}")
-                
-        except Exception as e:
-            logger.error(f"发送通知失败: {e}")
-    
-    def run(self):
-        """主运行流程"""
-        logger.info("开始内容创作")
-        
-        # 1. 选择选题
-        topic_data = self.select_topic_for_today()
-        if not topic_data:
-            logger.error("未能选择选题，任务结束")
-            return False
-        
-        # 2. 创作内容
-        content = self.create_content(topic_data)
-        
-        # 3. 生成图片 (返回字典)
-        images_dict = self.generate_images(content, topic_data)
-        
-        # 4. 为每个平台生成HTML
-        platforms = ["zhihu", "wechat", "xiaohongshu"]
-        topic_id = topic_data["topic"].get("id", "unknown")
-        
-        # 确定图片顺序
-        ordered_keys = ["cover", "data_chart", "case_comparison", "action_checklist", "equipment"]
-        images_list = [images_dict[k] for k in ordered_keys if k in images_dict]
-        
-        for platform in platforms:
-            html = self.create_html_for_platform(content, images_dict, platform, topic_data)
-            
-            article = ContentArticle(
-                id=f"{topic_id}_{platform}",
-                topic_id=topic_id,
-                title=topic_data["topic"].get("title", ""),
-                platform=platform,
-                content=html,
-                image_paths=images_list,  # 有序列表
-                metadata={
-                    "platform": platform,
-                    "topic": topic_data["topic"],
-                    "cases": topic_data["cases"],
-                    "word_count": len(content)
-                },
-                created_date=TODAY,
-                output_dir=str(self.release_dir / platform)
-            )
-            
-            self.save_article(article)
-            self.articles.append(article)
-        
-        # 5. 更新选题状态
-        self.update_topic_status(topic_id)
-        
-        # 6. 发送通知
-        self.send_wecom_notification()
-        
-        # 7. 合规审查（如有生成文章）
-        if self.articles:
-            self.run_compliance_check(self.articles[0])
-        
-        logger.info(f"创作完成: {len(self.articles)} 篇文章")
-        return True
-    
-    def update_topic_status(self, topic_id: str):
-        """更新选题状态为已发布"""
-        topics_file = DATA_DIR / "sustainability_topics.json"
-        if not topics_file.exists():
-            return
-        
-        with open(topics_file, 'r', encoding='utf-8') as f:
-            all_topics = json.load(f)
-        
-        for topic in all_topics:
-            if topic.get("id") == topic_id:
-                topic["status"] = "已发布"
-                topic["published_date"] = TODAY
-                break
-        
-        with open(topics_file, 'w', encoding='utf-8') as f:
-            json.dump(all_topics, f, ensure_ascii=False, indent=2)
-        
-        logger.info(f"更新选题 {topic_id} 状态为已发布")
-
-    def run_compliance_check(self, article):
-        """运行合规审查"""
-        try:
-            from scripts.compliance_checker import check_article
-            
-            result = check_article(
-                article.content,
-                article.platform,
-                article.metadata.get("topic") if hasattr(article, 'metadata') else None
-            )
-            
-            # 记录审查结果
-            log_msg = f"合规审查: {article.platform} - {article.title[:30]} - 得分: {result['score']} - 问题数: {len(result['issues'])}"
-            if result['passed']:
-                logger.info(log_msg)
-            else:
-                logger.warning(log_msg)
-                for issue in result['issues']:
-                    logger.warning(f"  [合规问题] {issue['type']}/{issue.get('category','')}: {issue.get('suggestion','')}")
-            
-            # 保存审查报告
-            compliance_file = self.today_dir / f"compliance_{article.id}.json"
-            with open(compliance_file, 'w', encoding='utf-8') as f:
-                json.dump(result, f, ensure_ascii=False, indent=2)
-            
-            logger.info(f"合规报告已保存: {compliance_file}")
-            
-        except Exception as e:
-            logger.error(f"合规审查失败: {e}")
-
-
-def main():
-    """主函数"""
-    try:
-        creator = ContentCreator()
-        success = creator.run()
-        
-        if success:
-            print(f"SUCCESS: Created {len(creator.articles)} articles for {TODAY}")
-            sys.exit(0)
-        else:
-            print("WARNING: Content creation failed")
-            sys.exit(1)
-            
-    except Exception as e:
-        logger.error(f"创作任务失败: {e}")
-        print(f"ERROR: {e}")
-        sys.exit(1)
-
-if __name__ == "__main__":
-    main()
\ No newline at end of file
diff --git a/scripts/db_helper.py b/scripts/db_helper.py
index fda8e03..33d534c 100644
--- a/scripts/db_helper.py
+++ b/scripts/db_helper.py
@@ -80,11 +80,50 @@ def update_topic_status(topic_id: str, status: str, db: Optional[Session] = None
         if close_db:
             db.close()
 
+def get_active_llm_config(db: Optional[Session] = None) -> Optional[Dict]:
+    """获取启用的 LLM 配置，优先读取 system_configs 中的 review_llm_id
+
+    返回格式: { "model", "temperature", "max_tokens", "system_prompt", "name" }
+    无配置时返回 None（调用方应使用环境变量默认值）
+    """
+    close_db = False
+    if db is None:
+        db = SessionLocal()
+        close_db = True
+    try:
+        from app.models import LLMConfig, SystemConfig
+        # 先查系统配置中指定的 review_llm_id
+        sc = db.query(SystemConfig).filter(SystemConfig.key == 'review_llm_id').first()
+        target_id = None
+        if sc and sc.value and sc.value.isdigit():
+            target_id = int(sc.value)
+        query = db.query(LLMConfig)
+        if target_id:
+            query = query.filter(LLMConfig.id == target_id)
+        query = query.filter(LLMConfig.is_active == True)
+        cfg = query.first()
+        if not cfg:
+            cfg = db.query(LLMConfig).filter(LLMConfig.is_active == True).first()
+        if cfg:
+            return {
+                "id": cfg.id,
+                "name": cfg.name,
+                "model": cfg.model,
+                "temperature": cfg.temperature,
+                "max_tokens": cfg.max_tokens,
+                "system_prompt": cfg.system_prompt,
+                "user_prompt_template": cfg.user_prompt_template,
+            }
+        return None
+    finally:
+        if close_db:
+            db.close()
+
 def topic_to_dict(topic: Topic) -> Dict:
     return {
         'id': topic.id,
         'title': topic.title,
-        'field': topic.field.name if topic.field else None,
+        'field': topic.field_name,
         'format': topic.format,
         'core_concept': topic.core_concept,
         'audience_pain': topic.audience_pain,
@@ -131,7 +170,7 @@ def save_topics_to_db(topics_data: List[Dict]):
             existing = db.query(Topic).filter(Topic.id == t['id']).first()
             if existing:
                 # 更新字段
-                for field in ['title', 'field', 'format', 'core_concept', 'audience_pain', 'unique_angle', 'priority', 'priority_score', 'total_score', 'status', 'cases', 'source_file', 'compliance_score', 'platform_urls']:
+                for field in ['title', 'field_name', 'format', 'core_concept', 'audience_pain', 'unique_angle', 'priority', 'priority_score', 'total_score', 'status', 'cases', 'source_file', 'compliance_score', 'platform_urls']:
                     setattr(existing, field, t.get(field, getattr(existing, field)))
                 if t.get('ready_at'):
                     try:
@@ -148,7 +187,7 @@ def save_topics_to_db(topics_data: List[Dict]):
                 new_topic = Topic(
                     id=t['id'],
                     title=t['title'],
-                    field=t.get('field', '可持续生活系统'),
+                    field_name=t.get('field_name') or t.get('field', '可持续生活系统'),
                     format=t.get('format'),
                     core_concept=t.get('core_concept'),
                     audience_pain=t.get('audience_pain'),
@@ -173,3 +212,97 @@ def save_topics_to_db(topics_data: List[Dict]):
         raise
     finally:
         db.close()
+
+def save_article(topic_id: str, platform: str, html_content: str, db: Optional[Session] = None) -> Dict:
+    """保存/更新文章到 articles 表"""
+    close_db = False
+    if db is None:
+        db = SessionLocal()
+        close_db = True
+    try:
+        from app.models import Article
+        article_id = f"{platform}_{topic_id}"
+        existing = db.query(Article).filter(Article.id == article_id).first()
+        now = datetime.now()
+        if existing:
+            existing.html_content = html_content
+            existing.compliance_score = existing.compliance_score
+        else:
+            article = Article(
+                id=article_id,
+                topic_id=topic_id,
+                platform=platform,
+                file_path=f"db:{article_id}",
+                html_content=html_content,
+                status="draft",
+                compliance_score=None
+            )
+            db.add(article)
+        db.commit()
+        return {"id": article_id, "topic_id": topic_id, "platform": platform}
+    except Exception:
+        db.rollback()
+        raise
+    finally:
+        if close_db:
+            db.close()
+
+def get_article(topic_id: str, platform: str, db: Optional[Session] = None) -> Optional[Dict]:
+    """从 articles 表获取文章 HTML"""
+    close_db = False
+    if db is None:
+        db = SessionLocal()
+        close_db = True
+    try:
+        from app.models import Article
+        article_id = f"{platform}_{topic_id}"
+        article = db.query(Article).filter(Article.id == article_id).first()
+        if not article:
+            return None
+        return {
+            "id": article.id,
+            "topic_id": article.topic_id,
+            "platform": article.platform,
+            "html_content": article.html_content,
+            "status": article.status,
+            "compliance_score": article.compliance_score,
+            "created_at": article.created_at.isoformat() if article.created_at else None,
+        }
+    finally:
+        if close_db:
+            db.close()
+
+def get_articles_by_topic(topic_id: str, db: Optional[Session] = None) -> List[Dict]:
+    """获取某选题在所有平台的文章"""
+    close_db = False
+    if db is None:
+        db = SessionLocal()
+        close_db = True
+    try:
+        from app.models import Article
+        articles = db.query(Article).filter(Article.topic_id == topic_id).all()
+        return [{
+            "id": a.id,
+            "topic_id": a.topic_id,
+            "platform": a.platform,
+            "html_content": a.html_content,
+            "status": a.status,
+            "compliance_score": a.compliance_score,
+        } for a in articles]
+    finally:
+        if close_db:
+            db.close()
+
+def delete_articles_by_topic(topic_id: str, db: Optional[Session] = None):
+    """删除某选题的所有文章"""
+    close_db = False
+    if db is None:
+        db = SessionLocal()
+        close_db = True
+    try:
+        from app.models import Article
+        db.query(Article).filter(Article.topic_id == topic_id).delete()
+        db.commit()
+    finally:
+        if close_db:
+            db.close()
diff --git a/scripts/list_strategy_topics.py b/scripts/list_strategy_topics.py
index 1304b4b..1048b92 100644
--- a/scripts/list_strategy_topics.py
+++ b/scripts/list_strategy_topics.py
@@ -1,17 +1,21 @@
 #!/usr/bin/env python3
-import json
-data = json.load(open('automation/data/sustainability_topics.json', 'r', encoding='utf-8'))
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+from db_helper import export_topics_to_json
+
+topics = export_topics_to_json()
 print(f'✅ 宇之然选题库（新战略版）')
-print(f'总选题数: {len(data)}')
-print(f'已发布: {len([t for t in data if t["status"]=="已发布"])}')
-print(f'待处理: {len([t for t in data if t["status"]=="待处理"])}')
+print(f'总选题数: {len(topics)}')
+print(f'已发布: {len([t for t in topics if t["status"]=="published"])}')
+print(f'待处理: {len([t for t in topics if t["status"] in ("pending", "待处理")])}')
 print('\n按领域分组:')
 fields = {}
-for t in sorted(data, key=lambda x: x['id']):
+for t in sorted(topics, key=lambda x: x['id']):
     f = t['field']
     fields.setdefault(f, []).append(t)
 for f, items in fields.items():
     print(f'\n{f} ({len(items)}个):')
     for t in items:
-        status_icon = '✅' if t['status']=='已发布' else '⏳'
+        status_icon = '✅' if t['status']=='published' else '⏳'
         print(f'  {status_icon} {t["id"]} {t["title"]}')
diff --git a/scripts/list_topics.py b/scripts/list_topics.py
index 4235598..4b602ef 100644
--- a/scripts/list_topics.py
+++ b/scripts/list_topics.py
@@ -1,12 +1,13 @@
 #!/usr/bin/env python3
-import json
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+from db_helper import export_topics_to_json
 
-with open('automation/data/sustainability_topics.json', 'r', encoding='utf-8') as f:
-    data = json.load(f)
-
-print(f'总选题数: {len(data)}')
-pending = [t for t in data if t['status'] == '待处理']
-avg = sum(t['total_score'] for t in pending) / len(pending) if pending else 0
+topics = export_topics_to_json()
+pending = [t for t in topics if t['status'] in ('pending', '待处理')]
+avg = sum(t['total_score'] or 0 for t in pending) / len(pending) if pending else 0
+print(f'总选题数: {len(topics)}')
 print(f'待处理选题数: {len(pending)}')
 print(f'待处理平均分: {avg:.1f}')
 print('\n待处理选题详情:')
diff --git a/scripts/outline.py b/scripts/outline.py
index f133db3..02917fa 100644
--- a/scripts/outline.py
+++ b/scripts/outline.py
@@ -1,6 +1,6 @@
 #!/usr/bin/env python3
 """
-大纲阶段：基于研究笔记生成文章大纲（数据库版）
+大纲阶段：基于选题和研究笔记，用 LLM 动态生成结构化大纲
 """
 
 import json, datetime, logging, sys
@@ -9,9 +9,14 @@ from typing import Dict
 
 PROJECT_ROOT = Path(__file__).parent.parent
 sys.path.insert(0, str(PROJECT_ROOT))
+sys.path.insert(0, str(PROJECT_ROOT / "platform" / "backend"))
 
-# 导入数据库辅助模块
 from db_helper import get_topic_by_id
+try:
+    from app.core.nvidia_client import call_llm
+    HAVE_LLM = True
+except ImportError:
+    HAVE_LLM = False
 
 DATA_DIR = PROJECT_ROOT / "automation" / "data"
 RESEARCH_DIR = DATA_DIR / "research"
@@ -28,34 +33,64 @@ class Outliner:
         self.topic_id = topic_id
         self.topic = self._load_topic()
         research_file = RESEARCH_DIR / TODAY / f"{topic_id}_research.md"
-        if not research_file.exists():
-            raise FileNotFoundError(f"Research notes not found: {research_file}")
-        self.research_notes = research_file.read_text(encoding='utf-8')
+        self.research_notes = research_file.read_text(encoding='utf-8') if research_file.exists() else ""
         self.output_dir = OUTPUT_DIR / TODAY
         self.output_dir.mkdir(parents=True, exist_ok=True)
 
     def _load_topic(self) -> Dict:
         topic = get_topic_by_id(self.topic_id)
-        if not topic:
-            raise ValueError(f"Topic {self.topic_id} not found")
+        if not topic: raise ValueError(f"Topic {self.topic_id} not found")
         return topic
 
     def generate_outline(self) -> str:
-        """生成文章大纲 Markdown（基于模板）"""
         title = self.topic['title']
         field = self.topic.get('field', '')
         core = self.topic.get('core_concept', '')
         pain = self.topic.get('audience_pain', '')
         angle = self.topic.get('unique_angle', '')
+        cases_summary = self.research_notes[:2000] if self.research_notes else "暂无研究笔记"
 
-        # 解析研究笔记中的案例数量
-        case_count = self.research_notes.count('### 案例')
+        if HAVE_LLM:
+            prompt = f"""你是一个真人编辑，在为一篇文章列大纲。不要套模板，根据具体内容灵活设计结构。
 
-        outline = f"""# 文章大纲：{title}
+## 选题信息
+标题：{title}
+领域：{field}
+核心观点：{core}
+受众痛点：{pain}
+独特视角：{angle}
+
+## 研究笔记
+{cases_summary}
+
+## 要求
+- 章节数灵活，5-8章都行，不硬凑
+- 每章给2-4个要点即可，不需要每章都标字数
+- 结构要有递进，但不一定非得是痛点-分析-方案这种套路
+- 不要用「引言」「总结」这类通用标题，要贴合具体内容
+- 尽量把独特视角和受众痛点融入各章，而不是单独列出来
+- 每个要点一句话点出核心，不用展开写
+
+直接输出大纲。"""
+            try:
+                outline = call_llm(prompt, temperature=0.6, max_tokens=2000, system_prompt="你是一个有经验的内容编辑，擅长为不同选题设计差异化的文章结构。")
+                logger.info(f"LLM 大纲生成成功，长度：{len(outline)}")
+                return f"# 文章大纲：{title}\n\n{outline}\n\n---\n*大纲生成时间：{TODAY}*"
+            except Exception as e:
+                logger.warning(f"LLM 大纲生成失败: {e}，使用模板")
+
+        return self._template_outline(title, field, core, pain, angle)
+
+    def _template_outline(self, title, field, core, pain, angle) -> str:
+        case_count = self.research_notes.count('### 案例') if self.research_notes else 0
+        case_section = f"""## 四、全球/行业趋势与案例
+- 引用研究笔记中的 {case_count} 个案例，精选 2-3 个详述
+- 数据支撑：提取研究笔记中的关键数据
+- 趋势分析""" if case_count > 0 else ""
+        return f"""# 文章大纲：{title}
 
 ## 一、引言
-- 开场场景/痛点引入
-- 提出核心问题：{title}
+- 场景切入：{title}
 - 点明文章价值
 
 ## 二、核心观点
@@ -63,36 +98,23 @@ class Outliner:
 
 ## 三、受众痛点分析
 {pain}
+{case_section}
 
-## 四、全球/行业趋势与案例
-- 引用研究笔记中的 {case_count} 个案例，精选 2-3 个详述
-- 数据支撑：提取研究笔记中的关键数据
-- 趋势分析
-
-## 五、本土落地建议
+## {"五" if case_section else "四"}、本土落地建议
 - 结合{field}领域特点
 - 提供可执行的步骤
 - 注意事项
 
-## 六、独特视角：{angle}
+## {"六" if case_section else "五"}、独特视角：{angle}
 
-## 七、行动指南（MVP）
-1. 理解现状
-2. 小范围试验
-3. 评估效果
-4. 形成习惯
+## {"七" if case_section else "六"}、行动指南
+1. 了解现状 2. 制定方案 3. 小范围验证 4. 持续优化
 
-## 八、总结与鼓励
-- 回顾要点
-- 呼吁行动
-
-## 九、参考文献
-- 从研究笔记中提取来源链接
+## {"八" if case_section else "七"}、总结与鼓励
 
 ---
-*大纲生成时间：{TODAY}*
-"""
-        return outline
+
+*大纲生成时间：{TODAY}*"""
 
     def save(self):
         outline_text = self.generate_outline()
@@ -104,9 +126,8 @@ class Outliner:
 def main():
     import argparse
     parser = argparse.ArgumentParser()
-    parser.add_argument('--topic-id', required=True, help='选题ID')
+    parser.add_argument('--topic-id', required=True)
     args = parser.parse_args()
-
     o = Outliner(args.topic_id)
     o.save()
     print(f"SUCCESS: Outline created for {args.topic_id}")
diff --git a/scripts/research.py b/scripts/research.py
index 2dc870d..e38c08c 100644
--- a/scripts/research.py
+++ b/scripts/research.py
@@ -1,21 +1,25 @@
 #!/usr/bin/env python3
-"""
-研究阶段：为选题收集资料并生成研究笔记（数据库版）
-"""
-
 import json, datetime, logging, sys, re
 from pathlib import Path
 from typing import Dict, List
 
 PROJECT_ROOT = Path(__file__).parent.parent
 sys.path.insert(0, str(PROJECT_ROOT))
+sys.path.insert(0, str(PROJECT_ROOT / "platform" / "backend"))
 
-# 导入数据库辅助模块
 from db_helper import get_topic_by_id
+try:
+    from app.core.nvidia_client import call_llm
+    HAVE_LLM = True
+except ImportError:
+    HAVE_LLM = False
+
+from trends import get_trend_context
+from web_search import enrich_topic_research
 
 DATA_DIR = PROJECT_ROOT / "automation" / "data"
 CASES_FILE = DATA_DIR / "sustainability_cases.json"
-OUTPUT_DIR = DATA_DIR / "research"  # 研究笔记输出目录
+OUTPUT_DIR = DATA_DIR / "research"
 LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
 TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
 
@@ -43,12 +47,10 @@ class Researcher:
         return []
 
     def find_relevant_cases(self, top_k: int = 5) -> List[Dict]:
-        """基于标题和字段匹配相关案例（简化）"""
         field = self.topic.get('field', '').lower()
         title = self.topic.get('title', '').lower()
         scored = []
         for case in self.cases:
-            # 日期过滤：仅保留 2025 年及以后（支持 YYYY-MM-DD 或 YYYY 格式）
             case_date = case.get('date', '')
             if case_date:
                 m = re.search(r'(\d{4})', str(case_date))
@@ -57,7 +59,6 @@ class Researcher:
             score = 0
             if field and field in case.get('field', '').lower():
                 score += 3
-            # 标题关键词匹配
             case_title = case.get('title', '').lower()
             for word in title.split():
                 if len(word) > 2 and word in case_title:
@@ -67,9 +68,43 @@ class Researcher:
         scored.sort(key=lambda x: x[0], reverse=True)
         return [c for _, c in scored[:top_k]]
 
+    def _llm_summary(self, cases: List[Dict]) -> str:
+        if not HAVE_LLM:
+            return ""
+        cases_text = json.dumps(cases, ensure_ascii=False, indent=2)
+        # 获取实时搜索数据作为 LLM 参考
+        search_data = enrich_topic_research(self.topic)
+        search_section = f"\n## 实时搜索结果\n{search_data}\n" if search_data else ""
+        prompt = f"""你是一个行业研究员。基于以下选题和相关案例，写一段研究发现。
+
+## 选题
+标题：{self.topic['title']}
+领域：{self.topic.get('field', '')}
+核心观点：{self.topic.get('core_concept', '')}
+受众痛点：{self.topic.get('audience_pain', '')}
+独特视角：{self.topic.get('unique_angle', '')}
+{search_section}
+## 相关案例（{len(cases)}个）
+{cases_text}
+
+## 相关案例（{len(cases)}个）
+{cases_text}
+
+## 要求
+- 提炼2-3个真正有价值的洞察，不是每个案例都硬凑一条
+- 每条洞察1-2句话，说人话，不要列1/2/3
+- 避免「首先其次最后」「综上所述」
+- 指出1-2个你不太确定的方向，作为后续研究的提示"""
+        try:
+            return call_llm(prompt, temperature=0.5, max_tokens=1200, system_prompt="你是一个行业研究员，擅长从案例中发现真洞察。")
+        except Exception as e:
+            logger.warning(f"LLM 研究发现摘要生成失败: {e}")
+            return ""
+
     def generate_notes(self) -> str:
-        """生成研究笔记 Markdown"""
         cases = self.find_relevant_cases()
+        trend_context = get_trend_context(self.topic.get('field'))
+        search_data = enrich_topic_research(self.topic)
         lines = [
             f"# 研究笔记：{self.topic['title']}",
             f"\n## 选题信息",
@@ -78,6 +113,8 @@ class Researcher:
             f"- **核心观点**: {self.topic.get('core_concept', '待补充')}",
             f"- **受众痛点**: {self.topic.get('audience_pain', '待补充')}",
             f"- **独特视角**: {self.topic.get('unique_angle', '待补充')}",
+            f"\n{trend_context}",
+            f"\n{search_data}" if search_data else "",
             f"\n## 相关案例（{len(cases)}个）\n"
         ]
         for i, case in enumerate(cases, 1):
@@ -89,17 +126,47 @@ class Researcher:
                 f"- **关键数据**: {case.get('key_metrics', '无')}",
                 ""
             ])
-        lines.extend([
-            "## 研究发现摘要",
-            "- 待补充：从案例中提炼的趋势和洞察",
-            "- 待补充：数据支撑",
-            "",
-            "## 待深入研究的问题",
-            "- [ ] 需要更多本土数据",
-            "- [ ] 需要验证某些结论的适用性",
-            "",
-            f"*生成时间：{TODAY}*"
-        ])
+
+        llm_summary = self._llm_summary(cases)
+        if llm_summary:
+            lines.extend([
+                "## 研究发现摘要（LLM 生成）",
+                llm_summary,
+                ""
+            ])
+        else:
+            insights = []
+            for case in cases[:3]:
+                summary = case.get('summary', case.get('description', ''))
+                metrics = case.get('key_metrics', '')
+                if summary:
+                    insight = f"- {case.get('title', '相关案例')}：{summary[:100]}"
+                    if metrics:
+                        insight += f"（{metrics[:80]}）"
+                    insights.append(insight)
+            if not insights:
+                insights = ["- 暂未匹配到高度相关的历史案例"]
+            pain_text = self.topic.get('audience_pain', '')
+            topic_insights = [f"- {pain_text[:100]}"] if pain_text else []
+            lines.extend([
+                "## 研究发现摘要",
+                "",
+            ])
+            lines.extend(insights)
+            if topic_insights:
+                lines.extend(topic_insights)
+            lines.extend([
+                "",
+                "## 待深入研究的问题",
+            ])
+            if cases:
+                lines.append("- [ ] 验证以上案例在当前选题背景下的适用性")
+            lines.extend([
+                "- [ ] 收集更多本土一手数据",
+                "- [ ] 确认目标受众的实际反馈",
+                ""
+            ])
+        lines.append(f"*生成时间：{TODAY}*")
         return "\n".join(lines)
 
     def save(self):
diff --git a/scripts/reset_to_pending.py b/scripts/reset_to_pending.py
index ce49d2b..a7621b0 100644
--- a/scripts/reset_to_pending.py
+++ b/scripts/reset_to_pending.py
@@ -1,10 +1,12 @@
 #!/usr/bin/env python3
-import json
-data = json.load(open('automation/data/sustainability_topics.json', 'r', encoding='utf-8'))
-for t in data:
-    if t['id'] in ['B05', 'D01']:
-        t['status'] = '待处理'
-        if 'ready_at' in t:
-            del t['ready_at']
-json.dump(data, open('automation/data/sustainability_topics.json', 'w', encoding='utf-8'), ensure_ascii=False, indent=2)
+import sys
+from pathlib import Path
+
+PROJECT_ROOT = Path(__file__).parent.parent
+sys.path.insert(0, str(PROJECT_ROOT))
+
+from db_helper import update_topic_status
+
+for tid in ['B05', 'D01']:
+    update_topic_status(tid, 'pending')
 print('已重置 B05, D01 为待处理')
diff --git a/scripts/reset_topics.py b/scripts/reset_topics.py
index 3144107..d74cf39 100644
--- a/scripts/reset_topics.py
+++ b/scripts/reset_topics.py
@@ -1,68 +1,24 @@
 #!/usr/bin/env python3
-"""
-重置指定选题状态为「待处理」（数据库 + JSON 备份）
-"""
-
 import sys
 from pathlib import Path
 
 PROJECT_ROOT = Path(__file__).parent.parent
 sys.path.insert(0, str(PROJECT_ROOT))
 
-try:
-    from db_helper import update_topic_status, get_topic_by_id
-    HAVE_DB = True
-except ImportError:
-    HAVE_DB = False
-    print("Warning: db_helper not available, will only update JSON")
-
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TOPICS_FILE = DATA_DIR / "sustainability_topics.json"
-
-def reset_json_status(ids):
-    try:
-        with open(TOPICS_FILE, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-    except:
-        topics = []
-    updated_ids = []
-    for t in topics:
-        if t['id'] in ids:
-            t['status'] = 'pending'
-            if 'ready_at' in t:
-                del t['ready_at']
-            updated_ids.append(t['id'])
-    with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-        json.dump(topics, f, ensure_ascii=False, indent=2)
-    return updated_ids
-
-def reset_db_status(ids):
-    if not HAVE_DB:
-        return []
-    updated = []
-    for tid in ids:
-        if update_topic_status(tid, 'pending'):
-            updated.append(tid)
-    return updated
+from db_helper import update_topic_status, get_topic_by_id
 
 def main():
-    # 指定要重置的ID列表
-    target_ids = ['D01', 'B05']  # 可修改
+    target_ids = ['D01', 'B05']
     print(f"正在重置选题状态: {target_ids}")
-
-    # 更新数据库
-    db_updated = reset_db_status(target_ids) if HAVE_DB else []
-    if db_updated:
-        print(f"[DB] 已重置: {db_updated}")
+    updated = []
+    for tid in target_ids:
+        if update_topic_status(tid, 'pending'):
+            updated.append(tid)
+    if updated:
+        print(f"[DB] 已重置: {updated}")
     else:
-        print("[DB] 未更新或数据库不可用")
-
-    # 更新 JSON 备份
-    json_updated = reset_json_status(target_ids)
-    print(f"[JSON] 已重置: {json_updated}")
-
+        print("[DB] 无更新")
     print("完成")
 
 if __name__ == "__main__":
-    import json
     main()
diff --git a/scripts/show_status_report.py b/scripts/show_status_report.py
index 2237a9a..565002a 100644
--- a/scripts/show_status_report.py
+++ b/scripts/show_status_report.py
@@ -1,46 +1,50 @@
 #!/usr/bin/env python3
-import json, datetime
+import sys, datetime
 from pathlib import Path
+from collections import Counter
 
 PROJECT_ROOT = Path(__file__).parent.parent
-data_dir = PROJECT_ROOT / "automation" / "data"
-releases_dir = data_dir / "releases" / "2026-04-16"
-drafts_dir = data_dir / "drafts" / "2026-04-16"
+sys.path.insert(0, str(PROJECT_ROOT))
 
-# 1. 选题状态
-topics = json.load(open(data_dir / "sustainability_topics.json", encoding='utf-8'))
+from db_helper import export_topics_to_json
+
+DATA_DIR = PROJECT_ROOT / "automation" / "data"
+TODAY = datetime.date.today().isoformat()
+releases_dir = DATA_DIR / "releases" / TODAY
+drafts_dir = DATA_DIR / "drafts" / TODAY
+
+topics = export_topics_to_json()
 by_status = {}
 for t in topics:
-    s = t.get('status','待处理')
+    s = t.get('status', '待处理')
     by_status.setdefault(s, []).append(t)
 
-print(f"📊 宇之然内容生成系统状态报告 ({datetime.date.today()})")
+print(f"\U0001f4ca 宇之然内容生成系统状态报告 ({TODAY})")
 print(f"\n=== 1. 选题库总览 ===")
 print(f"总选题数: {len(topics)}")
 for s, arr in sorted(by_status.items()):
     print(f"  {s}: {len(arr)} 个")
 
-# 2. 今日生成内容
-print(f"\n=== 2. 今日 (2026-04-16) 已生成内容 ===")
+print(f"\n=== 2. 今日 ({TODAY}) 已生成内容 ===")
 if releases_dir.exists():
-    zhihu = list((releases_dir / 'zhihu').glob('*.html'))
-    wechat = list((releases_dir / 'wechat').glob('*.html'))
-    xhs = list((releases_dir / 'xiaohongshu').glob('*.html'))
+    zhihu = list((releases_dir / 'zhihu').glob('*.html')) if (releases_dir / 'zhihu').exists() else []
+    wechat = list((releases_dir / 'wechat').glob('*.html')) if (releases_dir / 'wechat').exists() else []
+    xhs = list((releases_dir / 'xiaohongshu').glob('*.html')) if (releases_dir / 'xiaohongshu').exists() else []
     print(f"  知乎: {len(zhihu)} 篇")
     print(f"  微信公众号: {len(wechat)} 篇")
     print(f"  小红书: {len(xhs)} 篇")
-    # 列出选题ID
     topic_ids = set()
     for f in zhihu:
         topic_ids.add(f.stem.split('_')[1])
-    print(f"  涉及选题ID: {', '.join(sorted(topic_ids))}")
+    if topic_ids:
+        print(f"  涉及选题ID: {', '.join(sorted(topic_ids))}")
 else:
     print("  今日无发布内容")
 
-# 3. 合规与优化结果
 report_file = drafts_dir / "optimization_report.json"
 if report_file.exists():
-    report = json.load(open(report_file, encoding='utf-8'))
+    import json
+    report = json.loads(report_file.read_text(encoding='utf-8'))
     print(f"\n=== 3. 合规优化结果 ===")
     sm = report['summary']
     print(f"  总文章数: {sm['total_articles']}")
@@ -50,14 +54,13 @@ if report_file.exists():
     if sm['need_manual'] == 0:
         print("  ✅ 所有文章均已自动合规")
 else:
-    print("\n=== 3. 合规优化结果 ===")
+    print(f"\n=== 3. 合规优化结果 ===")
     print("  未找到优化报告")
 
-# 4. 待发布选题（可发布）
+ready = by_status.get('ready', [])
 print(f"\n=== 4. 待发布选题（已合规）===")
-ready = by_status.get('待发布', [])
 if ready:
-    for t in sorted(ready, key=lambda x: x.get('priority_score',0), reverse=True):
+    for t in sorted(ready, key=lambda x: x.get('priority_score', 0), reverse=True):
         print(f"  {t['id']}: {t['title'][:50]}")
 else:
     print("  暂无待发布选题")
diff --git a/scripts/show_topics.py b/scripts/show_topics.py
index 0bc8c07..46fcc7f 100644
--- a/scripts/show_topics.py
+++ b/scripts/show_topics.py
@@ -1,19 +1,22 @@
 #!/usr/bin/env python3
-import json
+import sys
 from collections import Counter
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+from db_helper import export_topics_to_json
 
-with open('automation/data/sustainability_topics.json', 'r', encoding='utf-8') as f:
-    data = json.load(f)
+topics = export_topics_to_json()
 
 print('=== 选题库状态 ===')
-print(f'总选题数: {len(data)}')
-print(f'字段: {list(data[0].keys())}')
+print(f'总选题数: {len(topics)}')
+if topics:
+    print(f'字段: {list(topics[0].keys())}')
 
 print('\n状态分布:')
-status_counts = Counter(t.get('status', '<无>') for t in data)
+status_counts = Counter(t.get('status', '<无>') for t in topics)
 for s, c in sorted(status_counts.items()):
     print(f'  {s}: {c} 个')
 
 print('\n各状态详情:')
-for t in data:
+for t in topics:
     print(f"{t['id']}: {t['title'][:40]:40} | 状态: {t.get('status', '?'):6} | 优先级: {t.get('priority_score', '-')}")
diff --git a/scripts/test_creator.py b/scripts/test_creator.py
index f4922d0..cb0e3f9 100644
--- a/scripts/test_creator.py
+++ b/scripts/test_creator.py
@@ -1,19 +1,10 @@
 #!/usr/bin/env python3
 import sys
 from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+from db_helper import get_topic_by_id, get_topics_by_status
 
-PROJECT_ROOT = Path(__file__).parent.parent
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-topics_file = DATA_DIR / "sustainability_topics.json"
-
-print(f"Project root: {PROJECT_ROOT}")
-print(f"Looking for: {topics_file}")
-print(f"Exists: {topics_file.exists()}")
-
-if topics_file.exists():
-    import json
-    with open(topics_file, 'r', encoding='utf-8') as f:
-        topics = json.load(f)
-    print(f"Loaded {len(topics)} topics")
-    if topics:
-        print("First topic:", topics[0]['title'], f"score={topics[0]['priority_score']}, status={topics[0]['status']}")
+pending = get_topics_by_status('pending')
+print(f"待处理选题数: {len(pending)}")
+for t in pending[:3]:
+    print(f"  {t['id']}: {t['title'][:40]}, score={t['priority_score']}")
diff --git a/scripts/topic_selector.py b/scripts/topic_selector.py
new file mode 100644
index 0000000..f32a031
--- /dev/null
+++ b/scripts/topic_selector.py
@@ -0,0 +1,189 @@
+#!/usr/bin/env python3
+"""
+选题引擎 v2：多趋势加权匹配 + 趋势缺口检测 + 新选题生成
+"""
+
+import sys, json, logging
+from pathlib import Path
+from typing import Dict, List, Optional
+
+PROJECT_ROOT = Path(__file__).parent.parent
+sys.path.insert(0, str(PROJECT_ROOT))
+sys.path.insert(0, str(PROJECT_ROOT / "platform" / "backend"))
+
+from trends import load_trends
+from db_helper import export_topics_to_json, update_topic_status, save_topics_to_db
+from app.core.nvidia_client import call_llm
+
+DATA_DIR = PROJECT_ROOT / "automation" / "data"
+TRENDS_FILE = DATA_DIR / "trends.json"
+TODAY = __import__('datetime').datetime.now().strftime("%Y-%m-%d")
+
+logger = logging.getLogger(__name__)
+
+TREND_DOMAIN_MAP = {
+    "远程工作": "未来工作方式",
+    "AI工具": "AI与效率",
+    "可持续生活": "可持续生活系统",
+    "知识管理": "个人知识工厂",
+    "数字生活": "科技人文交叉",
+    "科技人文": "科技人文交叉",
+    "个人成长": "个人成长",
+    "副业": "个人成长",
+    "AI创作": "AI与效率",
+    "未来工作": "未来工作方式",
+    "效率工具": "AI与效率",
+    "家庭教育": "科技人文交叉",
+}
+
+def _topic_trend_score(topic: Dict, trend: Dict) -> float:
+    field = (topic.get("field") or "").lower()
+    title = (topic.get("title") or "").lower()
+    core = (topic.get("core_concept") or "").lower()
+    trend_domain = TREND_DOMAIN_MAP.get(trend.get("domain", ""), "")
+    keywords = [trend.get("topic", "")] + trend.get("hot_keywords", [])
+    score = 0.0
+    if trend_domain and trend_domain in field:
+        score += 5
+    for kw in keywords:
+        kw = kw.lower()
+        if kw in title: score += 3
+        elif kw in core: score += 2
+    return score
+
+def match_trends_to_topics() -> List[Dict]:
+    trends = load_trends()
+    topics = [t for t in export_topics_to_json() if t.get('status') in ('pending', '待处理')]
+    if not trends or not topics:
+        return []
+
+    topic_scores = {}
+    for topic in topics:
+        tid = topic["id"]
+        per_trend = []
+        total = 0.0
+        for trend in trends:
+            s = _topic_trend_score(topic, trend)
+            if s > 0:
+                per_trend.append({"trend": trend["topic"], "domain": trend.get("domain",""), "score": s})
+                total += s
+        if per_trend:
+            topic_scores[tid] = {
+                "topic_id": tid,
+                "topic_title": topic["title"],
+                "total_score": total + (topic.get("priority_score", 0) or 0) * 0.3,
+                "matched_trends": sorted(per_trend, key=lambda x: -x["score"]),
+                "matched_count": len(per_trend),
+            }
+
+    results = sorted(topic_scores.values(), key=lambda x: -x["total_score"])
+    return results
+
+def detect_trend_gaps() -> List[Dict]:
+    trends = load_trends()
+    topics = export_topics_to_json()
+    gaps = []
+    for trend in trends:
+        matched = False
+        trend_keywords = [trend.get("topic", "").lower()] + [k.lower() for k in trend.get("hot_keywords", [])]
+        for t in topics:
+            title = (t.get("title") or "").lower()
+            core = (t.get("core_concept") or "").lower()
+            for kw in trend_keywords:
+                if kw in title or kw in core:
+                    matched = True
+                    break
+            if matched:
+                break
+        if not matched:
+            gaps.append(trend)
+    return gaps
+
+def generate_new_topics(gaps: List[Dict]) -> List[Dict]:
+    if not gaps:
+        return []
+    prompt = f"""以下热点话题在我们的选题库中没有匹配项。请为每个热点生成一个新选题建议。
+
+热点列表：
+{chr(10).join(f'- {g["topic"]}（{g.get("domain","")}，{g.get("reason","")}）' for g in gaps)}
+
+输出 JSON 数组，每个元素包含：
+- "title": 选题标题（有吸引力，20字内）
+- "field": 所属领域
+- "core_concept": 核心观点（一句话）
+- "audience_pain": 受众痛点
+- "unique_angle": 独特视角
+
+只输出 JSON，不要其他文字。"""
+    try:
+        resp = call_llm(prompt, temperature=0.4, max_tokens=2000)
+        resp = resp.strip()
+        if resp.startswith("```"):
+            resp = resp.split("\n", 1)[1].rsplit("\n", 1)[0]
+        suggestions = json.loads(resp)
+        if isinstance(suggestions, list):
+            return suggestions
+    except Exception as e:
+        logger.warning(f"新选题生成失败: {e}")
+    return []
+
+def suggest_new_topics() -> List[Dict]:
+    gaps = detect_trend_gaps()
+    if not gaps:
+        logger.info("所有趋势均有匹配选题，无需新增")
+        return []
+    logger.info(f"发现 {len(gaps)} 个趋势缺口: {[g['topic'] for g in gaps]}")
+    new_topics = generate_new_topics(gaps)
+    if new_topics:
+        logger.info(f"生成 {len(new_topics)} 个新选题建议")
+        report_path = DATA_DIR / "topic_suggestions.json"
+        data = {"date": TODAY, "gaps": gaps, "suggestions": new_topics}
+        DATA_DIR.mkdir(parents=True, exist_ok=True)
+        report_path.write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8")
+    return new_topics
+
+def select_best_topic() -> Optional[Dict]:
+    matches = match_trends_to_topics()
+    if matches:
+        best = matches[0]
+        logger.info(f"选题推荐: {best['topic_id']} {best['topic_title']} "
+                    f"(命中 {best['matched_count']} 个趋势, 综合分: {best['total_score']:.1f})")
+        topic = __import__('db_helper').get_topic_by_id(best['topic_id'])
+        if topic:
+            return topic
+
+    from db_helper import get_next_topic
+    fallback = get_next_topic(priority='高') or get_next_topic()
+    if fallback:
+        logger.info(f"无趋势匹配，退回到优先级最高选题: {fallback['id']}")
+    return fallback
+
+def print_report():
+    matches = match_trends_to_topics()
+    trends = load_trends()
+    gaps = detect_trend_gaps()
+    print(f"=== 选题匹配报告 ({TODAY}) ===\n")
+    print(f"当前趋势数: {len(trends)}")
+    print(f"待处理选题: {len([t for t in export_topics_to_json() if t.get('status') in ('pending', '待处理')])}")
+    print(f"趋势匹配数: {len(matches)}")
+    print(f"趋势缺口: {len(gaps)}\n")
+
+    if matches:
+        print(f"{'排名':>4} {'选题ID':6} {'综合分':>6} {'命中趋势':>6} {'趋势详情':30} {'选题标题'}")
+        print("-" * 100)
+        for i, m in enumerate(matches[:10], 1):
+            trends_str = ", ".join(t["trend"][:10] for t in m["matched_trends"][:3])
+            print(f"{i:>4} {m['topic_id']:6} {m['total_score']:>6.1f} {m['matched_count']:>6} {trends_str:30} {m['topic_title'][:40]}")
+
+    if gaps:
+        print(f"\n=== 趋势缺口（无匹配选题）===")
+        for g in gaps:
+            print(f"  ⚠️  {g['topic']}（{g.get('domain','')}）— {g.get('reason','')}")
+
+if __name__ == "__main__":
+    logging.basicConfig(level=logging.INFO)
+    print_report()
+    print()
+    new = suggest_new_topics()
+    if new:
+        print(f"\n新选题建议已保存到 automation/data/topic_suggestions.json")
diff --git a/scripts/trends.py b/scripts/trends.py
new file mode 100644
index 0000000..d8db212
--- /dev/null
+++ b/scripts/trends.py
@@ -0,0 +1,103 @@
+#!/usr/bin/env python3
+"""
+热点趋势感知模块
+- LLM 生成当前领域热点话题
+- 可扩展接入外部热搜 API
+"""
+
+import json, datetime, logging, sys
+from pathlib import Path
+from typing import List, Dict
+
+PROJECT_ROOT = Path(__file__).parent.parent
+sys.path.insert(0, str(PROJECT_ROOT))
+sys.path.insert(0, str(PROJECT_ROOT / "platform" / "backend"))
+
+from app.core.nvidia_client import call_llm
+
+DATA_DIR = PROJECT_ROOT / "automation" / "data"
+TRENDS_FILE = DATA_DIR / "trends.json"
+LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
+TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
+
+logging.basicConfig(
+    level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s',
+    handlers=[logging.FileHandler(LOGS_DIR / f"trends_{TODAY}.log"), logging.StreamHandler()]
+)
+logger = logging.getLogger(__name__)
+
+DOMAINS = ["远程工作", "AI工具", "可持续生活", "知识管理", "数字生活", "科技人文"]
+
+def fetch_llm_trends() -> List[Dict]:
+    prompt = f"""你是社交媒体趋势分析师。列出今天（2026年5月）中文互联网上最热的10个话题，要求：
+
+1. 覆盖以下领域：{', '.join(DOMAINS)}
+2. 每个话题包含：领域、话题名称、热度原因（1句话）、相关热搜词（3个）
+3. 优先选择在知乎/微博/小红书上有讨论度的话题
+4. 输出 JSON 数组，格式：
+[{{"domain": "领域", "topic": "话题名", "reason": "热度原因", "hot_keywords": ["词1","词2","词3"], "platform": "知乎/微博/小红书"}}]
+
+只输出 JSON，不要其他文字。"""
+    try:
+        resp = call_llm(prompt, temperature=0.4, max_tokens=2000)
+        resp = resp.strip()
+        if resp.startswith("```"):
+            resp = resp.split("\n", 1)[1].rsplit("\n", 1)[0]
+        trends = json.loads(resp)
+        if isinstance(trends, list):
+            return trends
+    except Exception as e:
+        logger.warning(f"LLM 趋势获取失败: {e}")
+    return []
+
+def save_trends(trends: List[Dict]):
+    data = {
+        "date": TODAY,
+        "updated_at": datetime.datetime.now().isoformat(),
+        "trends": trends
+    }
+    DATA_DIR.mkdir(parents=True, exist_ok=True)
+    TRENDS_FILE.write_text(json.dumps(data, ensure_ascii=False, indent=2), encoding='utf-8')
+    logger.info(f"趋势数据已保存: {len(trends)} 条")
+
+def load_trends() -> List[Dict]:
+    if TRENDS_FILE.exists():
+        try:
+            data = json.loads(TRENDS_FILE.read_text(encoding='utf-8'))
+            if data.get("date") == TODAY:
+                return data.get("trends", [])
+        except:
+            pass
+    return []
+
+def get_trending_topics(domain: str = None, top_k: int = 5) -> List[Dict]:
+    trends = load_trends()
+    if domain:
+        trends = [t for t in trends if domain in t.get("domain", "") or t.get("domain", "") in domain]
+    return trends[:top_k]
+
+def get_trend_context(domain: str = None) -> str:
+    trends = get_trending_topics(domain, top_k=3)
+    if not trends:
+        return "暂无趋势数据"
+    lines = ["## 当前热点趋势", ""]
+    for t in trends:
+        keywords = ", ".join(t.get("hot_keywords", []))
+        lines.append(f"- **{t['topic']}**（{t.get('platform','')}）：{t.get('reason','')}")
+        if keywords:
+            lines.append(f"  热搜词：{keywords}")
+    return "\n".join(lines)
+
+def main():
+    logger.info("开始获取热点趋势...")
+    trends = fetch_llm_trends()
+    if trends:
+        save_trends(trends)
+        for t in trends:
+            print(f"  [{t.get('domain','?')}] {t['topic']} — {t.get('platform','')}")
+    else:
+        print("未获取到趋势数据")
+    print(f"完成，共 {len(trends)} 条")
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/verify_restore.py b/scripts/verify_restore.py
index 6da8333..238f8f4 100644
--- a/scripts/verify_restore.py
+++ b/scripts/verify_restore.py
@@ -1,6 +1,10 @@
 #!/usr/bin/env python3
-import json
-data = json.load(open('automation/data/sustainability_topics.json', 'r', encoding='utf-8'))
-print(f"Total topics: {len(data)}")
-for t in data[:5]:
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent))
+from db_helper import export_topics_to_json
+
+topics = export_topics_to_json()
+print(f"Total topics: {len(topics)}")
+for t in topics[:5]:
     print(f"- {t.get('id')}: {t.get('title','')[:40]}")
diff --git a/scripts/web_search.py b/scripts/web_search.py
new file mode 100644
index 0000000..fa440a8
--- /dev/null
+++ b/scripts/web_search.py
@@ -0,0 +1,152 @@
+#!/usr/bin/env python3
+"""实时搜索模块：使用 Bing 搜索获取真实结果，为研究提供数据支撑"""
+
+import sys, json, logging, re
+from pathlib import Path
+from typing import List, Dict
+from datetime import datetime
+
+PROJECT_ROOT = Path(__file__).parent.parent
+DATA_DIR = PROJECT_ROOT / "automation" / "data"
+logger = logging.getLogger(__name__)
+
+CACHE_FILE = DATA_DIR / "search_cache.json"
+CACHE_TTL = 3600 * 6
+_skip_domains = ['baike.baidu.com', 'zdic.net', 'hanyu.baidu.com', 'dict.cn']
+
+_cache = None
+
+def _load_cache() -> Dict:
+    global _cache
+    if _cache is not None:
+        return _cache
+    if CACHE_FILE.exists():
+        try:
+            _cache = json.loads(CACHE_FILE.read_text(encoding='utf-8'))
+            return _cache
+        except:
+            pass
+    _cache = {}
+    return _cache
+
+def _save_cache():
+    global _cache
+    CACHE_FILE.parent.mkdir(parents=True, exist_ok=True)
+    CACHE_FILE.write_text(json.dumps(_cache, ensure_ascii=False, indent=2), encoding='utf-8')
+
+def _is_relevant(result: Dict, query: str) -> bool:
+    url = result.get('url', '')
+    if any(d in url for d in _skip_domains):
+        return False
+    text = result.get('title', '') + result.get('snippet', '')
+    query_words = [w for w in re.split(r'[\s,，]+', query) if len(w) >= 2]
+    if not query_words:
+        return True
+    match_count = sum(1 for w in query_words if w in text)
+    return match_count >= max(1, int(len(query_words) * 0.3))
+
+def search(query: str, max_results: int = 5, use_cache: bool = True) -> List[Dict]:
+    cache_key = f"{query}_{max_results}"
+    if use_cache:
+        cache = _load_cache()
+        if cache_key in cache:
+            entry = cache[cache_key]
+            if datetime.now().timestamp() - entry.get('ts', 0) < CACHE_TTL:
+                logger.info(f"缓存命中: {query[:30]}")
+                return entry['results']
+    try:
+        from bs4 import BeautifulSoup
+        import requests
+        headers = {
+            'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36',
+            'Accept-Language': 'zh-CN,zh;q=0.9,en;q=0.8',
+        }
+        url = 'https://cn.bing.com/search?q=' + requests.utils.quote(query) + '&setlang=zh-cn&cc=cn'
+        r = requests.get(url, headers=headers, timeout=15)
+        soup = BeautifulSoup(r.text, 'html.parser')
+        results = []
+        for li in soup.find_all('li', class_='b_algo'):
+            if len(results) >= max_results:
+                break
+            h2 = li.find('h2')
+            if not h2:
+                continue
+            a = h2.find('a')
+            if not a or not a.get('href'):
+                continue
+            title = a.get_text(strip=True)
+            href = a['href']
+            p = li.find('p')
+            snippet = p.get_text(strip=True) if p else ''
+            if title and href and not href.startswith('javascript'):
+                r = {'title': title, 'url': href, 'snippet': snippet[:200]}
+                if _is_relevant(r, query):
+                    results.append(r)
+        if use_cache:
+            _load_cache()
+            _cache[cache_key] = {'ts': datetime.now().timestamp(), 'results': results}
+            _save_cache()
+        logger.info(f"搜索完成: {query[:40]} -> {len(results)}条")
+        return results
+    except Exception as e:
+        logger.warning(f"搜索失败: {query[:30]} -> {e}")
+        return []
+
+def _extract_keywords(text: str, max_words: int = 4) -> str:
+    sep = r'[：:，。！？\s()（）""\u201c\u201d#+\-*\d]'
+    words = [w.strip() for w in re.split(sep, text) if len(w.strip()) >= 2]
+    seen = set()
+    result = []
+    for w in words:
+        if w not in seen:
+            seen.add(w)
+            result.append(w)
+    return ' '.join(result[:max_words])
+
+def _make_queries(topic: Dict) -> List[str]:
+    title = topic.get('title', '')
+    field = topic.get('field', '')
+    core = topic.get('core_concept', '')
+    pain = topic.get('audience_pain', '')
+    queries = []
+    kw = _extract_keywords(title)
+    if kw:
+        queries.append(kw)
+    core_kw = _extract_keywords(core, 3)
+    if core_kw and core_kw != kw:
+        queries.append(core_kw)
+    if field and kw:
+        queries.append(field + ' ' + kw.split()[0] if kw.split() else field)
+    if pain:
+        pain_kw = _extract_keywords(pain, 3)
+        if pain_kw and pain_kw not in queries:
+            queries.append(pain_kw)
+    if kw:
+        queries.append(kw + ' 2025 2026')
+        queries.append(kw + ' 案例')
+    return queries
+
+def enrich_topic_research(topic: Dict) -> str:
+    queries = _make_queries(topic)
+    seen_urls = set()
+    all_results = []
+    for q in queries:
+        for r in search(q, max_results=3):
+            if r['url'] not in seen_urls:
+                seen_urls.add(r['url'])
+                all_results.append(r)
+    if not all_results:
+        return ""
+    lines = ["\n## 实时搜索数据\n"]
+    for r in all_results[:6]:
+        lines.append("- **" + r['title'] + "**")
+        lines.append("  " + r['url'])
+        if r.get('snippet'):
+            lines.append("  > " + r['snippet'][:200])
+        lines.append("")
+    return '\n'.join(lines)
+
+if __name__ == "__main__":
+    logging.basicConfig(level=logging.INFO)
+    results = search("Obsidian AI 第二大脑 搭建")
+    print(json.dumps(results, ensure_ascii=False, indent=2))
diff --git a/scripts/writer.py b/scripts/writer.py
index 36f1bfb..c9fb565 100644
--- a/scripts/writer.py
+++ b/scripts/writer.py
@@ -1,32 +1,20 @@
 #!/usr/bin/env python3
-"""
-撰写阶段：基于大纲和选题生成完整文章（三平台版本）- 数据库版
-"""
-
-import json, datetime, logging, sys, re, subprocess
+import json, datetime, logging, sys, re
 from pathlib import Path
 from typing import Dict, List
 
 PROJECT_ROOT = Path(__file__).parent.parent
-# 添加项目根和 backend 路径，以导入 app.core.llm_client
 sys.path.insert(0, str(PROJECT_ROOT))
 sys.path.insert(0, str(PROJECT_ROOT / 'platform' / 'backend'))
 
-# 导入 LLM 客户端（NVIDIA）
-from app.database import SessionLocal
-from app.models import Topic
+from db_helper import get_topic_by_id, update_topic_status
 try:
-    from app.core.modelscope_client import expand_content_with_llm  # type: ignore
-    HAVE_LLM = True  # ModelScope
-except ImportError as e:
-    logging.warning(f"LLM client unavailable: {e}")
+    from app.core.nvidia_client import call_llm
+    HAVE_LLM = True
+except ImportError:
     HAVE_LLM = False
 
-# 导入数据库辅助模块
-from db_helper import get_topic_by_id, update_topic_status
-
-PROJECT_ROOT = Path(__file__).parent.parent
-sys.path.insert(0, str(PROJECT_ROOT))
+import mistune
 
 DATA_DIR = PROJECT_ROOT / "automation" / "data"
 OUTLINE_DIR = DATA_DIR / "outlines"
@@ -46,6 +34,23 @@ logging.basicConfig(
 )
 logger = logging.getLogger(__name__)
 
+_md_parser = mistune.create_markdown()
+
+PLATFORM_CONFIG = {
+    "zhihu": {
+        "max_chars": 3000,
+        "style": "深度长文分析",
+    },
+    "wechat": {
+        "max_chars": 1500,
+        "style": "亲切口语化",
+    },
+    "xiaohongshu": {
+        "max_chars": 800,
+        "style": "图文笔记，emoji+标签",
+    },
+}
+
 class Writer:
     def __init__(self, topic_id: str):
         self.topic_id = topic_id
@@ -56,7 +61,6 @@ class Writer:
         self.outline_content = outline_file.read_text(encoding='utf-8')
         self.release_dir = RELEASE_DIR / TODAY
         self.release_dir.mkdir(parents=True, exist_ok=True)
-        # 加载研究笔记（作为 LLM 上下文）
         research_file = DATA_DIR / "research" / TODAY / f"{topic_id}_research.md"
         self.research_notes = research_file.read_text(encoding='utf-8') if research_file.exists() else ""
 
@@ -67,16 +71,12 @@ class Writer:
         return topic
 
     def _clean_title(self, title: str) -> str:
-        """去除标题中的指导性文字（如字数说明、MVP标记等）"""
-        import re
-        # 去掉括号中的说明：约200字、约300字、MVP、试行等
         title = re.sub(r'[（(]约\s*\d+字[）)]', '', title)
         title = re.sub(r'[（(]MVP[）)]', '', title)
-        title = re.sub(r'[（(][^）)]*?[）)]', '', title)  # 保守移除任意括号内容（可能误伤，但大纲通常不包含重要括号信息）
+        title = re.sub(r'[（(][^）)]*?[）)]', '', title)
         return title.strip()
 
     def _parse_outline_sections(self) -> List[Dict]:
-        """将大纲 Markdown 解析为结构化列表，保留层级和内容"""
         sections = []
         current = None
         for line in self.outline_content.splitlines():
@@ -100,110 +100,321 @@ class Writer:
         return sections
 
     def _expand_section(self, section: Dict) -> str:
-        """将大纲中的简短描述扩展为完整段落"""
         content = section.get('content', '').strip()
-        # 如果有足够内容（>200字），直接返回
         if len(content) > 200:
             return content
-        # 如果内容极少，需要 LLM 扩写
         if HAVE_LLM and len(content) < 150:
             logger.info(f"使用 LLM 扩写章节: {section['title']}")
+            prompt = f"""你是一个真人写作者，在写一篇关于「{self.topic['title']}」的文章。现在要写「{section['title']}」这一节，你的笔记要点如下：
+
+{content}
+
+要求：
+- 200-300字，用自己的话展开
+- 用「你」或「我们」视角，不要用「我」
+- 读起来像人在自然说话，不是AI在组装文字
+- 避免「首先」「其次」「总的来说」「综上所述」这类套路表达
+- 如果合适，可以加一句反问
+
+直接输出段落正文。"""
             try:
-                expanded = expand_content_with_llm(
-                    topic=self.topic,
-                    section_title=section['title'],
-                    section_content=content,
-                    context=self.research_notes
-                )
+                expanded = call_llm(prompt, temperature=0.6, max_tokens=1500)
                 if expanded and len(expanded.strip()) > len(content):
                     return expanded.strip()
-                else:
-                    logger.warning("LLM 扩写失败，返回占位")
-                    raise ValueError("Empty expansion")
             except Exception as e:
-                logger.warning(f"LLM 扩写失败: {e}，使用占位内容")
-                # 返回占位内容，保持流程继续
-                return f"{content}\n\n（本段内容需要人工补充：当前模型调用失败或未配置）"
-        # 否则返回原内容
+                logger.warning(f"LLM 扩写失败: {e}")
+
+        # Fallback: 将 bullet points 展开为段落
+        lines = [l.strip() for l in content.split('\n') if l.strip()]
+        if lines:
+            sentences = []
+            for line in lines:
+                text = line.lstrip('- *').strip()
+                if text:
+                    for prefix in ['- ', '* ', '1. ', '2. ', '3. ', '4. ', '5. ']:
+                        if line.startswith(prefix):
+                            text = line[len(prefix):]
+                            break
+                    if text[-1] not in '。！？；':
+                        text += '。'
+                    sentences.append(text)
+            if sentences:
+                return ' '.join(sentences)
         return content
 
     def generate_full_markdown(self) -> str:
-        """根据大纲生成完整 Markdown 正文"""
         sections = self._parse_outline_sections()
         parts = []
-
         for sec in sections:
+            if sec['level'] == 1:
+                continue
+            heading = f"{'#' * sec['level']} {sec['title']}"
+            parts.append(heading)
             if sec.get('content'):
                 expanded = self._expand_section(sec)
-                parts.append(expanded + "\n\n")
-
+                parts.append(expanded + "\n")
         full_md = "\n".join(parts).strip()
         return full_md
 
-    def generate_platform_html(self, markdown: str, platform: str) -> str:
-        """将 Markdown 转换为平台 HTML（基于模板）"""
-        title = self.topic['title']
+    def _adapt_for_platform(self, markdown: str, platform: str) -> str:
+        cfg = PLATFORM_CONFIG[platform]
 
-        # 加载模板
+        platform_prompts = {
+            "zhihu": f"""你是一个知乎答主。把以下文章改写成知乎回答。
+
+## 知乎回答的特点
+- 知乎用户习惯理性分析、数据支撑、逻辑递进
+- 开头直击问题本质，不绕弯子
+- 每一段讲一个观点，段与段之间有逻辑推进
+
+## 改写要求
+- 用第三人称或「我们」视角，不要用「我」
+- 不要编个人经历——知乎读者在意的是分析质量，不是故事
+- 开头可以抛数据、抛现象、抛一个矛盾点
+- 不用"首先其次最后"，用自然过渡
+- 避免AI感表达：「总的来说」「综上所述」「值得注意的是」
+- 字数：{cfg['max_chars']}字以内
+
+## 原文
+{markdown[:3000]}
+
+## 输出
+直接输出改写后的完整内容（仅正文），每段后空一行。""",
+
+            "wechat": f"""你是一个公众号作者。把以下文章改写成公众号推文。
+
+## 公众号推文的特点
+- 开头必须制造共鸣或好奇心，让读者愿意往下读
+- 短段落，有节奏感，每段2-3行
+- 核心观点加粗突出
+
+## 改写要求
+- 用「你」视角，**通篇不允许出现「我」字**
+- 把原文中所有的「我」改成「你」或「很多人」或「有人」
+- 结构可以和原文完全不同——公众号不需要全面的分析，抓住1-2个痛点打透就行
+- 可以删减原文内容，保留最有力的观点
+- 避免「综上所述」「值得注意的是」「换言之」
+- 字数：{cfg['max_chars']}字以内
+
+## 原文
+{markdown[:3000]}
+
+## 输出
+直接输出改写后的完整内容（仅正文），每段后空一行。""",
+
+            "xiaohongshu": f"""你是一个小红书用户。把以下文章改写成小红书笔记。
+
+## 小红书笔记的特点
+- 极短！极短！极短！小红书用户没耐心看长文
+- 直接给结论、给清单、给步骤
+- 原文通常很深很全，但笔记只取最关键的2-3个点
+
+## 改写要求
+- **全文控制在 {cfg['max_chars']} 字以内**，多一个字都不要
+- 用「你」视角，不要用「我」
+- 开头一句抓住注意力，可以是结论、可以是一个反常识的观点
+- 正文每段1-2句，可以完全打乱原文结构
+- emoji每人段最多1个点缀，不要堆砌（✨💡✅🔸）
+- 结尾加 #话题标签 3-5个
+- 原文的深度分析全部砍掉，只留最 actionable 的内容
+
+## 原文
+{markdown[:3000]}
+
+## 输出
+直接输出改写后的完整内容（仅正文）。""",
+        }
+
+        if HAVE_LLM:
+            prompt = platform_prompts.get(platform, f"""将以下文章改写为适合{platform}平台版本，{cfg['max_chars']}字以内：
+
+{markdown[:3000]}""")
+            try:
+                adapted = call_llm(prompt, temperature=0.7, max_tokens=2000)
+                if adapted and len(adapted.strip()) > 50:
+                    adapted = adapted.strip()
+                    # 字数强校验
+                    max_c = cfg['max_chars']
+                    if platform == "xiaohongshu" and len(adapted) > max_c * 1.2:
+                        adapted = adapted[:max_c]
+                        last_break = max(adapted.rfind('。'), adapted.rfind('\n'), adapted.rfind('！'), adapted.rfind('？'))
+                        if last_break > max_c // 2:
+                            adapted = adapted[:last_break + 1]
+                    # 微信/知乎清除残留的"我"
+                    if platform in ("wechat", "zhihu"):
+                        adapted = adapted.replace('我', '你')
+                    logger.info(f"LLM 平台适配完成: {platform} ({len(adapted)}字, \"我\"x{adapted.count('我')})")
+                    return adapted
+            except Exception as e:
+                logger.warning(f"LLM {platform} 适配失败: {e}")
+            except Exception as e:
+                logger.warning(f"LLM {platform} 适配失败: {e}")
+
+        if platform == "xiaohongshu":
+            lines = markdown.split('\n')
+            result = []
+            char_count = 0
+            for line in lines:
+                if char_count >= cfg['max_chars']:
+                    break
+                if line.startswith('## '):
+                    line = f"## ✨ {line[3:]}"
+                elif line.startswith('### '):
+                    line = f"### 💡 {line[4:]}"
+
+                result.append(line)
+                char_count += len(line)
+            adapted = '\n'.join(result)
+            if adapted.count('#') == 0:
+                adapted = f"# {self.topic['title']}\n\n{adapted}"
+            return adapted
+        return markdown
+
+    def _get_platform_tags(self, platform: str) -> str:
+        field = self.topic.get('field', '')
+        title = self.topic.get('title', '')
+        core = self.topic.get('core_concept', '')
+
+        tag_prompts = {
+            "zhihu": f"根据文章信息，生成知乎文章分类标签（3-5个，每个2-4字）。知乎标签偏学术/行业分类，如「经济学」「消费心理学」「科技趋势」。标题：{title} 领域：{field} 核心观点：{core} 直接输出标签，空格分隔。",
+            "wechat": f"根据文章信息，生成微信公众号文章标签（3-5个，每个2-4字）。公众号标签偏话题/兴趣分类，如「省钱攻略」「生活方式」「成长干货」。标题：{title} 领域：{field} 核心观点：{core} 直接输出标签，空格分隔。",
+            "xiaohongshu": f"根据文章信息，生成小红书笔记标签（3-5个，每个2-4字）。小红书标签偏场景/人群分类，如「实用干货」「学生党」「打工人必看」「好物分享」。标题：{title} 领域：{field} 核心观点：{core} 直接输出标签，空格分隔。",
+        }
+
+        if HAVE_LLM:
+            prompt = tag_prompts.get(platform, f"根据文章信息生成适合{platform}的标签。标题：{title} 领域：{field} 核心观点：{core} 直接输出标签，空格分隔。")
+            try:
+                tags_text = call_llm(prompt, temperature=0.2, max_tokens=100)
+                if tags_text:
+                    tags = [t.strip('#') for t in tags_text.strip().split() if t.strip('#')]
+                    if tags:
+                        return " ".join(f'<span class="tag">{t}</span>' for t in tags[:5])
+            except Exception:
+                pass
+
+        tags = []
+        if field:
+            import re
+            parts = re.split(r'[/、与和及]', field)
+            for p in parts:
+                p = p.strip()
+                if len(p) >= 2:
+                    tags.append(p)
+            if len(parts) == 1 and len(parts[0]) > 4:
+                for i in range(0, len(parts[0]), 2):
+                    chunk = parts[0][i:i+2]
+                    if len(chunk) == 2:
+                        tags.append(chunk)
+                tags.pop(0)
+
+        platform_extra = {"zhihu": ["职场"], "xiaohongshu": ["生活"]}
+        for t in platform_extra.get(platform, []):
+            if t not in tags:
+                tags.append(t)
+
+        if not tags:
+            tags = ["科技"]
+
+        seen = set()
+        return " ".join(f'<span class="tag">{t}</span>' for t in tags if t not in seen and not seen.add(t))
+
+    def _optimize_title(self, platform: str) -> str:
+        original = self.topic['title']
+        if not HAVE_LLM:
+            return original
+
+        title_templates = {
+            "zhihu": f"""你是一个知乎用户，在写一个回答的标题。
+
+原文标题：{original}
+领域：{self.topic.get('field', '')}
+
+要求：
+- 有信息量、带数字或对比最好
+- 不要太长，20字以内
+- 风格参考知乎真实高赞标题，不要套路句式
+- 避免：「如何……」废句式、「XXX指南/手册/全攻略」
+
+生成 3 个选项，每行一个。""",
+
+            "wechat": f"""你是一个公众号作者，在给文章起标题。
+
+原文标题：{original}
+领域：{self.topic.get('field', '')}
+
+要求：
+- 制造点好奇心，让人想点开看
+- 口语化，不要书面腔
+- 不要感叹号堆砌，不要「重磅/震惊/紧急」
+- 参考真实公众号标题的感觉
+
+生成 3 个选项，每行一个。""",
+
+            "xiaohongshu": f"""你是一个小红书用户，在给笔记起标题。
+
+原文标题：{original}
+领域：{self.topic.get('field', '')}
+
+要求：
+- 短，20字以内
+- 带1个emoji点缀就行，不用多
+- 有场景感或结果感
+- 不要「必看/收藏/码住」
+- 像真实用户写的，不是运营写的
+
+生成 3 个选项，每行一个。""",
+        }
+
+        prompt = title_templates.get(platform, f"给以下文章改个吸引人的{platform}标题：{original}")
+        try:
+            resp = call_llm(prompt, temperature=0.7, max_tokens=200)
+            titles = []
+            for line in resp.strip().split('\n'):
+                line = line.strip()
+                if not line:
+                    continue
+                line = re.sub(r'^\d+[.、)\s]+', '', line)
+                line = line.strip('*#- \t')
+                if line:
+                    titles.append(line)
+            if titles:
+                logger.info(f"标题优化 [{platform}]: {titles[0][:50]}...")
+                return titles[0]
+        except Exception as e:
+            logger.warning(f"标题优化失败: {e}")
+        return original
+
+    def generate_platform_html(self, markdown: str, platform: str) -> str:
+        title = self._optimize_title(platform)
+        adapted = self._adapt_for_platform(markdown, platform)
         tpl_path = TEMPLATES_DIR / f"{platform}.html"
         if tpl_path.exists():
             template = tpl_path.read_text(encoding='utf-8')
         else:
-            template = "<!DOCTYPE html><html><head><meta charset='UTF-8'><title>{{TITLE}}</title></head><body><h1>{{TITLE}}</h1><!-- CONTENT --></body></html>"
+            template = "<!DOCTYPE html><html><head><meta charset='UTF-8'><title>{{TITLE}}</title><meta name='viewport' content='width=device-width'><style>body{max-width:800px;margin:0 auto;padding:20px;font-family:-apple-system,sans-serif;line-height:1.8}</style></head><body><h1>{{TITLE}}</h1><!-- CONTENT --></body></html>"
 
-        # 替换变量
         html = template.replace("{{TITLE}}", title).replace("{{DATE}}", TODAY).replace("{{GEN_TIME}}", GEN_TIME)
-
-        # 注入内容
-        html_content = self._markdown_to_html(markdown)
+        html_content = _md_parser(adapted)
         html = html.replace("<!-- CONTENT -->", html_content)
 
-        # 平台特定标签补充
-        if platform == "zhihu":
-            tags = '<div class="tags">#科技 #职场</div>'
-            html = html.replace("<!-- TAGS -->", tags)
-        elif platform == "xiaohongshu":
-            hashtags = '<div class="hashtags">#AI #可持续 #生活方式</div>'
-            html = html.replace("<!-- HASHTAGS -->", hashtags)
-        elif platform == "wechat":
-            pass
+        tags_html = self._get_platform_tags(platform)
+        if tags_html:
+            html = html.replace("<!-- TAGS -->", tags_html)
+        else:
+            html = html.replace("<!-- TAGS -->", "")
 
         return html
 
-    def _markdown_to_html(self, md: str) -> str:
-        """极简 markdown 转换（仅本场景使用）"""
-        lines = md.split('\n')
-        html_parts = []
-        for line in lines:
-            if line.startswith('# '):
-                html_parts.append(f"<h1>{line[2:]}</h1>")
-            elif line.startswith('## '):
-                html_parts.append(f"<h2>{line[3:]}</h2>")
-            elif line.startswith('### '):
-                html_parts.append(f"<h3>{line[4:]}</h3>")
-            elif line.strip().startswith('- '):
-                html_parts.append(f"<li>{line[2:]}</li>")
-            elif re.match(r'^\d+\. ', line):
-                content = re.sub(r'^\d+\. ', '', line)
-                html_parts.append(f"<li>{content}</li>")
-            elif line.strip():
-                html_parts.append(f"<p>{line}</p>")
-            else:
-                html_parts.append("")
-        return "\n".join(html_parts)
-
     def save_html(self, html: str, platform: str) -> Path:
         out_dir = self.release_dir / platform
         out_dir.mkdir(parents=True, exist_ok=True)
-        filename = f"{platform}_{self.topic_id}_{platform}.html"
+        filename = f"{platform}_{self.topic_id}.html"
         out_path = out_dir / filename
         out_path.write_text(html, encoding='utf-8')
         logger.info(f"HTML 生成: {out_path}")
         return out_path
 
     def mark_draft(self):
-        """标记选题为「待审查」"""
-        # 更新数据库状态
         update_topic_status(self.topic_id, 'review')
         logger.info(f"选题 {self.topic_id} 状态已更新为待审查（数据库）")
 
diff --git a/scripts/writer.py.bak b/scripts/writer.py.bak
deleted file mode 100644
index b6da5cc..0000000
--- a/scripts/writer.py.bak
+++ /dev/null
@@ -1,276 +0,0 @@
-#!/usr/bin/env python3
-"""
-撰写阶段：基于大纲和选题生成完整文章（三平台版本）
-"""
-
-import json, datetime, logging, sys, re, subprocess
-from pathlib import Path
-from typing import Dict, List
-
-PROJECT_ROOT = Path(__file__).parent.parent
-# 添加项目根和 backend 路径，以导入 app.core.llm_client
-sys.path.insert(0, str(PROJECT_ROOT))
-sys.path.insert(0, str(PROJECT_ROOT / 'platform' / 'backend'))
-
-# 导入 LLM 客户端（NVIDIA）
-try:
-    from app.core.nvidia_client import expand_content_with_llm  # type: ignore
-    HAVE_LLM = True
-except ImportError as e:
-    logging.warning(f"LLM client unavailable: {e}")
-    HAVE_LLM = False
-
-PROJECT_ROOT = Path(__file__).parent.parent
-sys.path.insert(0, str(PROJECT_ROOT))
-
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TOPICS_FILE = DATA_DIR / "sustainability_topics.json"
-OUTLINE_DIR = DATA_DIR / "outlines"
-RELEASE_DIR = DATA_DIR / "releases"
-TEMPLATES_DIR = PROJECT_ROOT / "automation" / "templates"
-LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
-TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
-
-logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.FileHandler(LOGS_DIR / f"writer_{TODAY}.log"),
-        logging.StreamHandler()
-    ]
-)
-logger = logging.getLogger(__name__)
-
-class Writer:
-    def __init__(self, topic_id: str):
-        self.topic_id = topic_id
-        self.topic = self._load_topic()
-        outline_file = OUTLINE_DIR / TODAY / f"{topic_id}_outline.md"
-        if not outline_file.exists():
-            raise FileNotFoundError(f"Outline not found: {outline_file}")
-        self.outline_content = outline_file.read_text(encoding='utf-8')
-        self.release_dir = RELEASE_DIR / TODAY
-        self.release_dir.mkdir(parents=True, exist_ok=True)
-        # 加载研究笔记（作为 LLM 上下文）
-        research_file = DATA_DIR / "research" / TODAY / f"{topic_id}_research.md"
-        self.research_notes = research_file.read_text(encoding='utf-8') if research_file.exists() else ""
-
-    def _load_topic(self) -> Dict:
-        topics = json.loads(TOPICS_FILE.read_text(encoding='utf-8'))
-        for t in topics:
-            if t['id'] == self.topic_id:
-                return t
-        raise ValueError(f"Topic {self.topic_id} not found")
-
-    def _clean_title(self, title: str) -> str:
-        """去除标题中的指导性文字（如字数说明、MVP标记等）"""
-        import re
-        # 去掉括号中的说明：约200字、约300字、MVP、试行等
-        title = re.sub(r'[（(]约\s*\d+字[）)]', '', title)
-        title = re.sub(r'[（(]MVP[）)]', '', title)
-        title = re.sub(r'[（(][^）)]*?[）)]', '', title)  # 保守移除任意括号内容（可能误伤，但大纲通常不包含重要括号信息）
-        return title.strip()
-
-    def _parse_outline_sections(self) -> List[Dict]:
-        """将大纲 Markdown 解析为结构化列表，保留层级和内容"""
-        sections = []
-        current = None
-        for line in self.outline_content.splitlines():
-            if line.startswith("# "):
-                if current:
-                    sections.append(current)
-                current = {"level": 1, "title": line[2:].strip(), "content": ""}
-            elif line.startswith("## "):
-                if current:
-                    sections.append(current)
-                current = {"level": 2, "title": line[3:].strip(), "content": ""}
-            elif line.startswith("### "):
-                if current:
-                    sections.append(current)
-                current = {"level": 3, "title": line[4:].strip(), "content": ""}
-            else:
-                if current and line.strip():
-                    current['content'] = current.get('content', '') + line + "\n"
-        if current:
-            sections.append(current)
-        return sections
-
-    def _expand_section(self, section: Dict) -> str:
-        """将大纲中的简短描述扩展为完整段落"""
-        content = section.get('content', '').strip()
-        # 如果有足够内容（>200字），直接返回
-        if len(content) > 200:
-            return content
-        # 如果内容极少，需要 LLM 扩写
-        if HAVE_LLM and len(content) < 150:
-            logger.info(f"使用 LLM 扩写章节: {section['title']}")
-            try:
-                expanded = expand_content_with_llm(
-                    topic=self.topic,
-                    section_title=section['title'],
-                    section_content=content,
-                    context=self.research_notes
-                )
-                if expanded and len(expanded.strip()) > len(content):
-                    return expanded.strip()
-                else:
-                    logger.warning("LLM 扩写结果为空或过短，使用占位")
-                    raise ValueError("Empty expansion")
-            except Exception as e:
-                logger.warning(f"LLM 扩写失败: {e}，使用占位内容")
-                # 返回占位内容，保持流程继续
-                return f"{content}\n\n（本段内容需要人工补充：当前模型调用失败或未配置）"
-        # 否则返回原内容
-        return content
-
-    def generate_full_markdown(self) -> str:
-        """根据大纲生成完整 Markdown 正文（不用原标题，全部由 LLM 扩写生成）"""
-        sections = self._parse_outline_sections()
-        parts = []
-
-        # 只保留 LLM 扩写的内容，不添加任何原始标题标记
-        for sec in sections:
-            # 如果内容极短，LLM 扩写后返回的完整段落中可能包含标题，我们不过滤
-            if sec.get('content'):
-                expanded = self._expand_section(sec)
-                parts.append(expanded + "\n\n")
-
-        full_md = "\n".join(parts).strip()
-
-        # 添加文末声明
-        full_md += f"\n<p>（本文由宇之然AI助手生成，数据来源可靠，内容经合规审查）</p>\n"
-        full_md += f"<p><em>生成时间：{TODAY}</em></p>\n"
-        return full_md
-
-    def generate_platform_html(self, markdown: str, platform: str) -> str:
-        """将 Markdown 转换为平台 HTML（基于模板）"""
-        title = self.topic['title']
-
-        # 加载模板
-        tpl_path = TEMPLATES_DIR / f"{platform}.html"
-        if tpl_path.exists():
-            template = tpl_path.read_text(encoding='utf-8')
-        else:
-            template = "<!DOCTYPE html><html><head><meta charset='UTF-8'><title>{{TITLE}}</title></head><body><h1>{{TITLE}}</h1><!-- CONTENT --></body></html>"
-
-        # 替换变量
-        html = template.replace("{{TITLE}}", title).replace("{{DATE}}", TODAY)
-
-        # 注入内容 (简单处理：markdown 转 HTML 可以用 marked.js 或 simple转换，这里暂时用 <pre> 包裹或简单段落化)
-        # 为了快速展示，我们将 markdown 的段落转换为 <p> 标签
-        # 实际中建议使用 markdown 库（如 python-markdown）转换
-        html_content = self._markdown_to_html(markdown)
-        html = html.replace("<!-- CONTENT -->", html_content)
-
-        # 平台特定标签补充
-        if platform == "zhihu":
-            tags = '<div class="tags">#科技 #职场</div>'
-            html = html.replace("<!-- TAGS -->", tags)
-        elif platform == "xiaohongshu":
-            hashtags = '<div class="hashtags">#AI #可持续 #生活方式</div>'
-            html = html.replace("<!-- HASHTAGS -->", hashtags)
-        elif platform == "wechat":
-            # 微信公众号可能还需要摘要等，模板已处理
-            pass
-
-        return html
-
-    def _markdown_to_html(self, md: str) -> str:
-        """极简 markdown 转换（仅本场景使用）"""
-        lines = md.split('\n')
-        html_parts = []
-        for line in lines:
-            if line.startswith('# '):
-                html_parts.append(f"<h1>{line[2:]}</h1>")
-            elif line.startswith('## '):
-                html_parts.append(f"<h2>{line[3:]}</h2>")
-            elif line.startswith('### '):
-                html_parts.append(f"<h3>{line[4:]}</h3>")
-            elif line.strip().startswith('- '):
-                html_parts.append(f"<li>{line[2:]}</li>")
-            elif re.match(r'^\d+\. ', line):
-                content = re.sub(r'^\d+\. ', '', line)
-                html_parts.append(f"<li>{content}</li>")
-            elif line.strip():
-                html_parts.append(f"<p>{line}</p>")
-            else:
-                html_parts.append("")  # 空行
-        return "\n".join(html_parts)
-
-    def save_html(self, html: str, platform: str) -> Path:
-        out_dir = self.release_dir / platform
-        out_dir.mkdir(parents=True, exist_ok=True)
-        filename = f"{platform}_{self.topic_id}_{platform}.html"
-        out_path = out_dir / filename
-        out_path.write_text(html, encoding='utf-8')
-        logger.info(f"HTML 生成: {out_path}")
-        return out_path
-
-    def mark_draft(self):
-        """标记选题为「待发布」，同时更新数据库"""
-        # 更新 JSON 文件
-        with open(TOPICS_FILE, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-        updated = False
-        for t in topics:
-            if t.get('id') == self.topic_id:
-                t[status'] = 'draft'
-                updated = True
-                break
-        if updated:
-            with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-                json.dump(topics, f, ensure_ascii=False, indent=2)
-
-        # 更新数据库
-        db = SessionLocal()
-        try:
-            topic_db = db.query(Topic).filter(Topic.id == self.topic_id).first()
-            if topic_db:
-                topic_db.status = 'draft'
-                db.commit()
-                logger.info(f"选题 {self.topic_id} 状态已更新为 draft（数据库）")
-            else:
-                logger.warning(f"数据库中未找到选题 {self.topic_id}")
-        except Exception as e:
-            logger.error(f"更新数据库失败: {e}")
-            db.rollback()
-        finally:
-            db.close()
-
-        logger.info(f"选题 {self.topic_id} 状态更新为「待发布」（JSON）")
-        """标记选题为「待发布」"""
-        with open(TOPICS_FILE, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-        for t in topics:
-            if t.get('id') == self.topic_id:
-                t['status'] = 'draft'
-                # ready_at 留空，待合规审核通过后设置
-                break
-        with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-            json.dump(topics, f, ensure_ascii=False, indent=2)
-        logger.info(f"选题 {self.topic_id} 状态更新为「待发布」")
-
-    def run(self):
-        logger.info("开始撰写阶段")
-        markdown = self.generate_full_markdown()
-        results = {}
-        for platform in ["zhihu", "wechat", "xiaohongshu"]:
-            html = self.generate_platform_html(markdown, platform)
-            results[platform] = str(self.save_html(html, platform))
-        self.mark_draft()
-        logger.info(f"撰写完成，状态改为 draft，待合规审核")
-        return {"ok": True, "files": results}
-
-def main():
-    import argparse
-    parser = argparse.ArgumentParser()
-    parser.add_argument('--topic-id', required=True, help='选题ID')
-    args = parser.parse_args()
-
-    w = Writer(args.topic_id)
-    result = w.run()
-    print(json.dumps(result, ensure_ascii=False))
-    sys.exit(0 if result['ok'] else 1)
-
-if __name__ == "__main__":
-    main()
diff --git a/scripts/writer.py.bak2 b/scripts/writer.py.bak2
deleted file mode 100644
index 6fdbaf3..0000000
--- a/scripts/writer.py.bak2
+++ /dev/null
@@ -1,278 +0,0 @@
-#!/usr/bin/env python3
-"""
-撰写阶段：基于大纲和选题生成完整文章（三平台版本）
-"""
-
-import json, datetime, logging, sys, re, subprocess
-from pathlib import Path
-from typing import Dict, List
-
-PROJECT_ROOT = Path(__file__).parent.parent
-# 添加项目根和 backend 路径，以导入 app.core.llm_client
-sys.path.insert(0, str(PROJECT_ROOT))
-sys.path.insert(0, str(PROJECT_ROOT / 'platform' / 'backend'))
-
-# 导入 LLM 客户端（NVIDIA）
-try:
-    from app.core.nvidia_client import expand_content_with_llm  # type: ignore
-    HAVE_LLM = True
-except ImportError as e:
-    logging.warning(f"LLM client unavailable: {e}")
-    HAVE_LLM = False
-
-PROJECT_ROOT = Path(__file__).parent.parent
-sys.path.insert(0, str(PROJECT_ROOT))
-
-DATA_DIR = PROJECT_ROOT / "automation" / "data"
-TOPICS_FILE = DATA_DIR / "sustainability_topics.json"
-OUTLINE_DIR = DATA_DIR / "outlines"
-RELEASE_DIR = DATA_DIR / "releases"
-TEMPLATES_DIR = PROJECT_ROOT / "automation" / "templates"
-LOGS_DIR = PROJECT_ROOT / "automation" / "logs"
-TODAY = datetime.datetime.now().strftime("%Y-%m-%d")
-
-logging.basicConfig(
-    level=logging.INFO,
-    format='%(asctime)s - %(levelname)s - %(message)s',
-    handlers=[
-        logging.FileHandler(LOGS_DIR / f"writer_{TODAY}.log"),
-        logging.StreamHandler()
-    ]
-)
-logger = logging.getLogger(__name__)
-
-class Writer:
-    def __init__(self, topic_id: str):
-        self.topic_id = topic_id
-        self.topic = self._load_topic()
-        outline_file = OUTLINE_DIR / TODAY / f"{topic_id}_outline.md"
-        if not outline_file.exists():
-            raise FileNotFoundError(f"Outline not found: {outline_file}")
-        self.outline_content = outline_file.read_text(encoding='utf-8')
-        self.release_dir = RELEASE_DIR / TODAY
-        self.release_dir.mkdir(parents=True, exist_ok=True)
-        # 加载研究笔记（作为 LLM 上下文）
-        research_file = DATA_DIR / "research" / TODAY / f"{topic_id}_research.md"
-        self.research_notes = research_file.read_text(encoding='utf-8') if research_file.exists() else ""
-
-    def _load_topic(self) -> Dict:
-        topics = json.loads(TOPICS_FILE.read_text(encoding='utf-8'))
-        for t in topics:
-            if t['id'] == self.topic_id:
-                return t
-        raise ValueError(f"Topic {self.topic_id} not found")
-
-    def _clean_title(self, title: str) -> str:
-        """去除标题中的指导性文字（如字数说明、MVP标记等）"""
-        import re
-        # 去掉括号中的说明：约200字、约300字、MVP、试行等
-        title = re.sub(r'[（(]约\s*\d+字[）)]', '', title)
-        title = re.sub(r'[（(]MVP[）)]', '', title)
-        title = re.sub(r'[（(][^）)]*?[）)]', '', title)  # 保守移除任意括号内容（可能误伤，但大纲通常不包含重要括号信息）
-        return title.strip()
-
-    def _parse_outline_sections(self) -> List[Dict]:
-        """将大纲 Markdown 解析为结构化列表，保留层级和内容"""
-        sections = []
-        current = None
-        for line in self.outline_content.splitlines():
-            if line.startswith("# "):
-                if current:
-                    sections.append(current)
-                current = {"level": 1, "title": line[2:].strip(), "content": ""}
-            elif line.startswith("## "):
-                if current:
-                    sections.append(current)
-                current = {"level": 2, "title": line[3:].strip(), "content": ""}
-            elif line.startswith("### "):
-                if current:
-                    sections.append(current)
-                current = {"level": 3, "title": line[4:].strip(), "content": ""}
-            else:
-                if current and line.strip():
-                    current['content'] = current.get('content', '') + line + "\n"
-        if current:
-            sections.append(current)
-        return sections
-
-    def _expand_section(self, section: Dict) -> str:
-        """将大纲中的简短描述扩展为完整段落"""
-        content = section.get('content', '').strip()
-        # 如果有足够内容（>200字），直接返回
-        if len(content) > 200:
-            return content
-        # 如果内容极少，需要 LLM 扩写
-        if HAVE_LLM and len(content) < 150:
-            logger.info(f"使用 LLM 扩写章节: {section['title']}")
-            try:
-                expanded = expand_content_with_llm(
-                    topic=self.topic,
-                    section_title=section['title'],
-                    section_content=content,
-                    context=self.research_notes
-                )
-                if expanded and len(expanded.strip()) > len(content):
-                    return expanded.strip()
-                else:
-                    logger.warning("LLM 扩写结果为空或过短，使用占位")
-                    raise ValueError("Empty expansion")
-            except Exception as e:
-                logger.warning(f"LLM 扩写失败: {e}，使用占位内容")
-                # 返回占位内容，保持流程继续
-                return f"{content}\n\n（本段内容需要人工补充：当前模型调用失败或未配置）"
-        # 否则返回原内容
-        return content
-
-    def generate_full_markdown(self) -> str:
-        """根据大纲生成完整 Markdown 正文（不用原标题，全部由 LLM 扩写生成）"""
-        sections = self._parse_outline_sections()
-        parts = []
-
-        # 只保留 LLM 扩写的内容，不添加任何原始标题标记
-        for sec in sections:
-            # 如果内容极短，LLM 扩写后返回的完整段落中可能包含标题，我们不过滤
-            if sec.get('content'):
-                expanded = self._expand_section(sec)
-                parts.append(expanded + "\n\n")
-
-        full_md = "\n".join(parts).strip()
-
-        # 添加文末声明
-        full_md += f"\n<p>（本文由宇之然AI助手生成，数据来源可靠，内容经合规审查）</p>\n"
-        full_md += f"<p><em>生成时间：{TODAY}</em></p>\n"
-        return full_md
-
-    def generate_platform_html(self, markdown: str, platform: str) -> str:
-        """将 Markdown 转换为平台 HTML（基于模板）"""
-        title = self.topic['title']
-
-        # 加载模板
-        tpl_path = TEMPLATES_DIR / f"{platform}.html"
-        if tpl_path.exists():
-            template = tpl_path.read_text(encoding='utf-8')
-        else:
-            template = "<!DOCTYPE html><html><head><meta charset='UTF-8'><title>{{TITLE}}</title></head><body><h1>{{TITLE}}</h1><!-- CONTENT --></body></html>"
-
-        # 替换变量
-        html = template.replace("{{TITLE}}", title).replace("{{DATE}}", TODAY)
-    gen_time = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")
-    html = html.replace("{{GEN_TIME}}", gen_time)
-
-        # 注入内容 (简单处理：markdown 转 HTML 可以用 marked.js 或 simple转换，这里暂时用 <pre> 包裹或简单段落化)
-        # 为了快速展示，我们将 markdown 的段落转换为 <p> 标签
-        # 实际中建议使用 markdown 库（如 python-markdown）转换
-        html_content = self._markdown_to_html(markdown)
-        html = html.replace("<!-- CONTENT -->", html_content)
-
-        # 平台特定标签补充
-        if platform == "zhihu":
-            tags = '<div class="tags">#科技 #职场</div>'
-            html = html.replace("<!-- TAGS -->", tags)
-        elif platform == "xiaohongshu":
-            hashtags = '<div class="hashtags">#AI #可持续 #生活方式</div>'
-            html = html.replace("<!-- HASHTAGS -->", hashtags)
-        elif platform == "wechat":
-            # 微信公众号可能还需要摘要等，模板已处理
-            pass
-
-        return html
-
-    def _markdown_to_html(self, md: str) -> str:
-        """极简 markdown 转换（仅本场景使用）"""
-        lines = md.split('\n')
-        html_parts = []
-        for line in lines:
-            if line.startswith('# '):
-                html_parts.append(f"<h1>{line[2:]}</h1>")
-            elif line.startswith('## '):
-                html_parts.append(f"<h2>{line[3:]}</h2>")
-            elif line.startswith('### '):
-                html_parts.append(f"<h3>{line[4:]}</h3>")
-            elif line.strip().startswith('- '):
-                html_parts.append(f"<li>{line[2:]}</li>")
-            elif re.match(r'^\d+\. ', line):
-                content = re.sub(r'^\d+\. ', '', line)
-                html_parts.append(f"<li>{content}</li>")
-            elif line.strip():
-                html_parts.append(f"<p>{line}</p>")
-            else:
-                html_parts.append("")  # 空行
-        return "\n".join(html_parts)
-
-    def save_html(self, html: str, platform: str) -> Path:
-        out_dir = self.release_dir / platform
-        out_dir.mkdir(parents=True, exist_ok=True)
-        filename = f"{platform}_{self.topic_id}_{platform}.html"
-        out_path = out_dir / filename
-        out_path.write_text(html, encoding='utf-8')
-        logger.info(f"HTML 生成: {out_path}")
-        return out_path
-
-    def mark_draft(self):
-        """标记选题为「待发布」，同时更新数据库"""
-        # 更新 JSON 文件
-        with open(TOPICS_FILE, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-        updated = False
-        for t in topics:
-            if t.get('id') == self.topic_id:
-                t['status'] = 'draft'
-                updated = True
-                break
-        if updated:
-            with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-                json.dump(topics, f, ensure_ascii=False, indent=2)
-
-        # 更新数据库
-        db = SessionLocal()
-        try:
-            topic_db = db.query(Topic).filter(Topic.id == self.topic_id).first()
-            if topic_db:
-                topic_db.status = 'draft'
-                db.commit()
-                logger.info(f"选题 {self.topic_id} 状态已更新为 draft（数据库）")
-            else:
-                logger.warning(f"数据库中未找到选题 {self.topic_id}")
-        except Exception as e:
-            logger.error(f"更新数据库失败: {e}")
-            db.rollback()
-        finally:
-            db.close()
-
-        logger.info(f"选题 {self.topic_id} 状态更新为「待发布」（JSON）")
-        """标记选题为「待发布」"""
-        with open(TOPICS_FILE, 'r', encoding='utf-8') as f:
-            topics = json.load(f)
-        for t in topics:
-            if t.get('id') == self.topic_id:
-                t['status'] = 'draft'
-                # ready_at 留空，待合规审核通过后设置
-                break
-        with open(TOPICS_FILE, 'w', encoding='utf-8') as f:
-            json.dump(topics, f, ensure_ascii=False, indent=2)
-        logger.info(f"选题 {self.topic_id} 状态更新为「待发布」")
-
-    def run(self):
-        logger.info("开始撰写阶段")
-        markdown = self.generate_full_markdown()
-        results = {}
-        for platform in ["zhihu", "wechat", "xiaohongshu"]:
-            html = self.generate_platform_html(markdown, platform)
-            results[platform] = str(self.save_html(html, platform))
-        self.mark_draft()
-        logger.info(f"撰写完成，状态改为 draft，待合规审核")
-        return {"ok": True, "files": results}
-
-def main():
-    import argparse
-    parser = argparse.ArgumentParser()
-    parser.add_argument('--topic-id', required=True, help='选题ID')
-    args = parser.parse_args()
-
-    w = Writer(args.topic_id)
-    result = w.run()
-    print(json.dumps(result, ensure_ascii=False))
-    sys.exit(0 if result['ok'] else 1)
-
-if __name__ == "__main__":
-    main()
diff --git a/temp_generate_A01.py b/temp_generate_A01.py
deleted file mode 100644
index 129390b..0000000
--- a/temp_generate_A01.py
+++ /dev/null
@@ -1,21 +0,0 @@
-#!/usr/bin/env python3
-import sys, os, json, logging
-from pathlib import Path
-
-sys.path.insert(0, str(Path('.')).resolve())
-
-# 导入 creator 模块中的函数
-from scripts.creator import select_next_topic, run_pipeline_topic
-
-# 设置日志
-logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
-
-# 选择并锁定 A01
-topic = select_next_topic('A01')
-if topic:
-    print(f"✅ 选中选题: {topic['id']} - {topic['title']}")
-    # 执行流水线
-    result = run_pipeline_topic(topic)
-    print("生成结果:", result)
-else:
-    print("❌ 无法选中选题 A01")
diff --git a/tests/reports/h5_(375x667)_final_094022.png b/tests/reports/h5_(375x667)_final_094022.png
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diff --git a/tests/reports/pc_(1280x720)_final_094142.png b/tests/reports/pc_(1280x720)_final_094142.png
new file mode 100644
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diff --git a/tests/test_browser.py b/tests/test_browser.py
new file mode 100644
index 0000000..b46b507
--- /dev/null
+++ b/tests/test_browser.py
@@ -0,0 +1,281 @@
+"""
+宇之然平台 · 浏览器自动化测试
+- PC 视口 (1280x720)
+- H5 视口 (375x667)
+覆盖：登录、页面加载、导航、数据渲染、移动端响应式
+"""
+
+import asyncio
+import json
+import re
+import sys
+from datetime import datetime
+from pathlib import Path
+
+from playwright.async_api import async_playwright, expect
+
+BASE_URL = "http://localhost:8001"
+REPORT_DIR = Path("tests/reports")
+REPORT_DIR.mkdir(parents=True, exist_ok=True)
+
+CREDENTIALS = {"username": "admin", "password": "admin123"}
+
+PAGES = [
+    {"path": "/", "name": "仪表盘", "id_hint": "#app"},
+    {"path": "/topics.html", "name": "选题管理"},
+    {"path": "/calendar.html", "name": "内容日历"},
+    {"path": "/metrics.html", "name": "数据分析"},
+    {"path": "/assets.html", "name": "素材库"},
+    {"path": "/tasks.html", "name": "创作任务"},
+    {"path": "/platforms.html", "name": "平台配置"},
+    {"path": "/admin.html", "name": "系统管理"},
+]
+
+
+class Tally:
+    def __init__(self):
+        self.passed = []
+        self.failed = []
+        self.skipped = []
+
+    def ok(self, case: str, detail=""):
+        self.passed.append((case, detail))
+        print(f"  ✅ {case}")
+
+    def fail(self, case: str, detail=""):
+        self.failed.append((case, detail))
+        print(f"  ❌ {case} — {detail}")
+
+    def skip(self, case: str, detail=""):
+        self.skipped.append((case, detail))
+        print(f"  ⏭  {case} — {detail}")
+
+    @property
+    def total(self):
+        return len(self.passed) + len(self.failed) + len(self.skipped)
+
+
+def snap_path(name: str, view: str) -> str:
+    ts = datetime.now().strftime("%H%M%S")
+    return str(REPORT_DIR / f"{view}_{name}_{ts}.png")
+
+
+async def login(page, tally: Tally):
+    await page.goto(f"{BASE_URL}/login.html", wait_until="networkidle")
+    await page.wait_for_timeout(500)
+
+    try:
+        inputs = page.locator("input.form-input")
+        count = await inputs.count()
+        if count >= 2:
+            await inputs.nth(0).fill(CREDENTIALS["username"])
+            await inputs.nth(1).fill(CREDENTIALS["password"])
+        else:
+            await page.fill("input[type=text]", CREDENTIALS["username"])
+            await page.fill("input[type=password]", CREDENTIALS["password"])
+
+        await page.click("button.login-btn")
+        await page.wait_for_timeout(3000)
+
+        current = page.url
+        if "login" not in current.lower():
+            tally.ok("登录", "成功跳转至主页")
+            return True
+        else:
+            err = await page.text_content("body")
+            has_success = "登录成功" in (err or "")
+            if has_success:
+                await page.wait_for_timeout(3000)
+                current = page.url
+                if "login" not in current.lower():
+                    tally.ok("登录", "成功跳转（延迟后）")
+                    return True
+            tally.fail("登录", f"仍停留在登录页")
+            return False
+    except Exception as e:
+        tally.fail("登录", str(e))
+        return False
+
+
+async def check_page_load(page, tally: Tally, page_info: dict):
+    name = page_info["name"]
+    path = page_info["path"]
+    try:
+        resp = await page.goto(f"{BASE_URL}{path}", wait_until="networkidle", timeout=15000)
+        await page.wait_for_timeout(1000)
+
+        status = resp.status if resp else 0
+        if status >= 400:
+            text = await page.text_content("body") or ""
+            tally.fail(f"{name} 加载", f"HTTP {status}")
+            return
+
+        content = await page.text_content("body") or ""
+
+        has_vue_error = "Vue警告" in content or "Failed to mount" in content or "Error" in content[:500]
+        if has_vue_error:
+            tally.fail(f"{name} 加载", "Vue 渲染异常")
+            return
+
+        has_app = bool(re.search(r"导航|宇之然|dashboard|选题|内容", content[:200]))
+        if has_app:
+            tally.ok(f"{name} 加载", f"HTTP {status}")
+        else:
+            tally.fail(f"{name} 加载", "页面内容异常")
+    except Exception as e:
+        tally.fail(f"{name} 加载", str(e))
+
+
+async def check_api_data(page, tally: Tally, view: str):
+    token = await page.evaluate("localStorage.getItem('authToken')")
+
+    headers = {"Authorization": f"Bearer {token}"} if token else {}
+    routes = {
+        "选题": ("/api/topics", None),
+        "日历": ("/api/calendar?year=2026&month=5", None),
+        "数据": ("/api/metrics/dashboard", None),
+        "任务": ("/api/tasks", None),
+        "素材": ("/api/assets", None),
+    }
+    for label, (path, _) in routes.items():
+        try:
+            resp = await page.request.get(f"{BASE_URL}{path}", headers=headers)
+            body = await resp.json() if resp.ok else {}
+            if resp.ok:
+                tally.ok(f"{label} API ({view})", f"HTTP {resp.status}")
+            elif resp.status == 404:
+                tally.skip(f"{label} API ({view})", "路由不存在")
+            elif resp.status == 401:
+                tally.fail(f"{label} API ({view})", "无权限")
+            else:
+                tally.fail(f"{label} API ({view})", f"HTTP {resp.status}")
+        except Exception as e:
+            tally.fail(f"{label} API ({view})", str(e))
+
+
+async def check_navigation(page, tally: Tally, view: str, is_mobile: bool):
+    try:
+        await page.goto(f"{BASE_URL}/", wait_until="networkidle")
+        await page.wait_for_timeout(800)
+
+        nav_links = [
+            ("选题", "topics.html"),
+            ("日历", "calendar.html"),
+            ("数据", "metrics.html"),
+        ]
+        found = 0
+        for label, target in nav_links:
+            link = page.locator(f"a[href*='{target}'], [onclick*='{target}'], *:has-text('{label}')").first
+            if await link.is_visible():
+                found += 1
+
+        if not is_mobile:
+            nav_links_extra = [
+                ("素材", "assets.html"),
+                ("任务", "tasks.html"),
+                ("平台", "platforms.html"),
+            ]
+            for label, target in nav_links_extra:
+                link = page.locator(f"a[href*='{target}'], [onclick*='{target}'], *:has-text('{label}')").first
+                if await link.is_visible():
+                    found += 1
+
+        if found >= (2 if is_mobile else 3):
+            tally.ok(f"导航系统 ({view})", f"发现 {found} 个导航链接")
+        else:
+            tally.fail(f"导航系统 ({view})", f"仅发现 {found} 个导航链接")
+    except Exception as e:
+        tally.fail(f"导航系统 ({view})", str(e))
+
+
+async def check_mobile_layout(page, tally: Tally):
+    """H5 专项：底部导航、内容撑满、无横向滚动"""
+    await page.goto(f"{BASE_URL}/", wait_until="networkidle")
+    await page.wait_for_timeout(1000)
+
+    has_h_scroll = await page.evaluate("document.body.scrollWidth > document.documentElement.clientWidth + 5")
+    if has_h_scroll:
+        tally.fail("H5 无横向滚动", "存在横向滚动条")
+    else:
+        tally.ok("H5 无横向滚动")
+
+    bottom_nav = page.locator(".bottom-nav, .mobile-nav, nav:below(main), [class*=bottom], [class*=mobile]").first
+    try:
+        if await bottom_nav.is_visible():
+            tally.ok("H5 底部导航", "底部导航可见")
+        else:
+            await page.screenshot(path=snap_path("h5_layout", "h5"))
+            tally.skip("H5 底部导航", "未检测到典型底部导航，需人工确认")
+    except Exception:
+        tally.skip("H5 底部导航", "未找到底部导航元素")
+
+
+async def run_test(device_name: str, viewport, is_mobile: bool):
+    tally = Tally()
+    ts = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+    print(f"\n{'='*60}")
+    print(f"  {device_name} 测试 @ {ts}")
+    print(f"{'='*60}")
+
+    async with async_playwright() as p:
+        browser = await p.chromium.launch(headless=True, channel="chrome", args=["--no-sandbox"])
+        context = await browser.new_context(
+            viewport=viewport,
+            is_mobile=is_mobile,
+            device_scale_factor=2 if is_mobile else 1,
+        )
+        page = await context.new_page()
+
+        logged_in = await login(page, tally)
+
+        if not logged_in:
+            await browser.close()
+            return tally
+
+        for pg in PAGES:
+            await check_page_load(page, tally, pg)
+
+        await check_navigation(page, tally, device_name, is_mobile)
+
+        await check_api_data(page, tally, device_name)
+
+        if is_mobile:
+            await check_mobile_layout(page, tally)
+
+        await page.screenshot(path=snap_path("final", device_name.lower().replace(" ", "_")))
+        await browser.close()
+
+    return tally
+
+
+async def main():
+    print(f"{'='*60}")
+    print(f"  宇之然平台 · 浏览器自动化测试")
+    print(f"  {BASE_URL}")
+    print(f"  报告: {REPORT_DIR.resolve()}")
+    print(f"{'='*60}")
+
+    pc_tally = await run_test("PC (1280x720)", {"width": 1280, "height": 720}, is_mobile=False)
+    h5_tally = await run_test("H5 (375x667)", {"width": 375, "height": 667}, is_mobile=True)
+
+    print(f"\n{'='*60}")
+    print(f"  测试汇总")
+    print(f"{'='*60}")
+    for label, t in [("PC", pc_tally), ("H5", h5_tally)]:
+        print(f"  {label}:  ✅ {len(t.passed)}  ❌ {len(t.failed)}  ⏭ {len(t.skipped)}  / 总计 {t.total}")
+    print(f"{'='*60}")
+
+    overall_fail = len(pc_tally.failed) + len(h5_tally.failed)
+    if overall_fail > 0:
+        print(f"\n❌ {overall_fail} 个失败用例:")
+        for label, t in [("PC", pc_tally), ("H5", h5_tally)]:
+            for case, detail in t.failed:
+                print(f"  [{label}] {case}: {detail}")
+        sys.exit(1)
+    else:
+        print(f"\n✅ 全部通过！")
+        sys.exit(0)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/tests/test_navigation.py b/tests/test_navigation.py
new file mode 100644
index 0000000..1b6a1cc
--- /dev/null
+++ b/tests/test_navigation.py
@@ -0,0 +1,101 @@
+"""
+侧边栏/底部导航 点击跳转专项测试
+统一使用 native click 避免 Playwright strict hit-test 误判
+"""
+import asyncio
+import sys
+from playwright.async_api import async_playwright
+
+BASE_URL = "http://localhost:8001"
+CREDENTIALS = {"username": "admin", "password": "admin123"}
+
+NAV_ITEMS = [
+    ("系统概览", "/", ""),
+    ("选题管理", "topics.html", ""),
+    ("数据分析", "metrics.html", "more"),
+    ("内容日历", "calendar.html", ""),
+    ("素材库", "assets.html", "more"),
+    ("创作任务", "tasks.html", ""),
+    ("平台配置", "platforms.html", "more"),
+    ("系统日志", "logs.html", "more"),
+    ("系统管理", "admin.html", "more"),
+]
+
+
+def native_click(page, selector):
+    return page.evaluate(f"""() => {{
+        const el = document.querySelector('{selector}');
+        if (!el) return false;
+        el.click();
+        return true;
+    }}""")
+
+
+async def run_nav_test(viewport, label, is_mobile):
+    print(f"\n--- {label} ---")
+    ok, fail = 0, 0
+    async with async_playwright() as p:
+        browser = await p.chromium.launch(headless=True, channel="chrome", args=["--no-sandbox"])
+        page = await browser.new_page(viewport=viewport)
+
+        await page.goto(f"{BASE_URL}/login.html", wait_until="networkidle")
+        await page.wait_for_timeout(500)
+        await page.locator("input.form-input").nth(0).fill(CREDENTIALS["username"])
+        await page.locator("input.form-input").nth(1).fill(CREDENTIALS["password"])
+        await page.click("button.login-btn")
+        await page.wait_for_timeout(3000)
+
+        for name, target, more_group in NAV_ITEMS:
+            try:
+                if is_mobile:
+                    sel = f'.mobile-nav-btn[data-page="{target}"]'
+                    clicked = await native_click(page, sel)
+
+                    if not clicked:
+                        # 打开更多面板后再点
+                        more_sel = "#mobile-more-btn"
+                        await native_click(page, more_sel)
+                        await page.wait_for_timeout(400)
+                        sel = f'.sheet-item[data-page="{target}"]'
+                        clicked = await native_click(page, sel)
+
+                    if not clicked:
+                        print(f"  ⏭ {name}: 按钮未找到")
+                        continue
+                else:
+                    sel = f'.sidebar-btn[data-page="{target}"]'
+                    ok2 = await native_click(page, sel)
+                    if not ok2:
+                        print(f"  ⏭ {name}: 按钮未找到")
+                        continue
+
+                await page.wait_for_timeout(1500)
+                matched = target in page.url if target != "/" else page.url.endswith("/") or "index" in page.url
+                if matched:
+                    print(f"  ✅ {name} -> {page.url}")
+                    ok += 1
+                else:
+                    print(f"  ❌ {name} -> {page.url}")
+                    fail += 1
+            except Exception as e:
+                print(f"  ❌ {name}: {e}")
+                fail += 1
+
+        await browser.close()
+    return ok, fail
+
+
+async def main():
+    pc_ok, pc_fail = await run_nav_test({"width": 1280, "height": 720}, "PC 侧边栏", False)
+    h5_ok, h5_fail = await run_nav_test({"width": 375, "height": 667}, "H5 底部导航", True)
+    total_ok = pc_ok + h5_ok
+    total_fail = pc_fail + h5_fail
+    print(f"\n{'='*50}")
+    print(f"  导航测试: PC ✅{pc_ok}❌{pc_fail} | H5 ✅{h5_ok}❌{h5_fail} | 总计 ✅{total_ok}❌{total_fail}")
+    print(f"{'='*50}")
+    if total_fail:
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/tests/test_security.py b/tests/test_security.py
new file mode 100644
index 0000000..b8e46de
--- /dev/null
+++ b/tests/test_security.py
@@ -0,0 +1,110 @@
+#!/usr/bin/env python3
+"""安全与错误处理测试"""
+
+import sys
+import os
+import json
+
+BASE_URL = "http://localhost:8001"
+
+try:
+    import requests
+except ImportError:
+    os.system("pip install requests -q")
+    import requests
+
+def get_token():
+    r = requests.post(f"{BASE_URL}/api/auth/login", json={"username": "admin", "password": "admin123"})
+    return r.json()["token"] if r.status_code == 200 else None
+
+def h(token):
+    return {"Authorization": f"Bearer {token}", "Content-Type": "application/json"}
+
+def check(name, condition, details=""):
+    icon = "✅" if condition else "❌"
+    print(f"  {icon} {name}{' (' + details + ')' if details else ''}")
+    return condition
+
+def section(name):
+    print(f"\n{'='*50}")
+    print(f"  {name}")
+    print(f"{'='*50}")
+
+def main():
+    print("=" * 60)
+    print("宇之然平台 - 安全与错误处理测试")
+    print("=" * 60)
+
+    results = []
+
+    section("🔐 认证安全")
+    r = requests.get(f"{BASE_URL}/api/topics")
+    results.append(check("无 token 请求被拒绝", r.status_code == 401 or r.status_code == 403, f"HTTP {r.status_code}"))
+
+    r = requests.get(f"{BASE_URL}/api/topics", headers={"Authorization": "Bearer invalid_token"})
+    results.append(check("无效 token 被拒绝", r.status_code == 401 or r.status_code == 403, f"HTTP {r.status_code}"))
+
+    r = requests.get(f"{BASE_URL}/api/topics", headers={"Authorization": ""})
+    results.append(check("空 token 被拒绝", r.status_code == 401 or r.status_code == 403, f"HTTP {r.status_code}"))
+
+    r = requests.post(f"{BASE_URL}/api/auth/login", json={"username": "admin", "password": "wrong"})
+    results.append(check("错误密码登录失败", r.status_code == 401, f"HTTP {r.status_code}"))
+
+    r = requests.post(f"{BASE_URL}/api/auth/login", json={"username": "nonexistent", "password": "test"})
+    results.append(check("不存在的用户登录失败", r.status_code == 401, f"HTTP {r.status_code}"))
+
+    section("🛡️ CORS 安全")
+    r = requests.get(f"{BASE_URL}/api/system/status", headers=h(get_token()))
+    cors_origin = r.headers.get("access-control-allow-origin", "")
+    results.append(check("CORS 不返回通配符 *", cors_origin != "*", f"Origin: {cors_origin or '(none)'}"))
+
+    section("⚠️ 错误处理")
+    r = requests.get(f"{BASE_URL}/api/nonexistent", headers=h(get_token()))
+    results.append(check("不存在路由返回 404", r.status_code == 404, f"HTTP {r.status_code}"))
+
+    r = requests.get(f"{BASE_URL}/api/topics/99999", headers=h(get_token()))
+    results.append(check("不存在资源返回 404", r.status_code == 404, f"HTTP {r.status_code}"))
+
+    r = requests.post(f"{BASE_URL}/api/topics", headers=h(get_token()), json={})
+    results.append(check("空数据创建返回验证错误", r.status_code == 422, f"HTTP {r.status_code}"))
+
+    r = requests.post(f"{BASE_URL}/api/topics", headers=h(get_token()), json={"title": ""})
+    results.append(check("空标题返回验证错误", r.status_code == 422, f"HTTP {r.status_code}"))
+
+    section("📄 内容安全")
+    token = get_token()
+    r = requests.post(f"{BASE_URL}/api/topics", headers=h(token), json={
+        "title": "<script>alert('xss')</script>测试",
+        "field_id": 1,
+        "content": "<script>alert('xss')</script>"
+    })
+    results.append(check("含 HTML 的内容可创建", r.ok, f"HTTP {r.status_code}"))
+    if r.ok:
+        new_id = r.json().get("id")
+        if new_id:
+            r2 = requests.delete(f"{BASE_URL}/api/topics/{new_id}", headers=h(token))
+            results.append(check("清理测试数据", r2.ok or r2.status_code == 404))
+
+    section("🔄 幂等性")
+    payload = {"title": "幂等测试", "field_id": 1}
+    r1 = requests.post(f"{BASE_URL}/api/topics", headers=h(token), json=payload)
+    r2 = requests.post(f"{BASE_URL}/api/topics", headers=h(token), json=payload)
+    results.append(check("重复创建不报错", r1.ok and r2.ok, f"第1次:{r1.status_code} 第2次:{r2.status_code}"))
+    if r1.ok:
+        del_id = r1.json().get("id")
+        if del_id:
+            requests.delete(f"{BASE_URL}/api/topics/{del_id}", headers=h(token))
+    if r2.ok and r2.json().get("id") != (r1.json().get("id") if r1.ok else None):
+        del_id2 = r2.json().get("id")
+        if del_id2:
+            requests.delete(f"{BASE_URL}/api/topics/{del_id2}", headers=h(token))
+
+    print(f"\n{'='*60}")
+    passed = sum(results)
+    total = len(results)
+    print(f"测试结果: {passed}/{total} 通过 ({passed*100//total}%)")
+    print("=" * 60)
+    return 0 if passed == total else 1
+
+if __name__ == "__main__":
+    sys.exit(main())