refactor: 清理项目结构，移除冗余文件
- 删除32个根目录中间文件（json/md/py/ps1/js/csv） - 删除docs/目录（内容乱码不可用） - 删除4个一次性工具脚本（find_garden/garden_related/read_all_feishu/read_full_batch） - 删除1个中间版本报告（feishu_summary_report.md） - 移动工作流总结.html到output/downloaded-files/ - 简化.gitignore为通用规则 - 更新README.md反映清理后的结构 清理后根目录仅保留.gitignore和README.md，结构清晰。
This commit is contained in:
Evilom
@@ -0,0 +1,10 @@
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{
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"permissions": {
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"allow": [
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"Read(//d/desktop/.claude/skills/lark-doc/references/**)",
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"Read(//h/vibi-fullstack/.agents/skills/lark-doc/references/**)",
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"Read(//d/desktop/.claude/skills/lark-shared/**)",
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"Read(//h/vibi-fullstack/.agents/skills/lark-shared/**)"
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]
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}
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}
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+12
-51
@@ -1,68 +1,29 @@
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# Dependencies
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# 依赖
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node_modules/
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# Large media files (videos 186MB+, PPTs 307MB+)
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# 大文件（视频/PPT/媒体）
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videos/
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dc_files/
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工作流总结-王雨默.html
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# Temp/intermediate files
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.claude/
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dingtalk-workspace-temp/
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full_content_progress.json
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read_progress.json
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browser_extracted_docs.json
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feishu_content.json
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feishu_docs_content.json
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feishu_docs_sample.json
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feishu_links_*.json
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feishu_summary_*.md
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access_test.csv
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docs_index.csv
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batch_fetch.js
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package.json
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package-lock.json
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test_docs.ps1
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extract_title.ps1
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fetch_accessible_docs.ps1
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generate_summary.ps1
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# 临时/中间文件
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*.tmp
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*.bak
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*.log
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# Intermediate Python scripts (not needed for reproduction)
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generate_full_content_report.py
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generate_full_report.py
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generate_report.py
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generate_report_v2.py
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generate_report_simple.py
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read_all_docs.py
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read_batch.py
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read_feishu_docs.py
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# Intermediate reports
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analysis_report.md
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research_analysis.md
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academic_research_details.md
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technical_solutions.md
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summary.md
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full_content_report.md
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# Raw data dumps (regenerable)
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# 原始消息数据（可通过脚本重新拉取）
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data/raw-messages/
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# Duplicate of obsidian_vault (kept in output/)
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obsidian_vault/
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# Duplicate of dc_html_md (kept in output/)
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dc_html_md/
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# Python cache
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# Python
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__pycache__/
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*.pyc
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.venv/
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venv/
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# Env files
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# 环境变量
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.env
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.env.*
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# OS files
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# 系统文件
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Thumbs.db
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Desktop.ini
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.DS_Store
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@@ -15,34 +15,22 @@
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## 目录结构
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```
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├── output/ ← 核心产出
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│ ├── reports/ ← 汇总报告
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│ │ ├── 花园世界全量汇总.md ← 《我的花园世界》全量研究汇总
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│ │ └── ...
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│ ├── knowledge-graph/ ← 知识图谱
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│ │ ├── knowledge_graph.json ← 结构化数据（28人/190文档/7主题）
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│ │ ├── knowledge_graph.html ← 可视化网页
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│ │ └── knowledge_graph_mermaid.md
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│ ├── obsidian-vault/ ← Obsidian 知识库（可直接打开）
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│ │ ├── 00-MOC/ ← 主索引入口
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│ │ ├── 01-产品研究/ ← 10个产品分析页面
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│ │ ├── 02-方法论/ ← 5个方法论页面
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│ │ ├── 03-项目落地/ ← 3个落地方案
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│ │ ├── 04-人物/ ← 3个人物页面
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│ │ ├── 05-行业趋势/ ← 2个趋势页面
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│ │ └── 06-数据与索引/ ← 3个数据页面
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│ └── downloaded-files/ ← 从钉盘下载的原始文件
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│ ├── html-md/ ← HTML/MD/XLSX 报告
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│ └── other/ ← ZIP 等其他文件
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├── scripts/ ← 采集和处理脚本
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├── scripts/ ← 核心脚本
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│ ├── fetch_all.py ← 全量消息拉取
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│ ├── extract_links.py ← 链接提取
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│ ├── build_graph.py ← 知识图谱构建
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│ ├── write_obsidian.py ← Obsidian 库生成
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│ └── daily_feishu_collector.py ← 每日定时采集脚本
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├── data/ ← 中间数据
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│ └── links/ ← 提取的链接列表
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└── docs/ ← 历史文档
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│ ├── write_report.py ← 汇总报告生成
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│ ├── gen_visual.py ← 可视化生成
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│ └── daily_feishu_collector.py ← 每日定时采集
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├── data/
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│ └── links/ ← 提取的链接和内容
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├── output/
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│ ├── reports/ ← 汇总报告
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│ ├── knowledge-graph/ ← 知识图谱（JSON+HTML）
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│ ├── obsidian-vault/ ← Obsidian 知识库（可直接打开）
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│ └── downloaded-files/ ← 下载的原始文件
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└── .gitignore
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```
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## 快速开始
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@@ -51,7 +39,6 @@
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- Python 3.10+
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- 悟空 CLI（dws）已认证登录
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- Node.js（可选，用于 Playwright 浏览器模式）
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### 使用方式
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@@ -68,7 +55,10 @@ python scripts/build_graph.py
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# 4. 生成 Obsidian 知识库
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python scripts/write_obsidian.py
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# 5. 查看结果
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# 5. 生成汇总报告
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python scripts/write_report.py
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# 6. 查看结果
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# 知识图谱：output/knowledge-graph/knowledge_graph.html
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# Obsidian：用 Obsidian 打开 output/obsidian-vault/ 目录
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```
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@@ -1,151 +0,0 @@
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# 2026.5.15-鏃ユ姤-鑳¤緣淇奬n
|
||||
#### **浠婃棩鍐呭姒傝堪锛?*
|
||||
|
||||
##### **1.姊崇悊寮€棰樻ā鍧楃殑鍐呭閫昏緫涓庨〉闈㈣皟鏁存柟鍚?*
|
||||
|
||||
**2.鏁寸悊鍚庣画闇€鍚屾鏇存柊鐨勬牳蹇冩憳瑕佷笌棰勮閲嶇偣闂**
|
||||
|
||||
|
||||
|
||||
### 涓€. 寮€棰楶PT鍐呭涓庡竷灞€璋冩暣
|
||||
|
||||
> 鐜扮増PPT瑙嗚椋庢牸骞插噣锛屼絾瀛樺湪 **淇℃伅鍘嬬缉杩囧害銆佸叧閿爺绌跺唴瀹规湭琚粨鏋勫寲鍛堢幇** 鐨勯棶棰?
|
||||
> 鍥犳璋冩暣鏂瑰悜閲囩敤锛?*閫傚綋绮剧畝鏂囧瓧 + 缁撴瀯鍖栬〃杈?+ 鍥剧ず鍛堢幇**
|
||||
>
|
||||
> **鐩爣鏄湪涓嶅鍔犻〉闈㈣礋鎷呯殑鍓嶆彁涓嬶紝鑳藉鐪嬪埌鐮旂┒鍐呭鐨勫畬鏁存€э紝骞朵繚鎸佸亸绠€娲佺殑瑙嗚鍋忓ソ**
|
||||
|
||||
|
||||
|
||||
#### 鏁版嵁鏉ユ簮涓庢牱鏈粨鏋刓n
|
||||
##### **锛?锛夋牳蹇冧綋鐜板唴瀹逛笌涓讳綋閫昏緫**
|
||||
|
||||
- **鏍稿績涓嶆槸鍗曠函灞曠ず鏁版嵁瑙勬ā锛岃€屾槸璇存槑锛?*
|
||||
|
||||
> **鏈爺绌剁殑鏁版嵁鑳藉鏀拺鈥滀釜浣撯€斿洟浣撯€旇禌灞€鈥旂珵璧涒€濈殑澶氬眰鍒嗘瀽缁撴瀯锛屽苟涓哄悗缁彉閲忚璁′笌缁忛獙璇嗗埆鎻愪緵鍩虹銆?*
|
||||
|
||||
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|
||||
|
||||
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|
||||
**鏍锋湰缁撴瀯锛?* 閫氳繃鍘嗗彶绔炶禌鏁版嵁锛屽睍绀虹爺绌?*鏍锋湰鐨勮妯′笌绋冲畾鎬?*
|
||||
|
||||
**鏁版嵁浠峰€硷細鍏ㄩ摼璺暟鎹彲鑾峰彇**锛?*瑙勫垯妗嗘灦鐩稿绋冲畾**锛?*鍦烘櫙杈圭晫娓呮櫚**
|
||||
|
||||
鍥犳锛屾湰椤靛簲鎵挎媴鐨勫姛鑳芥槸锛歕n
|
||||
> 浠?*鎴戜滑鏈変粈涔堟暟鎹?*杩涗竴姝ヨ鏄庡埌**杩欎簺鏁版嵁涓轰粈涔堣冻浠ユ敮鎾戝悗缁缓妯′笌鏈哄埗璇嗗埆**
|
||||
|
||||
<callout emoji="鈻笍">
|
||||
**涓庘€滅爺绌跺満鏅笌瀵硅薄鐣屽畾鈥濅腑宓屽缁撴瀯鐨勫姛鑳藉樊寮?*
|
||||
**鐮旂┒瀵硅薄鐣屽畾 涓殑** 涓綋 鈭?鍥綋 鈭?璧涘眬 鈭?绔炶禌锛岄噸鐐瑰洖绛旂殑鏄細
|
||||
> **鐮旂┒涓轰粈涔堜笉鑳藉彧鐪嬩釜浣擄紵涓轰粈涔堣浠庡灞傚祵濂楃粨鏋勭悊瑙ｅ洟浣撹禌瀛ｅ埗绔炶禌锛?*
|
||||
**鏁版嵁鏉ユ簮涓庢牱鏈粨鏋?*鐨勯噸鐐规槸**鏁版嵁缁撴瀯璇存槑**锛屽洖绛旂殑鏄細
|
||||
> **鏁版嵁鏄惁瑕嗙洊澶氬眰缁撴瀯锛熸槸鍚︽敮鎾戝彉閲忚璁″拰缁忛獙璇嗗埆锛?*
|
||||
</callout>
|
||||
|
||||
#### **璋冩暣鍓?涓?璋冩暣鍚?*
|
||||
|
||||
|
||||
|
||||
#### **鏍稿績缁撴灉鍙橀噺锛氱患鍚堟姇鍏?*
|
||||
|
||||
**锛?锛夋牳蹇冧綋鐜板唴瀹逛笌涓讳綋閫昏緫**
|
||||
|
||||
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|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
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|
||||
|
||||
**鏍稿績鍏紡涓嶬/L瀵圭収锛?*璇存槑涓や釜鏋勬垚缁村害鐨?*缁熻鍙ｅ緞**銆?*鎺掗櫎鑼冨洿**鍜?*澶勭悊鏂瑰紡**
|
||||
|
||||
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|
||||
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|
||||
|
||||
|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
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|
||||
- **绉佹湁鎬?*锛氬叧娉?*璐＄尞鍥炴姤鏄惁鏈夋晥缁戝畾**锛屽搴斾釜浜鸿础鐚€笺€佸鍔遍鍙栥€佽础鐚?濂栧姳鍖归厤搴n
|
||||
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|
||||
|
||||
|
||||
|
||||
#### 缁忛獙璇嗗埆鏂规硶涓庡紓璐ㄦ€у垎鏋怽n
|
||||
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|
||||
|
||||
- 鏍稿績涓嶆槸浠嬬粛绠楁硶鍘熺悊锛岃€屾槸璇存槑锛?
|
||||
|
||||
> 鏈哄埗鍙橀噺杩涘叆妯″瀷鍚庯紝濡備綍璇嗗埆鍏抽敭鏈哄埗銆佽В閲婁綔鐢ㄥ舰鎬侊紝骞惰繘涓€姝ユ瘮杈冧笉鍚岀兢浣撶殑鍝嶅簲宸紓
|
||||
|
||||
- **涓讳綋閫昏緫鍙互姒傛嫭涓猴細**
|
||||
|
||||
**鍏ㄦ牱鏈粡楠岃瘑鍒細XGBoost + SHAP**
|
||||
|
||||
**鍏堝湪鍏ㄦ牱鏈眰闈㈣瘑鍒叧閿満鍒跺彉閲忓強鍏朵綔鐢ㄥ舰鎬?*
|
||||
|
||||
- **XGBoost**锛氬洖绛斺€滃摢浜涙満鍒跺彉閲忔洿鍏抽敭锛熲€?
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||||
杈撳嚭鍙橀噺閲嶈鎬ф帓搴忥紝鐢ㄤ簬璇嗗埆浼樺厛鍏虫敞鐨勫叧閿満鍒躲€?
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||||
- **SHAP**锛氬洖绛?*鍏抽敭鍙橀噺濡備綍褰卞搷缁煎悎鎶曞叆**锛?
|
||||
杈撳嚭褰卞搷鏂瑰悜銆佸叧绯诲舰鎬佸拰鍏抽敭鍖洪棿锛屼緥濡傛鍚戝寮恒€侀€傚害鏈€楂樸€佽竟闄呰秼缂?
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||||
- **鍒嗙粍寮傝川鎬у垎鏋愶細鑱氱被 + 鍒嗙粍璇嗗埆**
|
||||
|
||||
> **鍦ㄥ叏鏍锋湰璇嗗埆鍩虹涓婏紝杩涗竴姝ラ€氳繃鑱氱被褰㈡垚缇や綋鏍囩锛屽苟鍦ㄤ笉鍚岀兢浣撳唴閲嶅XGBoost + SHAP鍒嗘瀽**
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||||
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||||
- **涓ら儴鍒嗗唴瀹逛箣闂寸殑琛旀帴**
|
||||
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> **鍏ㄦ牱鏈瘑鍒叧閿満鍒?鈫?瑙ｉ噴鏈哄埗浣滅敤褰㈡€?鈫?鑱氱被褰㈡垚缇や綋鏍囩 鈫?鍒嗙粍姣旇緝鏈哄埗鍝嶅簲宸紓 鈫?鏀拺宸紓鍖栨不鐞?*
|
||||
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#### **鍦ㄥ師鐗堝熀纭€涓婁紭鍖?*
|
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#### **娌荤悊杈撳嚭璺緞锛氫粠妯″瀷缁撴灉鍒拌鍒欎紭鍖?*
|
||||
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**锛?锛夋牳蹇冧綋鐜板唴瀹逛笌涓讳綋閫昏緫**
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||||
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- 鏍稿績涓嶆槸缁х画灞曠ず妯″瀷鏂规硶锛岃€屾槸璇存槑锛?
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||||
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||||
> **妯″瀷缁撴灉濡備綍缁忚繃鏈哄埗璇婃柇涓庤鍒欐槧灏勶紝鏈€缁堣浆鍖栦负鍙墽琛岀殑瑙勫垯浼樺寲鏂瑰悜**
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||||
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||||
- 閲囩敤 **鈥滃洓姝ヨ浆鍖栭摼璺?+ 绀轰緥 + 娌荤悊鏂瑰悜鈥?* 鐨勭粨鏋刓n
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||||
**鍥涙杞寲閾捐矾锛?*
|
||||
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||||
> 妯″瀷缁撴灉 鈫?鏈哄埗璇婃柇 鈫?瑙勫垯鏄犲皠 鈫?娌荤悊寤鸿
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||||
杩欐潯閾捐矾璇存槑**妯″瀷缁撴灉涓嶄細鐩存帴绛夊悓浜庣鐞嗗缓璁?*锛岃€屾槸**闇€瑕佺粡杩囦腑闂磋浆鍖?*锛屾墠鑳?*褰㈡垚鍙墽琛岀殑瑙勫垯浼樺寲鏂瑰悜**
|
||||
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||||
**绀轰緥閾捐矾锛?*
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||||
|
||||
> 瀹炲姏绂绘暎搴﹁繃楂?鈫?鍏钩鎬ф満鍒跺け琛?鈫?鍖归厤/琛ュ伩瑙勫垯 鈫?鎺у埗寮哄急宸窛
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||||
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鐢ㄤ簬璇存槑濡備綍浠庝竴涓?*妯″瀷璇嗗埆缁撴灉**锛岃浆鍖栦负**鏈哄埗璇婃柇鍜岃鍒欎紭鍖?*鏂瑰悜
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||||
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||||
**娌荤悊鏂瑰悜锛?*
|
||||
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||||
- **缁撴灉绠＄悊 鈫?杩囩▼娌荤悊**锛氱敤杩囩▼鎸囨爣璇嗗埆鎶曞叆琛板噺涓庣珵浜夊け琛?
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||||
- **缁熶竴瑙勫垯 鈫?鍒嗗眰娌荤悊**锛氬熀浜庣兢浣撳樊寮傚疄鏂藉樊寮傚寲瑙勫垯閰嶇疆
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- **鐭湡鍒烘縺 鈫?鐢熸€佷紭鍖?*锛氫粠鏈哄埗灞傞潰缁存寔闀挎湡鍙備笌涓庣粍缁囩ǔ瀹?
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||||
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**璋冩暣鍓?涓?璋冩暣鍚?*
|
||||
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||||
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||||
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<callout emoji="鈻笍">
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||||
- **浠婃棩涓昏鍥寸粫寮€棰樺唴瀹逛腑璐熻矗鐨勬ā鍧楄繘琛屽唴瀹逛紭鍖?*
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||||
- 鏄庢棩鐨勯噸鐐规槸瀹屾垚璐熻矗妯″潡鍏ㄩ儴鍐呭椤甸潰鐨勬渶缁堜紭鍖栬皟鏁碶n- 鍚屾椂鍚屾鏇存柊**鏍稿績鎽樿鍜岄璁鹃噸鐐归棶棰樺唴瀹?*锛岀‘淇漃PT灞曠ず銆佹眹鎶ラ€昏緫鍜岀瓟杈╁噯澶囦笁鑰呬繚鎸佷竴鑷碶n</callout>
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||||
@@ -1,106 +0,0 @@
|
||||
# 2026.05.18-鏃ユ姤-澶忚幉
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||||
|
||||
## 涓€銆佸伐浣滃唴瀹规杩癨n
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||||
1. 瀹屾垚涓変唤姹囨姤鏂囨。锛氭枃瀛楃増鎶ュ憡銆丳PT鎶ュ憡銆佹暣鏀规姤鍛奬n2. 浜嗚В瀛︽湳鐮旂┒Agent
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||||
|
||||
|
||||
|
||||
## 浜屻€佷簡瑙ｅ鏈爺绌?Agent
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||||
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||||
杩戜竴骞达紝瀛︽湳 AI Agent 鐮旂┒浠庡崟鐐硅緟鍔╁伐鍏疯浆鍚戜簡鈥滅鐮旀祦绋嬪瀷 Agent鈥濄€備富瑕佽鐩栨枃鐚绱€佸亣璁剧敓鎴愩€佷唬鐮佸疄楠屻€佹暟鎹垎鏋愩€佸浘琛ㄧ敓鎴愩€佽鏂囧啓浣滃拰鑷垜璇勪及绛夌幆鑺傘€俓n
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||||
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### **锛堜竴锛夌鐮斿崗浣滆€呯被 Agent**
|
||||
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||||
**浠ｈ〃锛歋ciSciGPT銆丟oogle AI co-scientist**
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||||
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||||
寮鸿皟鍦ㄤ汉绫荤爺绌惰€呬富瀵间笅锛孉I 浣滀负绉戠爺鍔╂墜鎴栧崗浣滆€呭弬涓庡叿浣撶幆鑺傘€備富瑕佸府鍔╃爺绌惰€呭畬鎴愭枃鐚悊瑙ｃ€侀棶棰樻媶瑙ｃ€佹暟鎹垎鏋愩€佺粨鏋滆В閲婂拰鐮旂┒鏂规鐢熸垚銆俓n
|
||||
#### 銆?*SciSciGPT**銆慭n
|
||||
**璁烘枃锛歋ciSciGPT: advancing human鈥揂I collaboration in the science of science**
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||||
|
||||
**鍙戣〃鏈熷垔 | 骞翠唤锛歂ature Computational Science锛?025 骞?12 鏈堬級**
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||||
|
||||
> 瑙ｅ喅鐨勯棶棰橈細璁烘枃璁や负锛岀幇鍦ㄧ鐮旇秺鏉ヨ秺渚濊禆澶ц妯℃暟鎹拰澶嶆潅璁＄畻鏂规硶锛屼絾杩欎細甯︽潵寰堥珮鐨勬妧鏈棬妲涖€傜爺绌惰€呭彲鑳芥湁鐮旂┒闂锛屼絾闇€瑕佽嚜宸卞畬鎴愭暟鎹簱鐞嗚В銆佹暟鎹竻娲椼€丼QL 鏌ヨ銆佷唬鐮佸垎鏋愩€佸彲瑙嗗寲鍜岀粨鏋滄鏌ワ紝鏁堢巼浣庛€侀棬妲涢珮銆俓n>
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||||
> 甯歌绉戠爺鍒嗘瀽娴佺▼锛氭枃鐚绱?鈫?鎵炬暟鎹?鈫?鐞嗚В鏁版嵁搴撶粨鏋?鈫?鍐?SQL / Python / R 鈫?鍋氱粺璁″垎鏋?鈫?鐢诲浘 鈫?妫€鏌ョ粨鏋?鈫?鍙嶅淇敼銆俓n
|
||||
#### **绯荤粺鏋舵瀯锛? 澶ф櫤鑳戒綋鍗忓悓**
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||||
|
||||
1. **ResearchManager 锛堟€绘帶-鎷嗚В浠诲姟锛?*
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||||
2. **LiteratureSpecialist锛堟枃鐚笓瀹讹級**
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||||
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||||
璐熻矗绉戝瀛﹂鍩熸枃鐚绱€佺煡璇嗘彁鍙栥€佺患杩扮敓鎴愪笌寮曠敤婧簮鐨勪笓涓氭櫤鑳戒綋锛屾牳蹇冮€氳繃棰嗗煙涓撳睘妫€绱㈠寮虹敓鎴愭灦鏋勫疄鐜扮簿鍑嗙煡璇嗚皟鐢紝闄嶄綆澶фā鍨嬪够瑙夐闄┿€俓n
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||||
**瀹屾暣宸ヤ綔娴佺▼锛?*
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||||
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||||
- 鏍规嵁鐢ㄦ埛鐨勭爺绌堕棶棰橈紝鐢熸垚瑙勮寖鐨勬绱㈤棶棰榎n- LLM 鑷姩璇嗗埆骞跺簲鐢ㄥ厓鏁版嵁杩囨护鏉′欢锛屽彲闄愬畾浠呮绱㈡枃鐚殑鎽樿銆佹柟娉曘€佺粨鏋溿€佽璁虹瓑鐗瑰畾绔犺妭
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||||
- 浣跨敤 HyDE锛堝亣璁炬枃妗ｅ祵鍏ワ級 鐢熸垚澶氫釜涓庨棶棰樼浉鍏崇殑 鈥滃亣璁炬钀解€漒n- 鐢ㄨ繖浜涘亣璁炬钀戒笌SciSciCorpus锛堢瀛﹀鏂囩尞搴擄級涓殑鏂囨湰鐗囨杩涜鍚戦噺鐩镐技搴﹀尮閰峔n- 瀵规绱㈠埌鐨勫唴瀹硅繘琛屾暣鍚堛€佸綊绾充笌瑙ｈ锛岀敓鎴愬甫瀛︽湳寮曠敤鐨勭患杩版€у洖绛擻n
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**鏍稿績鍔熻兘琛ュ厖锛?*
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- 鍙牴鎹棶棰橀渶瑕侊紝瀵规憳瑕併€佹柟娉曘€佺粨鏋溿€佽璁虹瓑涓嶅悓鏂囩尞鐗囨杩涜鍒嗗眰妫€绱紝閫愭娣卞寲鐞嗚В銆俓n- 浠ョ湡瀹炴枃鐚绱㈢粨鏋滀负鍩虹鐢熸垚鍥炵瓟锛屽寮哄唴瀹圭殑鍙拷婧€у拰瀛︽湳鍙潬鎬с€俓n
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||||
> HyDE锛堝亣璁炬枃妗ｅ祵鍏ワ級 = 鍏堢敤 AI 缂栦竴娈?鈥滄剰鎬濈浉杩戔€?鐨勫亣绛旀锛屽啀鎷垮畠鍘荤簿鍑嗘壘鍒扮湡鏂囩尞銆俓n
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||||
1. **DatabaseSpecialist锛堟暟鎹笓瀹舵櫤鑳戒綋锛?*
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||||
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璐熻矗瀛︽湳鏁版嵁鑾峰彇銆佹暟鎹粨鏋勭悊瑙ｃ€佹暟鎹彁鍙栥€佹暟鎹竻娲椾笌鏍囧噯鍖栫殑涓撲笟鏅鸿兘浣擄紝鏍稿績瀵规帴瀛︽湳鏁版嵁搴撴暟鎹熀纭€銆俓n
|
||||
**宸ヤ綔娴佺▼锛?*
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||||
|
||||
- 鎺ユ敹鏁版嵁浠诲姟锛屾槑纭渶瑕佸摢浜涙暟鎹€佽寖鍥翠笌鏉′欢銆俓n- 鑷姩璇诲彇骞剁悊瑙ｆ暟鎹簱鐨勮〃缁撴瀯锛岀煡閬撴暟鎹瓨鏀惧湪鍝紶琛ㄣ€佸摢浜涘瓧娈点€俓n- 鏍规嵁浠诲姟闇€姹傦紝鑷姩鐢熸垚瀵瑰簲鐨勬暟鎹簱鏌ヨ璇彞锛屼粠 SciSciNet 涓彁鍙栫洰鏍囨暟鎹€俓n- 瀵规満鏋勫悕绉般€佷綔鑰呭悕绉般€佹枃鐚俊鎭瓑杩涜缁熶竴鏍囧噯鍖栧鐞嗭紝閬垮厤鍥犲悕绉板啓娉曚笉鍚屽鑷村垎鏋愰敊璇€俓n- 瀹屾垚鏁版嵁娓呮礂銆佸幓閲嶃€佹牸寮忚浆鎹紝鐢熸垚鍙洿鎺ョ敤浜庡垎鏋愮殑骞插噣鏁版嵁銆俓n
|
||||
**鍔熻兘琛ュ厖锛?*
|
||||
|
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- 鑳藉澶勭悊鍗冧竾绾у埆鐨勮鏂囥€佸紩鐢ㄣ€佸悎浣滅綉缁溿€佹満鏋勫叧绯荤瓑澶ц妯″鏈暟鎹€俓n- 鑷姩鐞嗚В澶嶆潅鐨勬暟鎹叧绯伙紝涓嶉渶瑕佷汉宸ュ啓鏌ヨ璇彞鎴栨暣鐞嗘暟鎹€俓n
|
||||
1. **AnalyticsSpecialist锛堝垎鏋愪笓瀹舵櫤鑳戒綋锛?*
|
||||
|
||||
璐熻矗鏁版嵁缁熻鍒嗘瀽銆佹ā鍨嬫瀯寤恒€佷唬鐮佽嚜鍔ㄧ紪鍐欎笌绉戠爺鍥捐〃鍙鍖栫殑涓撲笟鏅鸿兘浣擄紝渚濇墭闅旂瀹夊叏鐨勪唬鐮佽繍琛岀幆澧冿紝瀹屾垚浠庢暟鎹埌绉戠爺缁撹鐨勫叏娴佺▼璁＄畻宸ヤ綔銆俓n
|
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**宸ヤ綔娴佺▼锛?*
|
||||
|
||||
- 鎺ユ敹鎸囦护锛岃鍙栧凡娓呮礂瀹屾垚鐨勮鑼冩暟鎹€俓n- 鏍规嵁鐮旂┒闇€姹傦紝鑷姩閫夋嫨鍚堥€傜殑鍒嗘瀽鏂规硶锛屽寘鎷弿杩扮粺璁°€佸洖褰掑垎鏋愩€佺綉缁滃垎鏋愩€佽仛绫诲垎鏋愩€佸洜鏋滃垎鏋愮瓑銆俓n- 鍦ㄥ畨鍏ㄩ殧绂荤殑浠ｇ爜娌欑鐜涓紝鑷姩缂栧啓鍙繍琛岀殑浠ｇ爜锛屾敮鎸?Python銆丷銆丣ulia銆俓n- 杩愯浠ｇ爜瀹屾垚鏁板€艰绠椼€佹寚鏍囨彁鍙栥€佸叧绯婚獙璇佷笌瑙勫緥鎸栨帢锛屽緱鍒伴噺鍖栧垎鏋愮粨鏋溿€俓n- 鏍规嵁鏁版嵁鐗瑰緛涓庝换鍔¤姹傦紝鑷姩鐢熸垚涓撲笟绉戠爺鍥捐〃锛屽鍚堜綔缃戠粶鍥俱€佸弻杞磋秼鍔垮浘銆佸垎甯冨姣斿浘绛夈€俓n
|
||||
**鍔熻兘琛ュ厖锛?*
|
||||
|
||||
- 鏃犻渶浜哄伐缂栧啓浠ｇ爜锛岃嚜鍔ㄥ畬鎴愪粠鏁版嵁鍒板浘琛ㄧ殑鍏ㄦ祦绋嬪垎鏋愩€俓n- 鏀寔澶嶆潅绉戠爺鍦烘櫙锛屽彲澶嶇幇椤跺垔璁烘枃涓殑鍥捐〃涓庣粺璁＄粨璁恒€俓n
|
||||
1. **EvaluationSpecialist锛堣瘎浼颁笓瀹舵櫤鑳戒綋锛夊畬鏁寸増**
|
||||
|
||||
璐熻矗鍏ㄦ祦绋嬭川閲忔鏌ャ€佺粨鏋滄墦鍒嗐€侀棶棰樿瘖鏂笌鏀硅繘寤鸿鐨勭洃鐫ｅ瀷鏅鸿兘浣擄紝閫氳繃澶氱骇璇勪及鏈哄埗淇濋殰鏁翠釜绉戠爺娴佺▼鍙潬銆佸噯纭€佽鑼冦€俓n
|
||||
**宸ヤ綔娴佺▼锛?*
|
||||
|
||||
- 鍏ㄧ▼鐩戞帶鍏朵粬鏅鸿兘浣撶殑鎵ц杩囩▼锛屽湪鍏抽敭姝ラ瀹屾垚鍚庡惎鍔ㄨ瘎浼般€俓n- 寮€灞?*宸ュ叿浣跨敤璇勪及**锛氭鏌ユ暟鎹煡璇€佹枃鐚绱€佷唬鐮佽皟鐢ㄧ瓑鎿嶄綔鏄惁姝ｇ‘銆佸悎鐞嗐€俓n- 寮€灞?*鍥捐〃鍙鍖栬瘎浼?*锛氭鏌ュ浘琛ㄦ竻鏅板害銆侀厤鑹层€佹爣娉ㄣ€佸竷灞€鏄惁瑙勮寖锛岀粰鍑轰紭鍖栧缓璁€俓n- 寮€灞?*鏁翠綋浠诲姟璇勪及**锛氭鏌ユ暣涓瓙浠诲姟鏄惁瀹屾暣杈炬垚鐩爣锛屾柟娉曢€夋嫨鏄惁绉戝銆俓n- 瀵规瘡涓€椤圭粨鏋滆繘琛岄噺鍖栨墦鍒嗭紝鏍规嵁鍒嗘暟鍒ゆ柇鏄惁閫氳繃銆佹槸鍚﹂渶瑕佷慨姝ｆ垨閲嶅仛銆俓n
|
||||
**鍔熻兘琛ュ厖锛?*
|
||||
|
||||
- 鑷姩绾犻敊銆佽嚜鍔ㄦ彁鍗囩粨鏋滆川閲忋€傝绯荤粺鍏峰鑷垜淇鑳藉姏锛屾彁鍗囧垎鏋愬彲闈犳€т笌瀛︽湳涓ヨ皑鎬с€俓n- 鏈夋晥鍑忓皯澶фā鍨嬮敊璇€佷唬鐮佹紡娲炪€佸浘琛ㄤ笉瑙勮寖绛夐棶棰樸€俓n
|
||||
---
|
||||
|
||||
**瀵规瘮锛歋ciSciGPT銆丟oogle AI co-scientist**
|
||||
|
||||
<sheet sheet-id="I3sfsf" token="Vz2Qs8XW3h6Yhwt2Er0cy9Umnlg"></sheet>
|
||||
|
||||
|
||||
|
||||
### **锛堜簩锛夌鍒扮鑷姩绉戠爺绫?Agent**
|
||||
|
||||
> 浠ｈ〃锛欰I-Researcher銆丄gent Laboratory
|
||||
>
|
||||
> - 灏濊瘯璁?AI 浠庣爺绌舵兂娉曞嚭鍙戯紝鑷姩瀹屾垚鏂囩尞妫€绱€佺爺绌跺亣璁剧敓鎴愩€佸疄楠岃璁°€佷唬鐮佸疄鐜般€佺粨鏋滃垎鏋愩€佸浘琛ㄧ敓鎴愬拰璁烘枃鍒濈鎾板啓绛夊畬鏁存祦绋嬨€俓n> - 杩欑被鐮旂┒鏇村己璋冣€滅鐮旀祦绋嬭嚜鍔ㄥ寲鈥濓紝灞曠ず AI 鍙備笌瀹屾暣鐮旂┒闂幆鐨勫彲鑳芥€э紝浣嗙洰鍓嶄粛浠ュ師鍨嬫帰绱负涓伙紝涓嶈兘鐩存帴鏇夸唬鐮旂┒鑰呭畬鎴愭寮忚鏂囥€俓n
|
||||
#### 銆怉I-Researcher銆慭n
|
||||
鏁翠綋鐩爣鏄敖閲忚嚜鍔ㄥ畬鎴愮鐮旀祦绋嬨€傝鏂囨憳瑕佷腑璇达紝瀹冭鐩栦粠 **鏂囩尞缁艰堪銆佸亣璁剧敓鎴愩€佺畻娉曞疄鐜帮紝鍒板彲鍙戣〃璁烘枃鍑嗗** 鐨勫畬鏁撮摼璺紝骞舵彁鍑?Scientist-Bench 鏉ヨ瘎浠疯嚜鍔ㄧ鐮旇兘鍔涖€俓n
|
||||
1. **杈撳叆闃舵锛氫袱绉嶅惎鍔ㄦ柟寮?*鎻愪緵鏄庣‘鐮旂┒鎯虫硶锛孉I 甯姪鎵ц鍙粰鍙傝€冩枃鐚紝AI 鑷富鐢熸垚鎯虫硶骞舵墽琛孿n2. **鏂囩尞缁艰堪涓庣爺绌舵兂娉曠敓鎴?*
|
||||
|
||||
> 鏌ヨ祫鏂?鈫?绛涜祫鏂?鈫?鎵剧┖鐧?鈫?鐢熸垚鐮旂┒鎯虫硶
|
||||
|
||||
1. 鑷姩鏀堕泦鐮旂┒璧勬枡锛屽寘鎷鏂囥€佷唬鐮佷粨搴撳拰寮€鏀炬暟鎹泦
|
||||
2. 绛涢€夐珮璐ㄩ噺璧勬簮锛屼緥濡傞珮褰卞搷鍔涜鏂囥€佺淮鎶よ緝濂界殑浠ｇ爜銆佸畬鏁村害杈冮珮鐨勬暟鎹泦
|
||||
3. 鍩轰簬绛涢€夊悗鐨勮祫婧愶紝鍒嗘瀽宸叉湁鏂规硶灞€闄愩€佹妧鏈秼鍔垮拰娼滃湪绌虹櫧锛岀敓鎴愭柊鐨勭爺绌舵柟鍚慭n3. **绠楁硶璁捐銆佸疄鐜颁笌楠岃瘉**
|
||||
|
||||
> 鎯虫硶璁捐 鈫?鍐欐垚浠ｇ爜 鈫?璺戝疄楠?鈫?鐪嬬粨鏋?鈫?缁х画浼樺寲
|
||||
|
||||
1. 鎶婄爺绌舵兂娉曡浆鎴愮畻娉曟柟妗堬紝寤虹珛鐞嗚鍩虹鍜屽疄鐜扮瓥鐣n 2. 鎶婃娊璞℃柟妗堝啓鎴愬叿浣撲唬鐮侊紝鎼缓瀹為獙鐜鍜屽姛鑳芥ā鍧梊n 3. 杩愯瀹為獙锛屾敹闆嗘寚鏍囷紝楠岃瘉绠楁硶琛ㄧ幇
|
||||
4. 鏍规嵁瀹為獙缁撴灉鍙戠幇闂锛屼紭鍖栦唬鐮併€佹敼杩涙柟娉曪紝骞惰繘鍏ヤ笅涓€杞凯浠n4. **缁撴灉鍒嗘瀽涓庤鏂囧啓浣?*
|
||||
|
||||
> 瑙ｉ噴缁撴灉 鈫?缁勭粐璁烘枃缁撴瀯 鈫?鐢熸垚瀹屾暣璁烘枃
|
||||
|
||||
1. 鍒嗘瀽瀹為獙缁撴灉锛岃В閲婃寚鏍囪〃鐜般€佹柟娉曚紭鍔垮拰涓嶈冻
|
||||
2. 鏁村悎鐮旂┒鍔ㄦ満銆佹柟娉曡璁°€佸疄楠岀粨鏋滃拰鍒嗘瀽鍐呭
|
||||
3. 杈撳嚭杈冨畬鏁寸殑瀛︽湳璁烘枃鏂囨湰
|
||||
5. **鍩哄噯娴嬭瘯涓庤川閲忚瘎浠?*璇勪环鑷姩绉戠爺绯荤粺鐨勪骇鍑鸿川閲忥細鐮旂┒鏄惁鏈夊垱鏂版€с€佸疄楠屾槸鍚﹀厖鍒嗐€佺悊璁哄熀纭€鏄惁鎵庡疄銆佺粨鏋滆В閲婃槸鍚﹀噯纭€佽鏂囧啓浣滄槸鍚︽竻鏅拌繛璐痋n
|
||||
---
|
||||
|
||||
<callout emoji="鈻笍">
|
||||
**SciSciGPT鍜孉I-Researcher缃戦〉鐗堣瘯鐢?*
|
||||
涓や釜閮芥湁寮€婧愮増鏈紝涔熼兘鏈夊湪绾跨綉椤靛舰寮忓彲浠ヤ綋楠岋紝浣嗗畾浣嶅拰浣跨敤鏂瑰紡涓嶄竴鏍枫€俓n**SciSciGPT锛?*
|
||||
- 鏇村亸鍚戞枃鐚绱€佺鐮旀暟鎹垎鏋愬拰鍙鍖栥€傚畠鍙互杩炴帴API锛屽湪缁欏畾鍏蜂綋鐮旂┒鑼冨洿鍚庯紝杈呭姪瀹屾垚鑷姩妫€绱€佹枃鐚悊瑙ｃ€佹暟鎹簱鏌ヨ銆佹暟鎹垎鏋愬拰缁撴灉瑙ｉ噴銆俓n- 涓嶈繃锛屼富瑕佽繕鏄搮闀跨瀛﹀鐮旂┒鍦烘櫙锛堝垎鏋愯鏂囥€佷綔鑰呫€佸紩鐢ㄧ瓑瀛︽湳鏁版嵁锛夈€佸鏋滅敤鍒板叾浠栧绉戯紝鍙兘闇€瑕佽皟鏁存暟鎹簮銆佸叧閿瘝銆佸垎鏋愭祦绋嬪拰鏈湴閮ㄧ讲閰嶇疆銆俓n- 鍙互鍊熼壌鈥滄枃鐚?+ 鏁版嵁 + 鍙鍖栤€濇柟闈㈢殑娴佺▼锛屼互鍙婂浣曟媶瑙ｅ垎鏋愪换鍔°€俓n**AI-Researcher**
|
||||
- 缃戦〉鐗堟媶鎴愪簡寰堝涓ā鍧楋紝鍙互鎸夌爺绌堕樁娈靛垎鍒€夋嫨銆傚寘鎷細瀹屾暣鐮旂┒娴佺▼銆佹枃鐚患杩般€佺爺绌舵兂娉曠敓鎴愩€佹柟娉曡璁°€佽嚜鍔ㄥ疄楠屻€佹暟鎹垎鏋愩€佸鐜拌鏂囥€備娇鐢ㄨ繃绋嬩篃姣旇緝鍍忓璇濆紡鎿嶄綔锛氳緭鍏ョ爺绌堕棶棰樻垨鑰呬笂浼犺祫鏂欙紝鐒跺悗閫夋嫨涓嶅悓妯″潡锛岃 Agent 鎸夐樁娈电敓鎴愮粨鏋溿€俓n- 鍙互瀛︿範锛氫笉鍚岄樁娈靛搴斾笉鍚?Agent锛屽悇涓ā鍧椾箣闂存€庢牱涓茶仈璧锋潵銆傚悗缁粨鍚堝紑婧愪唬鐮佽繘涓€姝ヤ簡瑙ｆā鍧楀疄鐜般€佹彁绀鸿瘝璁捐鍜屽伐鍏疯皟鐢ㄦ柟寮忋€俓n鎴戜滑鐩墠鐨勭爺绌朵篃鍙互鎷嗗垎鎴愮被浼肩殑瀛愭ā鍧楋細鏂囩尞鍩虹 鈫?鐮旂┒绌虹櫧 鈫?涓冩満鍒舵鏋?鈫?鍙橀噺璁捐 鈫?鏁版嵁鍙ｅ緞妫€鏌?鈫?XGBoost / SHAP 瀹為獙 鈫?缁撴灉瑙ｉ噴 鈫?娌荤悊寤鸿銆備粖澶╄繖涓や釜姣旇緝鍋忓悜绉戠爺Agent绯荤粺锛岄噸鐐规槸瀛︿範瀹冧滑濡備綍鎷嗗垎绉戠爺娴佺▼銆佽缃垎宸ュ崗浣溿€傛槑澶╄瘯涓€涓媋cademic-research-skills銆俓n</callout>
|
||||
@@ -1,175 +0,0 @@
|
||||
# 2026.05.16-鏃ユ姤-娣卞湷鐮旂┒閮ㄦ棩鎶n
|
||||
## 涓€銆佸伐浣滃唴瀹规杩癨n
|
||||
1. 閽堝璋冩暣闂杩涜鏁存敼
|
||||
|
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|
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|
||||
## 浜屻€侀棶棰樻暣鏀筡n
|
||||
#### 锛堜竴锛夆€滃浜衡€濇蹇甸渶瑕佸墠缃氦浠n
|
||||
**鎻愬嚭闂锛?*
|
||||
|
||||
鐩墠瀵光€滃浜衡€濈殑瑙ｉ噴涓嶅娓呮櫚銆傞渶瑕佸湪璁鸿堪鍓嶆璁叉竻妤氬浜虹殑鍏蜂綋鍚箟锛屼互鍙婂洿缁曡繖涓€涓婚瑕佽В鍐充粈涔堟牳蹇冮棶棰橈紝骞堕€氳繃鏂囩尞缁艰堪鏀拺鍏抽敭闂鐨勬彁鍑恒€俓n
|
||||
**璋冩暣璇存槑锛?*宸叉柊澧炲苟鍓嶇疆鈥滃浜虹ぞ浜ょ珵浜夆€濈殑姒傚康鐣屽畾鍐呭銆俓n
|
||||
**宸茶皟鏁村唴瀹癸細**
|
||||
|
||||
1. **鏂板鈥滄蹇电晫瀹氾細澶氫汉绀句氦绔炰簤娓告垙**
|
||||
鎵€绉扳€滃浜烘父鎴忊€濆苟闈炵畝鍗曟寚浜烘暟锛岃€屾槸涓綋宓屽叆鍥綋銆佸洟浣撹繘鍏ヨ禌灞€銆佽禌灞€缃簬绔炶禌涓殑澶氬眰宓屽绔炰簤缁撴瀯锛屽洜姝ゅ钩鍙版不鐞嗙殑閲嶇偣涓嶅啀鍙槸鍗曞眬鑳滆礋锛岃€屾槸鎸佺画鎶曞叆銆佺粍缁囧崗浣滀笌鐢熸€佺ǔ瀹氥€俓n2. **琛ュ厖鈥滃崟浜?/ 绠€鍗曠珵鎶€鈥濅笌鈥滃浜虹ぞ浜ょ珵浜夆€濈殑瀵规瘮**
|
||||
浠庢牳蹇冮┍鍔ㄨ绱犮€佷氦浜掔壒寰併€佸钩鍙拌鑹插拰绠＄悊閲嶇偣鍥涗釜鏂归潰璇存槑鍖哄埆銆?
|
||||
3. **绐佸嚭鏈枃鐮旂┒瀵硅薄鐨勫灞傚祵濂楃粨鏋?*
|
||||
閫氳繃缁撴瀯鍥惧睍绀轰釜浣撱€佸洟浣撱€佽禌灞€銆佺珵璧涗箣闂寸殑灞傜骇鍏崇郴锛岃鏄庢寔缁姇鍏ヤ笉鏄崟涓€鐢ㄦ埛琛屼负锛岃€屾槸澶氬眰缁撴瀯鍏卞悓浣滅敤鐨勭粨鏋溿€?
|
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|
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<grid>
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|
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</grid>
|
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|
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---
|
||||
|
||||
#### 锛堜簩锛夎儗鏅儴鍒嗗叧閿悊璁洪敋鐐归渶瑕佹洿绐佸嚭
|
||||
|
||||
**鎻愬嚭闂锛?*
|
||||
|
||||
褰撳墠寮€棰樻姤鍛婁腑鈥滀粠澧為噺鍒板瓨閲忕粡钀ャ€佸钩鍙版不鐞嗕綋绯绘瀯寤恒€佹満鍒惰璁°€佸埗搴﹁В鍐斥€濈瓑鍏抽敭鐞嗚閿氱偣瀛樺湪鎰熷亸寮憋紝闇€瑕佽繘涓€姝ョ獊鍑恒€俓n
|
||||
**璋冩暣璇存槑锛?*鑳屾櫙閮ㄥ垎宸查噸鏂板己鍖栫悊璁洪敋鐐圭殑閫掕繘琛ㄨ揪銆俓n
|
||||
**宸茶皟鏁村唴瀹癸細**
|
||||
|
||||
1. **绐佸嚭鈥滀粠澧為噺鎵╁紶鍒板瓨閲忕粡钀モ€?*
|
||||
閫氳繃琛屼笟鏁版嵁璇存槑娓告垙琛屼笟鐢ㄦ埛绾㈠埄鍑忓急锛屽钩鍙板闀块噸蹇冧粠鏂板鐢ㄦ埛鎵╁紶杞悜鐜版湁鐢ㄦ埛闀挎湡鍙備笌鍜屾繁搴﹁繍钀ャ€?
|
||||
2. **绐佸嚭鈥滆鍒欐満鍒垛€濅綔涓哄钩鍙版不鐞嗗伐鍏?*
|
||||
鏄庣‘璇存槑锛氭姇鍏ヨ“鍑忎笉鏄崟绾唴瀹瑰惛寮曞姏涓嬮檷锛岃€屾槸瑙勫垯鏈哄埗濡備綍褰卞搷鍙備笌鑰呮寔缁姇鍏ョ殑闂銆?
|
||||
3. **琛ュ厖鏂囩尞鍩虹涓庣爺绌剁┖鐧?*
|
||||
灏嗗钩鍙版不鐞嗐€佹父鎴忓弬涓庛€佺珵璧涜璁″拰鍥㈤槦鍗忎綔绛夋枃鐚綔涓虹悊璁哄熀纭€锛岃鏄庣幇鏈夌爺绌跺鍥綋璧涘鍒剁珵璧涗腑鐨勨€滆鍒欐満鍒垛€旀寔缁姇鍏モ€濊В閲婁粛涓嶈冻銆?
|
||||
4. **杩涗竴姝ヨ惤鍒扮爺绌堕棶棰樹笌娌荤悊璺緞**
|
||||
灏嗙爺绌堕棶棰樻暣鐞嗕负鈥滄満鍒舵娊璞°€佸叧閿瘑鍒€佸叧绯昏В閲娿€佸紓璐ㄦ€ф不鐞嗏€濆洓涓€掕繘闂锛屼负鍚庣画瑙勫垯浼樺寲鍜屾不鐞嗚緭鍑哄仛閾哄灚銆?
|
||||
|
||||
---
|
||||
|
||||
#### 锛堜笁锛夎儗鏅儴鍒嗛渶瑕佷粠鍏蜂綋娓告垙闂鍒囧叆
|
||||
|
||||
**鎻愬嚭闂锛?*
|
||||
|
||||
1. 铏界劧缁撴瀯瀹屾暣锛屼絾娓告垙琛屼笟鏈€鏈夌壒鑹层€佹渶鏈夌敾闈㈡劅鐨勫唴瀹规病鏈夊睍绀哄嚭鏉ャ€傝鍔犲叆鐪熷疄娓告垙鎴浘銆佺帺瀹跺姩鎬佸拰涓氬姟鍦烘櫙锛岃鐞嗚妗嗘灦鏈夊叿浣撹惤鑴氱偣銆俓n2. 寤鸿涓€寮€濮嬩粠浼佷笟鍏蜂綋娓告垙闂鍒囧叆锛屽厛灞曠ず骞堕獙璇侀棶棰樺瓨鍦紝鍐嶇敤鐞嗚鏈哄埗灞曞紑锛岃繖鏍烽€昏緫鏇存湁璇存湇鍔涖€俓n
|
||||
**璋冩暣璇存槑锛?*宸插鍔犵湡瀹炴父鎴忓唴瀹瑰拰涓氬姟鍦烘櫙灞曠ず銆俓n
|
||||
**宸茶皟鏁村唴瀹癸細**
|
||||
|
||||
1. **琛ュ厖鐮旂┒鍦烘櫙閫夋嫨**
|
||||
璇存槑鏈枃鑱氱劍銆婂彨鎴戜竾宀佺埛銆嬭法鏈嶅洟浣撹禌瀛ｅ埗绔炶禌锛岃鍦烘櫙鍏锋湁闀垮懆鏈熴€佸己鍗忎綔銆佺粍缁囧寲鍜屾寔缁珵浜夌壒寰併€?
|
||||
2. **灞曠ず浼佷笟鐪熷疄闂**
|
||||
閫氳繃鎶曞叆鍙樺寲鏇茬嚎銆佷笟鍔＄棝鐐瑰拰娓告垙鎴浘锛屽睍绀哄洟浣撶珵璧涗腑瀛樺湪鐨勬姇鍏ヨ“鍑忛棶棰橈紝鍖呮嫭锛?绔炰簤澶辫 銆佹縺鍔卞け鏁?銆佹姇鍏ユ尋鍑?銆?鍗忎綔鏂
|
||||
3. **鐢ㄦ父鎴忚鍒欐埅鍥捐鏄庤鍒欏浣曠粍缁囨姇鍏?*
|
||||
灏嗗洓绫讳笟鍔￠棶棰樺搴斿埌鍏蜂綋瑙勫垯鏈哄埗锛?
|
||||
|
||||
- 绔炰簤澶辫 鈫?鍖归厤涓庡垎缁勮鍒?
|
||||
- 婵€鍔卞け鏁?鈫?绉垎涓庡鍔辫鍒?
|
||||
- 鎶曞叆鎸ゅ嚭 鈫?浠樿垂涓庤涓鸿鍒?
|
||||
- 鍗忎綔鏂 鈫?鍗忎綔涓庣粍缁囪鍒?
|
||||
4. **璇存槑涓轰粈涔堥€夋嫨鍥綋璧涘鍒剁珵璧?*
|
||||
浠?PVP銆乀VT 鍒?GVG 鍥綋璧涘鍒剁珵璧涜繘琛屽姣旓紝绐佸嚭鏈枃鐮旂┒鍦烘櫙鐨勫吀鍨嬫€n
|
||||
|
||||
|
||||
---
|
||||
|
||||
#### 锛堝洓锛夌鐞嗛棶棰橀渶瑕佹彁寰楁洿澶n
|
||||
**鎻愬嚭闂锛?*
|
||||
|
||||
鍘熻儗鏅棶棰樺鏄撳眬闄愬湪娓告垙琛屼笟鍐呴儴锛屽缓璁皢鍏朵笂鍗囦负鏇存櫘閬嶇殑绠＄悊闂锛屽嵆缁勭粐濡備綍鎸佺画婵€娲诲唴閮ㄦ垚鍛樺拰澶栭儴鍚堜綔鑰呮姇鍏ワ紝浠庤€屽寮虹爺绌剁殑鎴樼暐鎰忎箟鍜岃法琛屼笟鍚ず銆俓n
|
||||
**璋冩暣璇存槑锛?*宸插湪鑳屾櫙閮ㄥ垎瀵归棶棰樻剰璇嗚繘琛屼簡鎻愬崌銆俓n
|
||||
娓告垙琛屼笟鐨勫瓨閲忕珵浜夛紝鎶樺皠鍑烘洿鏅亶鐨勭鐞嗛棶棰橈細鍦ㄥ灞傚祵濂楃粍缁囦腑锛屽浣曢€氳繃瑙勫垯鏈哄埗鎸佺画婵€娲绘垚鍛樹笌鍚堜綔鑰呯殑鎶曞叆銆俓n
|
||||
**宸茶皟鏁村唴瀹癸細**
|
||||
|
||||
1. **浠庤涓氬瓨閲忕粡钀ュ紩鍑洪暱鏈熷弬涓庨棶棰?*
|
||||
璇存槑娓告垙琛屼笟杩涘叆瀛橀噺鏃朵唬鍚庯紝骞冲彴鏍稿績闂浠庘€滃浣曡幏寰楁洿澶氭柊鐢ㄦ埛鈥濊浆鍚戔€滃浣曠淮鎸佺幇鏈夌敤鎴锋寔缁弬涓庝笌闀挎湡鎶曞叆鈥濄€?
|
||||
2. **灏嗘姇鍏ヨ“鍑忓畾涔変负绯荤粺鎬ч棶棰?*
|
||||
涓嶅啀鎶婇棶棰樿〃杩颁负鍗曚釜鐜╁涓嶆椿璺冿紝鑰屾槸寮鸿皟澶氶噸瑙勫垯鍥犵礌鍏卞悓褰卞搷涓嬬殑绯荤粺鎬ф姇鍏ヨ“鍑忋€?
|
||||
|
||||
---
|
||||
|
||||
#### 锛堜簲锛夋枃鐚垎鏋愰儴鍒嗛渶瑕佸湪 PPT 涓綋鐜癨n
|
||||
**鎻愬嚭闂锛?*
|
||||
|
||||
澧炲姞鏂囩尞鍒嗘瀽鍐呭锛岃鏄庣幇鏈夋枃鐚湁鍝簺鍊煎緱鎺㈣鐨勭┖鐧姐€俓n
|
||||
**宸茶皟鏁村唴瀹癸細**
|
||||
|
||||
1. **鏂囩尞绌虹櫧椤?*
|
||||
鎸囧嚭骞冲彴闇€瑕侀€氳繃瑙勫垯鏈哄埗缁存寔鍥綋璧涘鍒剁珵璧涗腑鐨勬寔缁弬涓庯紝浣嗙洰鍓嶄粛缂轰箯绯荤粺妗嗘灦瑙ｉ噴鍝簺瑙勫垯浼氫績杩涙姇鍏ワ紝鍝簺瑙勫垯浼氬紩鍙戞姇鍏ヨ“鍑忎笌鍗忎綔寮卞寲銆?
|
||||
2. **褰掔撼鐜版湁鐮旂┒涓嶈冻涓轰笁鐐癸細**
|
||||
|
||||
- 澶氭暟鐮旂┒鍋忓悜鍗曚汉琛屼负銆佺煭鏈熸椿璺冩垨鍗曚竴鏈哄埗锛?
|
||||
- 瀵瑰洟浣撹禌瀛ｅ埗绔炶禌涓殑瑙勫垯鏈哄埗銆佹寔缁姇鍏ュ拰澶氬眰鍗忎綔缂轰箯鏁村悎瑙ｉ噴锛?
|
||||
- 缂哄皯鈥滃鏉傝鍒欐潯娆?鈫?鏈哄埗鎶借薄 鈫?鍙橀噺鏄犲皠 鈫?缁忛獙璇嗗埆 鈫?娌荤悊寤鸿鈥濈殑瀹屾暣璺緞銆?
|
||||
3. **琛ュ厖浠ｈ〃鏂囩尞鏀拺锛?*椤甸潰搴曢儴宸叉斁鍏ヤ唬琛ㄦ枃鐚甛n
|
||||
|
||||
|
||||
---
|
||||
|
||||
#### **锛堝叚锛変竷鏈哄埗鍦≒PT涓渶瑕佹湁涓绘湁娆★紝涓嶈兘骞冲潎灞曞紑**
|
||||
|
||||
**鎻愬嚭闂锛?*
|
||||
|
||||
涓冧釜鏈哄埗涓嶈兘鍦≒PT涓钩鍧囩敤鍔涳紝搴旀槑纭噸鐐硅瘑鍒€佽緟鍔╄В閲婂拰鎺㈢储鎬ф満鍒跺悇鑷殑鍔熻兘瀹氫綅銆傚惁鍒欒鑰呮棤娉曞垽鏂摢浜涙満鍒舵槸鍚庣画缁忛獙鍒嗘瀽鐨勬牳蹇冿紝鍝簺鍙槸鐞嗚妗嗘灦鐨勮ˉ鍏呫€俓n
|
||||
**璋冩暣璇存槑锛?*
|
||||
|
||||
灏嗗師鍏堢畝鍗曠殑涓夌被鏈哄埗缃楀垪锛屽崌绾т负瀹屾暣鐨勫彲璇嗗埆鎬у垎灞傞€昏緫椤点€傞噸鐐硅娓呬笁涓棶棰橈細涓轰粈涔堣鍒嗗眰銆佷緷鎹粈涔堝垎灞傘€佸垎灞傚悗鍚勮嚜鎵挎媴浠€涔堢爺绌跺姛鑳姐€傞〉闈㈤《閮ㄦ瀯寤烘牳蹇冮€昏緫閾撅細
|
||||
|
||||
> 涓冩満鍒舵鏋?鈫?鏁版嵁鏀拺鍒ゆ柇 鈫?璇嗗埆涓绘鍒嗗眰 鈫?瑙ｉ噴杈圭晫鏄庣‘
|
||||
|
||||
**宸茶皟鏁村唴瀹癸細**
|
||||
|
||||
鍒嗗眰缁撴灉濡備笅锛歕n
|
||||
<sheet sheet-id="HXDx6L" token="IKcqsRnr9hh0WstFOZ5cokFXn4Z"></sheet>
|
||||
|
||||
1. 鍒嗗眰渚濇嵁鍥涢」鏍囧噯锛氬彲瑙傛祴鎬с€佸彉寮傚害銆佹暟鎹眰绾с€佽В閲婅竟鐣屻€俓n
|
||||
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|
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|
||||
|
||||
---
|
||||
|
||||
#### **锛堜竷锛変竷鏈哄埗瑕佸垎寮€灞曞紑璁诧紝璁╃悊璁哄垱鏂扮偣鍦≒PT涓綋鐜板嚭鏉?*
|
||||
|
||||
**鎻愬嚭闂锛?*
|
||||
|
||||
涓冩満鍒堕渶瑕佸垎鍒睍寮€锛岀獊鍑烘瘡涓満鍒剁殑鍐呮兜銆佺悊璁烘敮鎾戙€佹牳蹇冨弬鏁板拰浼佷笟妗堜緥锛岃鐞嗚鎬у垱鏂扮偣鐪熸鍦≒PT涓綋鐜板嚭鏉ワ紝鑰屼笉鏄彧鍋滅暀鍦ㄦ枃瀛楃増寮€棰樻姤鍛婁腑銆俓n
|
||||
**璋冩暣璇存槑锛?*
|
||||
|
||||
浼樺厛灞曞紑涓夐」閲嶇偣璇嗗埆鏈哄埗鈥斺€斿叕骞虫€с€佷簰琛ユ€с€佺鏈夋€э紝姣忎釜鏈哄埗缁熶竴閲囩敤鍥涘眰缁撴瀯锛氭満鍒跺叧娉ㄣ€佺悊璁烘ā鍨嬨€佹牳蹇冨弬鏁般€佷笟鍔℃渚嬶紝浣挎満鍒跺唴瀹规棦鏈夌悊璁烘敮鎾戯紝鍙堣兘涓庝紒涓氱湡瀹炵珵璧涚帺娉曞彂鐢熷搴斻€俓n
|
||||
**宸茶皟鏁村唴瀹癸細**
|
||||
|
||||
- **鍏钩鎬э細** 璧涘眬鑳藉姏宸紓鏄惁鍙帶 鈫?鍥綋鑳藉姏鏍囧噯宸?鈫?鏍稿績鍙傛暟 蟽x 鈫?銆婄兘鐏€愮洘銆嬮€氳繃鍥藉姏鍒嗗尯鎺у埗寮哄急宸窛
|
||||
- **浜掕ˉ鎬э細** 閲戦挶鎶曞叆涓庢椂闂存姇鍏ヨ兘鍚﹀崗鍚?鈫?CES鐢熶骇鍑芥暟 鈫?鏇夸唬寮规€?蟽 鈫?榧撹垶銆佹淳閬ｄ笌璧勬簮鎶曞叆鍏卞悓椹卞姩璧涘眬鎺ㄨ繘
|
||||
- **绉佹湁鎬э細** 涓汉璐＄尞涓庣浜哄洖鎶ユ槸鍚︾粦瀹?鈫?鎸夎础鐚唤棰濆垎閰嶇殑鏁堢敤琛ㄨ揪寮?鈫?璐＄尞绉佹湁鍖栫郴鏁?鈫?鎹愮尞鎶藉銆佺珵鐚滄敹鐩娿€佽疆娆′釜浜哄鍔卞己鍖栬础鐚€斿洖鎶ョ粦瀹歕n
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|
||||
|
||||
---
|
||||
|
||||
#### **锛堝叓锛夎緟鍔╀笌鎺㈢储鎬ф満鍒跺悓鏍烽渶瑕佸睍寮€锛屼絾鍛堢幇鏂瑰紡瑕佷笌閲嶇偣鏈哄埗鏈夋墍鍖哄垎**
|
||||
|
||||
**鎻愬嚭闂锛?*
|
||||
|
||||
涓冩満鍒堕兘闇€瑕佸睍寮€璁诧紝涓嶈兘鍙睍寮€閲嶇偣鏈哄埗銆傚悓鏃跺己璋冧笉鍚屽眰绾ф満鍒剁殑鍛堢幇鏂瑰紡瑕佹湁鍖哄垎锛屼笉鑳藉叏閮ㄥ钩閾哄睍寮€銆佷富娆′笉娓呫€備袱涓缓璁渶瑕佸悓鏃跺洖搴斻€俓n
|
||||
**璋冩暣璇存槑锛?*
|
||||
|
||||
娌跨敤涓庨噸鐐规満鍒剁浉鍚岀殑鍥涘眰缁撴瀯鈥斺€旀満鍒跺叧娉ㄣ€佺悊璁烘ā鍨嬨€佹牳蹇冨弬鏁般€佷笟鍔℃渚嬶紝淇濊瘉椤甸潰鏍峰紡涓€鑷淬€佸舰鎴愯繛缁槄璇讳綋楠屻€傚悓鏃堕€氳繃鍒嗗眰鏍囨敞鍖哄垎閲嶇偣璇嗗埆涓庤緟鍔╂帰绱㈡満鍒剁殑鍔熻兘瀹氫綅锛岄伩鍏嶅钩鍧囩敤鍔涖€傛縺鍔辨€ч儴鍒嗕篃杩涗竴姝ュ惛鏀朵簡姝ゅ墠鍏钩鎬т笌婵€鍔辨€ц竟鐣屽帢娓呯殑鏂囧瓧鐗堜慨鏀归€昏緫銆俓n
|
||||
**宸茶皟鏁村唴瀹癸細**
|
||||
|
||||
- **琛ュ伩鎬э細** 鎶曞叆宸窛濡備綍杞寲涓虹粨鏋滃樊璺?鈫?濉旀礇鍏嬪啿绐佹垚鍔熷嚱鏁?鈫?鍙傛暟 r锛堟姇鍏モ€旂粨鏋滆浆鍖栨晱鎰熷害锛夆啋 澶嶅彫浠ゃ€侀紦鑸炵瓑瑙勫垯褰卞搷钀藉悗鏂硅拷璧剁┖闂碶n- **婵€鍔辨€э細** 濂栧姳姊害鑳藉惁鎸佺画婵€鍙戞姇鍏?鈫?涓ゆ柟濂栧姳姊害鎺ㄥ 鈫?澶氬悕娆＄粨鏋勪互鍩哄凹绯绘暟 G 鍒荤敾 鈫?鏅嬫。銆佷繚妗ｄ笌鍚嶆濂栧姳宸紓褰卞搷鎸佺画鎶曞叆鎰忔効
|
||||
- **浜掑姩鎬э細** 鍥綋闂寸珵浜変簰鍔ㄨ兘鍚︽寔缁縺娲?鈫?閲嶅鍗氬紙涓嬩綆绔炰簤鍚堜綔绋虫€佸垽鏂?鈫?璐寸幇鍥犲瓙 未 鈫?杞鍘婚噸銆佸尮閰嶉噸缁勭瓑瑙勫垯閬垮厤榛樺閬挎垬
|
||||
- **娴佸姩鎬э細** 缁勭粐缁撴瀯鏄惁闀挎湡鍥哄寲 鈫?瑙勬ā鎵╁紶涓庢垚鏈嚫鎬у叧绯?鈫?鎴愭湰鍑告€х郴鏁?b 鈫?鎴愬憳娴佸姩闂ㄦ涓庤仈鐩熻妯¤竟鐣屽奖鍝嶅ご閮ㄩ泦鑱歕n
|
||||
<grid>
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|
||||
|
||||
---
|
||||
@@ -1,64 +0,0 @@
|
||||
# 2026.5.16-鏃ユ姤-寮犲鎸痋n
|
||||
## 宸ヤ綔鍐呭姒傝堪
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1銆佸弬鍔犺€佹潕鐨勬父鎴忚
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---
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## 涓€銆佹父鎴忚瀛︿範瑕佺偣
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### 锛堜竴锛夎璁¤寖寮忓洓澶у叧閿厓绱燶n
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- **鍦熷湴涓庣┖闂寸害鏉?*
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杩欐槸鐜囧湡-Like鏈€搴曞眰鐨勮鍒欏熀鐭炽€傜帺瀹剁殑涓€鍒囪涓烘渶缁堥兘鎸囧悜鍦熷湴銆?*瀹冩槸鍞竴璧勬簮鏉ユ簮銆佹垬鍔涙姇灏勭殑杞戒綋锛屾洿鏄禌瀛ｇ粓鏋佺洰鏍囨湰韬?*銆傛牳蹇冮搧寰嬪彧鏈変竴鏉★細**鍙兘鏀诲崰涓庤嚜宸遍鍦扮浉閭荤殑鏍煎瓙**銆傝繖鏉＄畝鍗曡鍒欙紝灏嗘暣寮犲湴鍥惧彉鎴愬法澶х殑鎴樼暐妫嬬洏锛屾瘡涓€娆℃墿寮犻兘蹇呴』涓€瀵镐竴瀵稿湴鈥滈摵璺€濄€傜┖闂寸敱姝よ浆鍖栦负鏈€绋€缂虹殑璧勬簮锛屽叧鍙ｃ€佺爜澶淬€佸场璋峰洜涔嬫垚涓哄繀浜変箣鍦帮紝**閾鸿矾鐨勬柟鍚戙€侀€熷害涓庤矾绾块€夋嫨锛屾湰韬氨鏄竴鍦烘棤澹扮殑鎴樹簤**銆俓n
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- **寮哄埗鑱旂洘**
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鐜囧湡-Like浠庤璁′笂灏?*鎷掔粷浜嗙嫭鐙?*銆備笉鍔犲叆鍚岀洘锛屾案杩滄棤娉曡Е鍙婅禌瀛ｇ殑鏈€缁堣儨鍒┾€斺€旀敾鍗犳礇闃炽€佸ず鍙栭湼涓氭墍闇€鐨勫叺鍔涜妯′笌璧勬簮璋冨害锛岃繙瓒呬换浣曚釜浣撴墍鑳戒紒鍙娿€傝繖鏈川涓婃槸涓€绉嶁€?*寮虹ぞ浜?*鈥濓細鏃犺鐜╁鎬ф牸濡備綍銆佸亸濂戒綍绉嶇帺娉曪紝鍙鎯充綋楠屽畬鏁村唴瀹癸紝灏卞繀椤昏繘鍏ラ泦浣擄紝杩涜€屽嵎鍏ュ垎宸ャ€佹矡閫氥€佷俊浠汇€佽儗鍙涖€佸浜よ繖涓€鏁村浜虹被绀句細鐨勭粡鍏告垙鍓с€?*寮哄埗鑱旂洘锛屾槸鏁翠釜鍝佺被绀句氦鐢熸€佺殑鍙戝姩鏈?*銆俓n
|
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- **鍏钩鎴樻枟**
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|
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鍏钩鎴樻枟鏄巼鍦?Like涓庘€滄暟鍊肩⒕鍘嬪瀷鈥濇父鎴忕殑**鍒嗘按宀?*銆傛牳蹇冧富寮犲緢鏄庣‘锛?*鎴樻枟缁撴灉搴旂敱绛栫暐鍐崇瓥鐨勮川閲忓喅瀹氾紝鑰岄潪鐢辫皝鑺遍挶鏇村銆佽皝鍏ュ潙鏇存棭鏉ュ喅瀹?*銆傛暟鍊兼湁褰卞搷锛屼絾涓嶈兘鏄喅瀹氭€х殑銆備粠浜у搧婕旇繘鐪嬶紝鏂瑰悜娓呮櫚鑰屽潥瀹氾細涓嶆柇鍑忓皯绾暟瀛楀樊寮傦紝涓板瘜绛栫暐缁村害锛屾嫈楂樺崥寮堜环鍊笺€傘€婄巼鍦熶箣婊ㄣ€嬪缓绔嬩簡鍩虹鐨勫厠鍒朵笌鎴樻硶妗嗘灦锛屻€婁笁鍥藉織路鎴樼暐鐗堛€嬪湪鎶€鑳借璁′笌闃靛鎼厤涓婃寔缁繁鍖栵紝銆婁笁鍥借皨瀹氬ぉ涓嬨€嬪垯杩涗竴姝ラ€氳繃鎴樻硶鍙戝姩鐜囩殑绋冲畾鍖栬璁°€佸钩姘戔€滅闃熲€濈殑涓诲姩濉戦€狅紝**璁┾€滅瓥鐣ユ纭€濇瘮鈥滃厖鍊兼洿澶氣€濇洿鏈夊垎閲?*銆俓n
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- **璧涘鍒?*
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娓告垙鐜╀箙浜嗭紝澶撮儴浼樺娍婊氶洩鐞冭埇鑶ㄨ儉锛屽悗鏉ヨ€呯炕鐩樻棤鏈涳紱鑰屽ぇ閮ㄥ垎鐩爣杈炬垚鍚庯紝鐜╁鍙堜細鍧犲叆鏃犱簨鍙仛鐨勭┖铏氥€傝禌瀛ｅ埗鐨勭瓟妗堝共鑴嗗埄钀斤紝**瀹氭湡閲嶇疆璧涘眬锛岀炕鐩橀噸鏉?*銆傚畠杩涜浜嗙簿缁嗗寲鐨勫彇鑸嶏細**淇濈暀涓汉璧勪骇锛堟灏嗐€佹垬娉曘€佽澶囷級涓庢搷浣滅粡楠岋紝閲嶇疆鏈嶅姟鍣ㄧ姸鎬侊紙鍦熷湴褰掗浂銆佸煄姹犳槗涓汇€佸悓鐩熸礂鐗岋級**銆傝繖鍒涢€犲嚭涓€绉嶇嫭鐗逛綋楠屸€斺€斾綘姣斾笂涓禌瀛ｆ洿寮轰簡锛屼絾闈㈠鐨勫眬闈㈠張鏄叏鏂扮殑銆傝禌瀛ｆ椂闀垮喅瀹氱帺瀹跺涔呰繘鍏ョ柌鍔虫湡锛屼篃妗嗗畾浜嗗晢涓氬寲鑺傚锛涢噸缃寖鍥村湪绉疮鎰熶笌鍏钩鎬т箣闂磋蛋閽笣锛涢厤瀵规満鍒垛€斺€斾笅璧涘涓庤皝涓烘晫銆佸浣曞垎缁勨€斺€旀洿鏄喅瀹氫綋楠岃川閲忕殑鍏抽敭鍙橀噺銆傘€婁笁鍥借皨瀹氬ぉ涓嬨€嬬缉鐭禌瀛ｈ妭濂忥紝鍔犲揩浜嗏€滈噸寮€涓€灞€鈥濈殑棰戠巼浠ョ淮鎸佹柊椴滄劅锛屼絾杩欎篃鏆撮湶浜嗘柊闂锛氳嫢鍖归厤璐ㄩ噺涓嶉珮銆侀暱鑽夋湡濉厖涓嶈冻锛屽揩閫熼噸缃弽鑰屽姞閫熷缇庣柌鍔炽€?*璧涘鍒舵槸涓€鍓傜寷鑽紝鍓傞噺闇€瑕佸弽澶嶈皟璇?*銆俓n
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---
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### 锛堜簩锛変骇鍝佹紨杩涜剦缁淺n
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浠庛€婄巼鍦熶箣婊ㄣ€嬪埌銆婁笁鍥藉織銉绘垬鐣ョ増銆嬪啀鍒般€婁笁鍥借皨瀹氬ぉ涓嬨€嬶紝**杩欎釜鍝佺被浠庢潵娌℃湁杩囬瑕嗘€ч潻鍛斤紝閮芥槸娌跨潃涔嬪墠璇寸殑鍥涘ぇ鏍稿績璁捐涓€鐐圭偣鎵撶（浼樺寲**銆傛瘡涓€浠ｉ兘鍦ㄨВ鍐充笂涓€浠ｇ殑鑰侀棶棰橈紝鍚屾椂涔熶細甯﹀嚭鑷繁鐨勬柊楹荤儲銆俓n
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- **鎴樼暐灞傛紨杩涳細璁╃┖闂村崥寮堟洿鏈夊眰娆?*
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鏃╂湡銆婄巼鍦熶箣婊ㄣ€嬩腑锛岀Щ鍔ㄦ潈鍜屽崰棰嗘潈鏄粦瀹氱殑锛岄儴闃熻蛋鍒板摢锛屾墦鍒板摢锛岄摵璺氨鏄竴鍒囥€傚悗鏉ョ殑浜у搧寮€濮嬪皢浜岃€呭垎绂伙細浣犲彲浠ヨ皟鍔ㄩ儴闃熷揩閫熻鍐涢€氳繃鐩熷弸棰嗗湴锛屼絾瑕佸崰棰嗕竴鍧楀湡鍦帮紝蹇呴』鍋滀笅鏉モ€滄墦鍦扳€濄€傝繖涓€鐪嬩技寰皬鐨勬敼鍔紝鍏跺疄鏋佸ぇ涓板瘜浜嗙┖闂存垬鐣ョ殑缁村害鈥斺€旇鍐涜矾绾夸笌鍗犻璁″垝鍙樻垚浜嗕袱閬撶嫭绔嬬殑鎬濊€冮锛屾垬鍦哄垏鍓层€侀鍦板琚€佺旱娣遍槻寰＄瓑鎴樻湳鎵嶆湁浜嗘搷浣滅┖闂淬€傚彟涓€涓噸瑕佹柟鍚戞槸**涓汉鐩爣涓庤禌瀛ｇ洰鏍囩殑鍒嗙**銆傝繃鍘荤帺瀹朵釜浜虹殑鎴愰暱璺緞鍜屽悓鐩熺殑璧涘杩涚▼楂樺害缁戝畾锛岀幇鍦ㄥ垯缁欎簡鏇村鈥滆嚜鎴戠帺娉曗€濈殑璁捐绌洪棿锛氫綘鍙互涓撴敞绉嶇敯銆佸彲浠ユ垚涓洪摵璺笓瀹躲€佸彲浠ヨ拷姹備釜浜烘垬鍔熸帓鍚嶏紝姣忕鐜╂硶閮芥湁瀵瑰簲鐨勬鍙嶉銆俓n
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- **鎴樻枟灞傛紨杩涳細璁╃瓥鐣ヨ璇濓紝鑰岄潪鏁板瓧璇磋瘽**
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杩欎竴灞傜殑婕旇繘鏂瑰悜鏈€涓烘槑纭細**涓嶆柇鍘嬬缉绾暟鍊煎樊璺濈殑褰卞搷锛岃绛栫暐鍐崇瓥鐨勮川閲忔垚涓鸿儨璐熺殑鏈€缁堣鍒?*銆備粠銆婄巼鍦熶箣婊ㄣ€嬪缓绔嬪熀纭€鐨勫叺绉嶅厠鍒跺拰鎴樻硶妗嗘灦锛屽埌銆婁笁鍥藉織路鎴樼暐鐗堛€嬪湪鎶€鑳借仈鍔ㄣ€侀樀瀹规惌閰嶄笂鍋氬嚭娣卞害锛屽啀鍒般€婁笁鍥借皨瀹氬ぉ涓嬨€嬭繘涓€姝ユ墦纾ㄢ€斺€旀垬娉曞彂鍔ㄧ巼涓嶅啀鏄蹇戒笉瀹氱殑杩愭皵锛岃€岃璁捐鎴愮ǔ瀹氬彲棰勬湡鐨勬鐜囷紱骞虫皯鈥滅闃熲€濊涓诲姩濉戦€犲嚭鏉ワ紝涓嶆槸鏂借垗锛岃€屾槸淇濋殰鍏嬪埗閾炬潯瀹屾暣鎬х殑蹇呴渶鍝併€傛瘡涓€姝ラ兘鍦ㄥ己鍖栦竴涓俊鍙凤細**鎯虫竻妤氬啀鎵擄紝姣斿厖澶熼挶鍐嶆墦锛屾洿鏈夌敤**銆俓n
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- **鑺傚灞傛紨杩涳細鏇村揩寰幆锛屾洿澶氬～鍏?*
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璧涘鑺傚鏁翠綋鍛堢缉鐭秼鍔裤€傝禌瀛ｈ秺鐭紝鐜╁瓒婁笉瀹规槗闄峰叆闀跨嚎鐤插姵锛屼絾涔熸剰鍛崇潃鍐呭琚秷鑰楀緱鏇村揩銆備簬鏄骇鍝佸紑濮嬪湪鈥滃～鍏呪€濅笂鍋氭枃绔犫€斺€斿紩鍏ヨ亴涓氱郴缁熴€佸墽鏈満鍒躲€佽禌瀛ｉ檺瀹氱帺娉曪紝鐢ㄦ洿澶氱瓥鐣ョ淮搴︽潵鎷夐暱鐜╁鐨勬湁鏁堟帰绱㈡湡銆傚尮閰嶆満鍒朵篃鍙樺緱鏇村叧閿細濡傛灉閰嶅璐ㄩ噺涓嶉珮锛岀缉鐭禌瀛ｅ弽鑰屼細鍔犻€熷缇庣柌鍔筹紝鍥犱负鐜╁鍒氭墦瀹屼竴灞€鏃犺叮鐨勪粭锛岄┈涓婂張瑕侀潰瀵逛笅涓€灞€鏃犺叮鐨勪粭銆傛墍浠ヨ禌瀛ｈ妭濂忕殑璋冩暣锛?*鏈川涓婃槸鎶婂帇鍔涗粠鈥滆禌瀛ｅ唴鈥濊浆绉诲埌浜嗏€滆禌瀛ｉ棿鈥?*锛屽鍖归厤绛栫暐鍜岄暱鑽夋湡杩愯惀鎻愬嚭浜嗘洿楂樼殑瑕佹眰銆俓n
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---
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### 锛堜笁锛夊叕骞崇瓥鐣ョ敓鎬乗n
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鍏钩鎬ч渶瑕佷粠鍟嗕笟妯″紡銆佷环鍊煎垎閰嶅拰鐩爣缁戝畾涓変釜缁村害鍚屾鍙戝姏鐨勭簿瀵嗙郴缁熴€傚畠鐨勬牳蹇冧富寮犳槸锛?*璁╀笉鍚屽眰绾с€佷笉鍚屽亸濂界殑鐜╁锛岄兘鑳藉湪杩欏绯荤粺閲屾壘鍒拌嚜宸辩殑鑳滃埄璺緞鍜屽瓨鍦ㄤ环鍊?*銆俓n
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- **鍟嗕笟妯″紡绔細浠樿垂鏈変笂闄愶紝绛栫暐鏃犱笂闄?*
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杩欎竴绔殑鍏抽敭璁捐鏄€?*鍚庡浼樺娍**鈥濓紝璧涘鍐咃紝鎵€鏈夌帺瀹剁殑绛夌骇涓婇檺銆佸叺鍔涜祫婧愬拰瑁呭鍩虹绾垮熀鏈竴鑷达紱鍗＄墝鎴樺姏鍜屾垬娉曟敹鐩婂憟杈归檯閫掑噺锛岃秺寰€鍚庢蔼锛屾瘡澶氳姳涓€鍧楅挶鐨勫洖鎶ヨ秺灏忋€傚悓鏃讹紝**鍏嬪埗浣撶郴蹇呴』鈥滅ǔ瀹氬彲鐞嗚В鈥濓細鍏嬪埗閾炬潯娓呮櫚锛屽彂鍔ㄦ鐜囧彲淇?*锛岃鐜╁鐭ラ亾涓轰粈涔堣耽浜嗐€佷负浠€涔堣緭浜嗐€傚钩姘戔€滅闃熲€濈殑瀛樺湪涓嶆槸绂忓埄锛岃€屾槸鍏嬪埗浣撶郴鐨勫繀瑕佺粍鎴愰儴鍒嗭紝鏈変簡瀹冧滑锛屼粯璐圭帺瀹剁殑闃靛浼樺娍鎵嶈兘琚瓥鐣ュ弽鍒讹紝鍏嬪埗閾炬墠涓嶄細鍥犱负缂哄皯鏌愪竴鐜€屾柇瑁傘€傜敱姝?*涓嶅悓浠樿垂灞傜骇鐨勭帺瀹堕兘鏈夊畬鏁寸殑鍙備笌閾捐矾**銆俓n
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- **浠峰€煎垎閰嶇锛氫笉姝竴绉嶆柟寮忔垚涓衡€滄湁鐢ㄧ殑浜衡€?*
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鎴樻枟涓嶆槸璐＄尞鐨勫敮涓€褰㈠紡銆?*瀹冭璁′簡姝﹀媼鍜岃础鐚袱鏉¤揣甯侀摼璺細姝﹀媼鏉ヨ嚜鐩存帴鎴樻枟锛岃础鐚潵鑷摵璺€佸唴鏀裤€佽祫婧愯繍杈撶瓑鍗忓悓琛屼负**銆備袱鏉￠摼璺兘鑳藉厬鎹㈣禌瀛ｆ牳蹇冨鍔憋紝閮借兘绉疮绀句氦澹版湜銆傝繖鎰忓懗鐫€涓嶆搮闀挎墦鏋剁殑鐜╁锛岄€氳繃閾鸿矾銆佸悗鍕ゃ€佹儏鎶ヤ竴鏍疯兘鎴愪负鍚岀洘涓嶅彲鎴栫己鐨勮鑹层€傝亴涓氱郴缁熷垯杩涗竴姝ユ妸杩欏閫昏緫鍒跺害鍖栤€斺€斿ぉ宸ラ摵璺€佸徃浠撳悲鐢般€佸浣愬琚紝姣忎釜鑱屼笟閮藉搴斾竴绉嶆槑纭殑鈥滄湁鐢ㄢ€濈殑鏂瑰紡锛岃鐜╁涓嶆槸鎸ゅ湪鍚屼竴鏍圭嫭鏈ㄦˉ涓婏紝鑰屾槸鍒嗗竷鍦ㄥ鏉″苟琛岃建閬撲笂銆俓n
|
||||
- **鐩爣缁戝畾绔細璧㈣涓€璧疯耽锛岃緭涓嶈浣犱竴涓汉鎵?*
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||||
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||||
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|
||||
---
|
||||
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||||
### 锛堝洓锛夊搧绫诲叡鎬т笌闅愭偅
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鐜囧湡-Like鍝佺被鍙戝睍鍒颁竴瀹氶樁娈靛悗浼氭诞鐜扮殑缁撴瀯鎬х煕鐩俱€俓n
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- **鍏钩涓庡晢涓氬寲鐨勬牴鏈煕鐩?*
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- **绛栫暐闂ㄦ涓庡ぇ浼楀寲鐨勫紶鍔?*
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**涓板瘜鐨勭瓥鐣ョ淮搴︽槸鑰佺帺瀹剁殑涔愯叮鏉ユ簮锛屽嵈鏄柊鐜╁鐨勭涓€閬撻珮澧欍€傚厠鍒朵綋绯汇€佹垬娉曡仈鍔ㄣ€侀樀瀹规惌閰嶃€佹垬鍦烘椂鏈猴紝姣忎竴椤归兘闇€瑕佸ぇ閲忕殑瀛︿範鎴愭湰**銆傛柊鐜╁杩涘叆鍚庡緢瀹规槗闄峰叆璁ょ煡杩囪浇锛氫笉鐭ラ亾璇ユ€庝箞閰嶅皢銆佺湅涓嶆噦涓轰粈涔堟墦杈撲簡銆佹敾鐣ュ垰瀛︿細灏卞洜鐗堟湰鏇存柊鑰屽け鏁堛€備笌姝ゅ悓鏃讹紝鍑忚礋璁捐铏界劧瑙ｆ斁浜嗘搷浣滐紝涔熻鐜╁鏇村揩鍦版秷鑰楁帀浜嗚禌瀛ｇ殑鈥滄湁鏁堝唴瀹光€濓紝鏃╂棭杩涘叆闀胯崏鏈熸棤浜嬪彲鍋氥€?*澧炲姞浜嗘柊鐢ㄦ埛鐨勪笂鎵嬮棬妲涳紝闀胯崏鏋嚗璁╄€佷汉寰€澶栨祦锛屽叡鍚屾瀯鎴愪簡鐣欏瓨鐨勫弻閲嶅帇鍔?*銆?*鍝佺被瑕佽蛋鍚戞洿澶ц妯＄殑澶т紬鍖栵紝灏卞繀椤昏В鍐宠繖涓€滄繁浜嗕笉浜叉皯锛屾祬浜嗕笉鎶ゅ煄鈥濈殑涓ら毦**銆俓n
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- 鐢熸€佹壙杞藉姏涓庡閲忔垚鏈殑澶辫
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||||
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||||
鐜囧湡-Like闇€瑕佽冻澶熺殑浜哄彛鍩烘暟鎵嶈兘褰㈡垚鍋ュ悍鐨勫鎶楀垎灞傘€傚鏋滃閲忎笉瓒炽€佸崟鏈嶆椿璺冪帺瀹朵笉澶燂紝**浼氬嚭鐜板己鐨勭洘娌℃湁瀵规墜锛屽急鐨勭洘娌℃湁甯屾湜锛屼腑闂村眰鐨勭ぞ浜ゅ叧绯诲洜涓轰汉鏁扮█鐤忚€岄毦浠ュ缓绔?*銆傛墦鏋舵墦涓嶈捣鏉ワ紝澶栦氦娌℃剰涔夛紝绠＄悊娌″姩鍔涳紝**鏁翠釜鐢熸€佷粠瀵规姉閫€鍖栨垚浜嗗崟鏈虹鐢?*銆傝€屽閲忔槸鏈夋垚鏈殑锛?*褰撲拱閲忎环鏍煎拰鍗曟湇鐢熸€佸惎鍔ㄦ墍闇€鐨勬渶浣庝汉鍙ｉ棬妲涗箣闂村嚭鐜板€掓寕锛屼骇鍝佺殑鎵╁紶灏变細闄峰叆鐡堕**銆傝繖涓嶆槸鐜╂硶璁捐鐨勯棶棰橈紝鑰屾槸**鍟嗕笟妯″瀷涓庡搧绫荤壒鎬т箣闂寸殑绯荤粺鎬х煕鐩?*銆俓n
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||||
<callout emoji="馃崿">
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||||
**鍏钩鎴樻枟鎶戝埗浜嗘暟鍊间粯璐癸紝闄嶈倽鍑忚礋鎷変綆浜嗗洟鎺ф垚鏈?*銆?*瑙ｅ喅闂鐨勫叧閿笉鏄皝鍫垫紡娲烇紝鑰屾槸閲嶆瀯婵€鍔?*銆傗€滃啝鍐涙湇鈥濈殑鎬濊矾鍊煎緱鍊熼壌锛?*涓嶉€肩帺瀹舵墦鏋讹紝鑰屾槸璁╂墦鏋跺彉寰楀垝绠楋紝鎶婇浂鍜屽崥寮堟壄杞负姝ｅ悜绔炲悎**銆俓n闄嶄綆绛栫暐闂ㄦ璁╂洿澶氫汉杩涘緱鏉ワ紝鎶婄鐞嗚€呭拰杈呭姪瑙掕壊鐨勯殣褰㈣础鐚樉鎬у寲銆?*鍑忚礋鐨勭洰鏍囨槸涓轰簡璁╂父鎴忓湪鏇村弸濂界殑鍚屾椂瀹堜綇鍏钩涓庡崥寮堢殑搴曠嚎**銆俓n</callout>
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||||
@@ -1,29 +0,0 @@
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||||
# 2026.5.9-鏃ユ姤-寮犲鎸痋n
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||||
## 宸ヤ綔鍐呭姒傝堪
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1銆侀€氳繃ollama鍦℅UP鏈嶅姟鍣ㄤ笂gemma-4-E4B 妯″瀷
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2銆侀€氳繃UI-TARS鑷姩璺戞父鎴廫n
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---
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||||
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## 涓€銆乁I-TARS锛歕n
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||||
UI-TARS Desktop 鏄敱瀛楄妭璺冲姩寮€婧愮殑涓€娆炬闈I鏅鸿兘浣撳簲鐢紝瀹冭兘璁╃敤鎴烽€氳繃鑷劧璇█鏉ョ洿鎺ユ帶鍒剁數鑴戝畬鎴愬悇绉嶆搷浣溿€俓n
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**鏍稿績鍔熻兘浜偣**
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||||
- 绾瑙夐┍鍔細涓庝紶缁熶緷璧栧浐瀹氭帶浠禝D鐨勮嚜鍔ㄥ寲宸ュ叿涓嶅悓锛屽畠鍍忎汉涓€鏍烽€氳繃瑙嗚璇嗗埆鐣岄潰鍏冪礌锛屽嵆浣跨晫闈㈠竷灞€鍙戠敓鏀瑰彉涔熻兘鑷€傚簲銆俓n- 鑷劧璇█浜や簰锛氭棤闇€瀛︿範浠讳綍浠ｇ爜鎴栬剼鏈紝浣犲彧闇€鐩存帴璇村嚭鎴栬緭鍏ヤ綘鐨勯渶姹傦紝渚嬪鈥滃府鎴戞妸妗岄潰鏁寸悊涓€涓嬧€濄€俓n- 寮哄ぇ鐨勫妯℃€佺悊瑙ｏ細涓嶄粎鑳借瘑鍒枃瀛楀拰鎸夐挳锛岃繕鑳界悊瑙ｅ厓绱犻棿鐨勪笂涓嬫枃鍜岀┖闂村叧绯汇€俓n- 瀹炴椂鍔ㄦ€佷氦浜掞細鑳藉疄鏃剁洃鎺у苟鍝嶅簲灞忓箷鐨勫姩鎬佸彉鍖栵紝渚嬪寮圭獥鐨勭獊鐒跺嚭鐜般€俓n- 鏈湴杩愯涓庤法骞冲彴锛氭敮鎸佸湪 Windows 鍜?macOS 涓婃湰鍦版墽琛屼换鍔★紝淇濋殰鏁版嵁闅愮锛屽苟閫氳繃缁熶竴鐨勫姩浣滅┖闂村湪涓嶅悓搴旂敤闂存棤缂濆垏鎹€俓n- 鍏ㄩ潰鐜鏁村悎锛氶櫎浜嗗熀鏈殑妗岄潰鎿嶄綔锛岃繕鑳戒笌娴忚鍣ㄣ€佸懡浠よ缁堢鍜屾枃浠剁郴缁熸繁搴︿氦浜掋€俓n
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||||
寮€婧愬湴鍧€锛歔UI-TARS-desktop](https://github.com/bytedance/UI-TARS-desktop)
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<callout emoji="馃槄">
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鏈湴璺戜笉鍔ㄥ甫鍥惧儚璇嗗埆鐨勬ā鍨嬶紝鍏堟槸浣跨敤鐨凲wen鐨勬ā鍨婣PI锛屼絾鏄粬涓夊洓绉掓墠鍙嶅簲涓€娆★紝UI-TARS鐨勫ソ澶勬槸鍙互鐩存帴鎿嶄綔鎴戠殑鐢佃剳锛屾瘮濡傛ā鎷熼敭鐩榃SAD璺熼紶鏍囩偣鍑讳簨浠讹紝杩欐牱鍙鐢佃剳鑳借窇鐨勬父鎴忎粬灏辫兘鎿嶄綔銆?
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浠栬兘椤哄埄鐨勮窇璧锋潵浜嗭紝浣嗘槸闇€瑕佸ソ涔呮墠璺戣繘涓嬩竴鍏炽€傝繖鏍峰お鎱篃澶儳Token浜嗭紝鍐嶈瘯璇曢€氳繃GPU鏈嶅姟鍣ㄨ窇妯″瀷銆俓n</callout>
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<callout emoji="馃槄">
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@@ -1,72 +0,0 @@
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||||
# 2026.5.15-鏃ユ姤-寮犲鎸痋n
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||||
## 宸ヤ綔鍐呭姒傝堪
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1銆佸涔犲苟瀹炶返鍒朵綔鐭ヨ瘑搴揬n
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||||
---
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||||
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<callout emoji="馃槃">
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鏄ㄦ棩鏃佸惉浜嗗崈灞遍」鐩粍鍚屼簨鍏充簬鐭ヨ瘑搴撶殑鍒嗕韩锛屾敹鑾烽涓般€傝鍒掑€熷姪 Cursor 宸ュ叿鍔ㄦ墜寮€鍙戜竴娆剧煡璇嗗簱搴旂敤锛屽湪瀹炶返涓悊瑙ｇ煡璇嗗簱鐨勬瀯寤轰笌搴旂敤娴佺▼銆俓n</callout>
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||||
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||||
## 涓€銆丷AG 绯荤粺绠€杩癨n
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||||
RAG 鍦ㄧ煡璇嗗簱涓殑浣滅敤鏄細灏嗗ぇ璇█妯″瀷涓庡閮ㄧ煡璇嗘绱㈢浉缁撳悎锛屼娇鐭ヨ瘑搴撲粠琚姩瀛樺偍鍗囩骇涓鸿兘澶熶富鍔ㄧ悊瑙ｉ棶棰樸€佸疄鏃跺彫鍥炵浉鍏充俊鎭苟鐢熸垚鏈夋嵁鍙緷鐨勭簿鍑嗙瓟妗堢殑鏅鸿兘绯荤粺銆俓n
|
||||
**RAG锛圧etrieval-Augmented Generation锛屾绱㈠寮虹敓鎴愶級**鏄竴绉嶈澶фā鍨嬪湪鍥炵瓟闂鍓嶅厛浠庡閮ㄧ煡璇嗗簱妫€绱㈢浉鍏充俊鎭殑鏋舵瀯銆傚叾鏍稿績娴佺▼涓猴細鐢ㄦ埛鎻愰棶 鈫?浠庣煡璇嗗簱妫€绱㈢浉鍏冲唴瀹?鈫?灏嗛棶棰樺拰妫€绱㈢粨鏋滄嫾鎺ユ垚 Prompt 鈫?澶фā鍨嬬敓鎴愮瓟妗堛€俓n
|
||||
RAG 鐨勬牳蹇冧环鍊煎湪浜庤В鍐冲ぇ妯″瀷鐨勪袱涓眬闄愶細鐭ヨ瘑鎴鏃ユ湡闂鍜屽够瑙夐棶棰樸€傞€氳繃澶栨寕鐭ヨ瘑搴擄紝妯″瀷鏃犻渶閲嶆柊璁粌灏辫兘璁块棶鏈€鏂版垨绉佹湁鐨勭煡璇嗭紝涓斿洖绛旀湁鎹彲鏌ャ€俓n
|
||||
## 浜屻€丷AG 绯荤粺缁勬垚
|
||||
|
||||
1. **鏁版嵁鎽勫彇灞?*锛氭敮鎸佸绉嶆牸寮忔枃妗ｇ殑瑙ｆ瀽鍜屽姞杞斤紙PDF銆丮arkdown銆佺綉椤电瓑锛夈€俓n2. **鏂囨湰鍒囩墖**锛氬皢闀挎枃妗ｆ寜璇箟鎴栭暱搴﹀垏鎴愬皬鍧楋紝淇濊瘉姣忓潡淇℃伅瀹屾暣涓斾究浜庢绱€俓n3. **Embedding 妯″瀷**锛氬皢鏂囨湰鍧楄浆鎹负鍚戦噺锛屽疄鐜拌涔夌骇鐞嗚В銆俓n4. **鍚戦噺鐭ヨ瘑搴?*锛氬瓨鍌ㄥ拰妫€绱?Embedding 鍚戦噺锛屾敮鎸佽涔夋悳绱€俓n5. **鍏ㄦ枃妫€绱㈠紩鎿?*锛氬熀浜庡叧閿瘝鍖归厤鐨勬悳绱㈣兘鍔涳紝琛ヨ冻鍚戦噺妫€绱㈢殑鐭澘銆俓n6. **澶ц瑷€妯″瀷**锛氬熀浜庢绱㈢粨鏋滅敓鎴愭渶缁堝洖绛斻€俓n7. **缂栨帓灞?*锛氫覆鑱旀绱㈠拰鐢熸垚娴佺▼锛屽鐞嗕氦浜掗€昏緫銆俓n
|
||||
### (涓€) Embedding 妯″瀷
|
||||
|
||||
**鑳藉皢鏂囨湰銆佸浘鐗囩瓑闈炵粨鏋勫寲鏁版嵁杞崲鎴愬浐瀹氶暱搴︽暟瀛楀悜閲忥紙涓€涓叉暟瀛楋級鐨勭缁忕綉缁滄ā鍨?*銆傝繖涓悜閲忓彲浠ョ湅浣滄暟鎹殑鈥滆涔夊潗鏍団€濓紝鎰忔€濈浉杩戠殑鏂囨湰锛屽叾鍚戦噺鍦ㄦ暟瀛︾┖闂翠腑鐨勮窛绂讳篃鎺ヨ繎銆俓n
|
||||
**鑳藉共浠€涔?*
|
||||
|
||||
1. **璇箟鎼滅储**锛氫笉渚濊禆鍏抽敭璇嶅瓧闈㈠尮閰嶏紝鐢ㄦ埛杈撳叆鈥滄垜鎯冲悆姘存灉鈥濊兘鎵惧埌鈥滄垜鍚冭嫻鏋溾€濈殑绗旇銆俓n2. **鏂囨湰鑱氱被涓庡垎绫?*锛氳嚜鍔ㄥ皢鐩镐技鍐呭鐨勭瑪璁板綊鍒颁竴璧枫€俓n3. **浣滀负澶фā鍨嬬殑杈撳叆鍩虹**锛氭墍鏈夊ぇ璇█妯″瀷鍐呴儴閮藉湪浣跨敤 Embedding 鏉ョ悊瑙ｆ枃瀛楋紝RAG 涓绱㈠嚭鐨勬枃鏈潡鏈€缁堜篃浠ユ褰㈠紡鍙備笌鍚庣画鐢熸垚銆俓n
|
||||
**鐭ヨ瘑搴撲腑鐨勪綔鐢?*
|
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|
||||
Embedding 妯″瀷璐熻矗灏嗙瑪璁板唴瀹瑰拰鐢ㄦ埛闂杞寲涓哄悜閲忥紝瀛樺叆 Chroma 鍚戦噺鏁版嵁搴撱€傜敤鎴锋彁闂椂锛岀郴缁熺敤鍚屼竴妯″瀷灏嗛棶棰樺悜閲忓寲锛屽啀鐢?Chroma 閫氳繃鍚戦噺璺濈妫€绱㈠嚭鏈€鐩稿叧鐨勭瑪璁扮墖娈碉紝鏈€缁堜氦缁欏ぇ妯″瀷鐢熸垚绛旀銆傚畠鏄暣涓涔夋绱㈢幆鑺傜殑鏍稿績寮曟搸銆俓n
|
||||
### (浜? 鍚戦噺鐭ヨ瘑搴擄紙璇箟鎼滅储锛塡n
|
||||
**鑳藉皢鏂囨湰銆佸浘鐗囩瓑鏁版嵁杞崲鎴愮殑鍚戦噺瀛樺偍璧锋潵锛屽苟鎻愪緵楂樻晥鐩镐技鍚戦噺妫€绱㈣兘鍔涚殑鏁版嵁搴撶郴缁?*銆備笌浼犵粺鐨勭簿鍑嗗尮閰嶆煡璇笉鍚岋紝瀹冮€氳繃璁＄畻鍚戦噺涔嬮棿鐨勮窛绂绘潵瀵绘壘璇箟涓婃渶鐩歌繎鐨勫唴瀹广€俓n
|
||||
**鑳藉共浠€涔?*
|
||||
|
||||
1. **璇箟鎼滅储**锛氭牴鎹棶棰樺惈涔夋壘鍒扮浉鍏虫枃妗ｏ紝鍗充娇瀛楅潰瀹屽叏涓嶅悓鐨勨€滄按鏋溾€濆拰鈥滆嫻鏋溾€濅篃鑳界浉浜掑懡涓€俓n2. **鎺ㄨ崘涓庡幓閲?*锛氬熀浜庡悜閲忚窛绂诲垽鏂唴瀹圭浉浼煎害锛屽彲鐢ㄤ簬鐩稿叧鎺ㄨ崘鎴栭噸澶嶅唴瀹硅瘑鍒€俓n3. **澶氭ā鎬佹绱?*锛氭敮鎸佷互鍥炬悳鍥俱€佷互鏂囨悳鍥剧瓑锛屽洜涓轰笉鍚屾ā鎬佺殑鏁版嵁鍙互鏄犲皠鍒板悓涓€鍚戦噺绌洪棿銆俓n4. **鏀拺澶фā鍨嬭蹇?*锛氫负 RAG 绯荤粺鎻愪緵澶栭儴鐭ヨ瘑瀛樺偍锛屼娇澶фā鍨嬭兘鈥滃洖蹇嗏€濊捣鏈缁冭繃鐨勭鏈夋垨鏈€鏂版暟鎹€俓n
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||||
**鐭ヨ瘑搴撲腑鐨勪綔鐢?*
|
||||
|
||||
Embedding 妯″瀷灏嗙瑪璁拌浆鎹负鍚戦噺鍚庡瓨鍏ュ悜閲忓簱銆傜敤鎴锋彁闂椂锛岄棶棰樺悓鏍疯浆涓哄悜閲忥紝鐢卞悜閲忓簱蹇€熸壘鍑轰笌涔嬭窛绂绘渶杩戠殑绗旇鐗囨锛屽疄鐜板熀浜庤涔夌殑鐩稿叧鍐呭鍙洖銆俓n
|
||||
### (涓? 鍏ㄦ枃妫€绱n
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||||
**涓€绉嶅熀浜庡叧閿瘝鍜岃瘝姹囧尮閰嶇殑鎼滅储鎶€鏈紝閫氳繃鍊掓帓绱㈠紩蹇€熷畾浣嶅寘鍚寚瀹氳瘝璇殑鏂囨。**銆傚畠鍏虫敞鐨勬槸鏂囨湰涓槸鍚﹀嚭鐜般€佸嚭鐜颁簡澶氬皯娆℃煡璇㈣瘝锛屼互鍙婅瘝鐨勭簿纭尮閰嶅叧绯汇€俓n
|
||||
**鑳藉共浠€涔?*
|
||||
|
||||
1. **绮剧‘鍛戒腑**锛氭悳绱㈢壒瀹氭湳璇紙濡?IP 鍦板潃銆佸嚱鏁板悕銆侀敊璇爜锛夋椂鑳藉噯纭壘鍒版墍鏈夊寘鍚璇嶇殑鏂囨。銆俓n2. **缁撴瀯鍖栨煡璇?*锛氭敮鎸佸竷灏旀搷浣溿€佺煭璇尮閰嶃€佸墠缂€鎼滅储銆佹嫾鍐欏閿欑瓑绮剧‘鎺у埗銆俓n3. **鍙В閲婃帓搴?*锛氬熀浜庤瘝棰戙€佷綅缃瓑纭寚鏍囨帓搴忥紝缁撴灉纭畾鎬у己锛岀敤鎴疯兘棰勫垽鍝簺鏂囨。浼氭帓鍦ㄥ墠鍒椼€俓n4. **杞婚噺鏄撶淮鎶?*锛氬儚 MeiliSearch銆丼QLite FTS5 绛夊叏鏂囧紩鎿庨儴缃茬畝鍗曪紝璧勬簮鍗犵敤浣庯紝閫傚悎蹇€熼泦鎴愩€俓n
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**鍦ㄧ煡璇嗗簱椤圭洰涓殑浣滅敤**
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灏嗙瑪璁板唴瀹瑰悓姝ヨ嚦鍏ㄦ枃绱㈠紩銆傚綋鐢ㄦ埛鎻愰棶鏃讹紝鍚屾椂鎵ц鍏抽敭璇嶆悳绱紝涓庡悜閲忔悳绱㈢粨鏋滃悎骞跺幓閲嶏紝寮ヨˉ璇箟鎼滅储鍦ㄧ簿纭湳璇笂鐨勪笉瓒筹紝褰㈡垚鈥滆涔夌悊瑙?+ 绮剧‘鍛戒腑鈥濈殑娣峰悎妫€绱㈣兘鍔涖€俓n
|
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### (鍥? 璇箟鎼滅储涓庡叏鏂囨绱㈠悎骞朵笂涓嬫枃
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鍘婚噸銆佷紭閫夈€佹暣鐞嗗嚭涓€浠介珮璐ㄩ噺涓斾笉鍐椾綑鐨勫弬鑰冧笂涓嬫枃锛屼緵澶фā鍨嬬敓鎴愮簿鍑嗙瓟妗堛€俓n
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浜屻€佸悎骞朵笂涓嬫枃鐨勫叧閿楠n
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1. **鍘婚噸**
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涓ょ妫€绱㈠彲鑳藉懡涓悓涓€鏉＄瑪璁帮紝棣栧厛鎸夌瑪璁板敮涓€鏍囪瘑锛圛D锛夎繘琛屽幓閲嶏紝**鐣欎俊鎭洿瀹屾暣鐨勯偅涓€浠?*锛岄伩鍏嶅悓涓€鍐呭閲嶅鍑虹幇鍗犵敤瀹濊吹鐨勪笂涓嬫枃绐楀彛銆俓n2. **铻嶅悎鎺掑簭**
|
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灏嗚涔夋绱㈠拰鍏抽敭璇嶆绱㈢殑缁撴灉锛屾寜瀹冧滑鍚勮嚜鐨勯噸瑕佺▼搴﹂噸鏂扮患鍚堟帓搴忥紝褰㈡垚涓€涓叏灞€浼樺厛绾э紝纭繚鏈€鐩稿叧鐨勫唴瀹规帓鍦ㄥ墠闈€俓n3. **鎴柇涓庣粍鍚?*
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鏍规嵁澶фā鍨嬬殑涓婁笅鏂囬暱搴﹂檺鍒讹紝瀵规帓搴忓悗鐨勭墖娈佃繘琛岄€傚綋鎴柇锛屾寜鈥滄爣棰?+ 鍐呭鎽樿鈥濇牸寮忔嫾鎺ユ垚缁撴瀯鍖栫殑鍙傝€冩枃妗ｅ潡銆俓n
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| 鍦烘櫙 | 璇箟妫€绱㈣兘鍔?| 鍏ㄦ枃妫€绱㈣兘鍔?| 鏈€浣虫柟妗?|
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| 鍚屼箟璇?妯＄硦鎰忓浘锛堟按鏋溾啋鑻规灉锛?| 寮?| 寮?| 璇箟 |
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| 绮剧‘鎶€鏈湳璇€佷唬鐮併€両P | 寮?| 寮?| 鍏ㄦ枃 |
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| 闀挎枃妗ｄ腑鐨勭粏鑺?| 涓?| 寮?| 鍏ㄦ枃 + 璇箟 |
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| 鎺掑簭鐨勭‘瀹氭€э紙瑕佹壘鍖呭惈鏌愪釜璇嶇殑锛?| 涓嶇ǔ瀹?| 绋冲畾 | 鍏ㄦ枃 |
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@@ -1,28 +0,0 @@
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# 2026.5.12-鏃ユ姤-寮犲鎸痋n
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## 宸ヤ綔鍐呭姒傝堪
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1銆佺户缁暣鐞嗕箣鍓嶅涔犳暣鐞嗙殑Agent
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---
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### 涓€銆丄gent Team锛堟櫤鑳藉瑙掕壊鍗忎綔锛塡n
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**灏嗗鏉備换鍔℃寜鈥滃厛璋佸仛銆佸啀璋佸仛鈥濈殑娴佺▼鎷嗗垎涓哄涓樁娈碉紝绯荤粺鎸夐『搴忚皟搴︿笉鍚屸€滆鑹测€濆悇璐熻矗涓€娈碉紝鏈€缁堜覆鑱斿悎鎴愬畬鏁寸粨鏋溿€傞€傚悎鐮旂┒+钀藉湴銆佸姝ラ娴佹按绾跨瓑闇€瑕佷笉鍚屼笓闀夸覆鑱旂殑鍦烘櫙銆?*
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### 浜屻€丼ub Agent锛堝瓙浠ｇ悊锛塡n
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**鍦ㄤ富瀵硅瘽澶栧崟鐙媺璧蜂竴鏉″共鍑€涓婁笅鏂囨墽琛屽皬鍨嬩笓椤逛换鍔★紝瀹屾垚鍚庡皢缁撴瀯鍖栫粨鏋滆繑鍥炵粰涓?Agent锛屼富Agent涓婁笅鏂囦笉浼氳涓棿闀胯繃绋嬫墍褰卞搷銆?*
|
||||
|
||||
- 鐢ㄤ簬闅旂瀛愪换鍔°€佹帶鍒舵鏁颁笌杈撳嚭闀垮害锛岄伩鍏嶄富浼氳瘽涓殑宸ュ叿璋冪敤鍜屼腑闂磋崏绋垮紕涔变笂涓嬫枃銆俓n- 涓诲璇濅繚鎸佹竻鐖斤紱瀛愪换鍔″け璐ユ垨璺戝亸鏃跺奖鍝嶈寖鍥存槗浜庢敹鏁涳紝閫傚悎鎺㈣矾銆佷笓椤瑰皬娲汇€俓n- 閫氳繃宸ュ叿瑙﹀彂锛氫互鐙珛閰嶇疆鍓湰鍚姩涓存椂 Agent锛屾墽琛屽畬姣曞悗灏嗘枃鏈粨鏋滀氦鍥炰富娴佺▼銆俓n
|
||||
### 涓夈€乀UI锛堢粓绔噷鐨勮亰澶╃晫闈級
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||||
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||||
**鍦ㄥ懡浠よ涓墦寮€鍏ㄥ睆缁堢鐣岄潰杩涜瀵硅瘽锛屾浛浠ｉ€愯婊氬姩鐨勬棩蹇楀紡浜や簰銆?*
|
||||
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- 閽堝闀垮璇濅紭鍖栧尯鍩熷竷灞€涓庢粴鍔紝瀵归暱鍥炲鍜岃〃鏍肩被鍐呭鍋氫簡灞曠ず閫傞厤銆俓n- 鏈湴銆佽交閲忋€佷笉渚濊禆娴忚鍣紝鍦ㄦ湇鍔″櫒鎴?SSH 鐜涓嬩篃鑳借垝閫傛煡鐪嬪璇濅笌妯″瀷杈撳嚭銆俓n- 鍩轰簬缁堢 UI 搴撳疄鐜板竷灞€涓庢覆鏌擄紝涓撻棬澶勭悊 Markdown 琛ㄦ牸銆佹崲琛屽強鏄剧ず瀹藉害锛屾湁鏁堟敼鍠勫瓧绗︽嫢鎸ゃ€佽〃鏍肩珫绾垮涓嶉綈绛夐棶棰樸€俓n
|
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<callout emoji="馃槄">
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Agent Team 鍜?Sub Agent 鐨勭洰鐨勶紝閮芥槸涓轰簡璁╀富 Agent 鐨勪笂涓嬫枃淇濇寔娓呯埥锛岄檷浣庝笂涓嬫枃鍘嬬缉棰戠巼锛屽噺灏戝叧閿俊鎭涪澶辩殑椋庨櫓銆侫gent Team 杩樿兘骞惰璋冨害浜掍笉渚濊禆鐨勫瓙浠诲姟锛岀缉鐭搷搴旀椂闂淬€俓n浣員UI 杩欒竟鏈変釜闂锛氫负浜嗚绛夊緟涓嶉偅涔堢劍铏戯紝鐣岄潰涓婁細鏄剧ず褰撳墠姝ｅ湪鍋氫粈涔堬紝浣嗚緭鍑哄唴瀹逛竴澶氾紝鐣岄潰灏变贡浜嗭紝杩欎釜杩橀渶瑕佸湪璋冩暣涓嬨€俓n</callout>
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@@ -1,34 +0,0 @@
|
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# 2026.5.11-鏃ユ姤-寮犲鎸痋n
|
||||
## 宸ヤ綔鍐呭姒傝堪
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1銆佺户缁暣鐞嗕箣鍓嶅涔犳暣鐞嗙殑Agent
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|
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---
|
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|
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## 涓€銆佷笂涓嬫枃绠＄悊
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鎴戣涓篈gent 宸ョ▼閲屾渶闅剧殑涓€鍧楁槸涓婁笅鏂囩鐞嗭細瑕佸悓鏃跺吋椤剧郴缁?Prompt銆佹妧鑳戒笌宸ュ叿璇存槑銆佸杞璇濄€佸伐鍏?鎶€鑳借繑鍥炲唴瀹癸紝浠ュ強浼氬悗鐨勬妧鑳芥彁鐐间笌鐢熸垚锛堝 GEPA 绛夛級銆備换涓€鐜妭杩囬暱锛岄兘浼氭尋鍘嬬湡姝ｇ敤浜庢帹鐞嗙殑鏈夋晥绐楀彛銆俓n
|
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**缃戦〉绫诲伐鍏蜂笌浣撶Н**
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鍏稿瀷渚嬪瓙鏄?*涓€娆¤姹傛媺鍥炴暣椤?HTML**锛氬叾涓?JS銆丆SS銆佹爣绛句笌姝ｆ枃寰堝鏄撴妸涓皬妯″瀷鐨勪笂涓嬫枃鍗犳弧銆傚綋鍓嶅仛娉曟槸灏介噺涓嶈蛋瑁?curl 鎷夊叏椤碉紝鏀逛负閫氳繃 Jina銆丼erper 绛?API 鍋氭娊鍙栨垨妫€绱㈠瀷缁撴灉锛屾帶鍒惰繘鍏ュ璇濈殑鏂囨湰閲忥紱鍚庣画濡傛湁鏇村悎閫傜殑鏈湴瑁佸壀/鎶藉彇鏂规锛屽啀璇勪及鏇挎崲鎴栬ˉ鍏呫€俓n
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**宸ュ叿鎵ц缁撴灉涓庢ā鍨嬭涓?*
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鎶€鑳?宸ュ叿鎵ц鍦ㄦ鏋朵晶浼氬尯鍒?`ok` / `error` / `missing`銆傚け璐ユ椂浠嶄細鎶婂搴?`tool` 娑堟伅锛堝惈閿欒璇存槑锛屽鏈敞鍐屾垨寮傚父淇℃伅锛夊啓鍏ヤ細璇濓紝渚夸簬妯″瀷鍦ㄥ悗缁疆娆′腑鎰忚瘑鍒拌皟鐢ㄥけ璐ワ紝浠庤€岃嚜鏌ュ弬鏁般€佸伐鍏峰悕鏄惁瀛樺湪銆佹槸鍚﹂渶鎹㈡妧鑳芥垨閲嶈瘯锛涗笉浼氬湪澶辫触鐬棿闈欓粯涓㈠純锛屾槸鍚︿粠涓婁笅鏂囦腑绉婚櫎鍙敱绛栫暐鎴栨ā鍨嬩娇鐢?**閫氳繃绉婚櫎宸ュ叿璁板綍鐨勬柟寮?*澶勭悊銆俓n
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**涓婁笅鏂囧帇缂╋紙涓汉鏈熸湜褰㈡€侊級**
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褰撲笂涓嬫枃鎺ヨ繎棰勮涓婇檺鏃讹紝甯屾湜閲囩敤绋冲畾缁撴瀯锛氱郴缁熶晶 Prompts 濮嬬粓鍥哄畾鍦ㄥ簭鍒楁渶鍓嶏紱涓棿瀵瑰巻鍙查噷鐩稿涓嶉噸瑕佺殑瀵硅瘽涓庡伐鍏烽暱鏂囧仛涓€娆℃憳瑕佸帇缂╋紝鍓旈櫎鍣０銆佷繚鐣欎换鍔′富绾夸笌鍏抽敭缁撹锛涙憳瑕佷箣鍚庡啀缁х画鎸夋甯告柟寮忚拷鍔犳柊鐨勭敤鎴锋秷鎭笌妯″瀷鍥炲锛屼繚璇?*鏍稿績鎸囦护 + 鍘嬬缉鍚庣殑鍘嗗彶瑕佺偣 + 鏈€鏂拌繘灞?*鍙銆佸彲缁亰銆俓n
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||||
## **浜屻€丼killCurator锛堟妧鑳界瓥灞?鎶€鑳戒粨搴撴暣鐞嗭級**
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Curator 涓轰細璇濈粨鏉熷悗鑷姩璺戠殑涓€浣嶆妧鑳芥暣鐞嗗憳锛氫笓闂ㄧ湅杩欎竴杞璇濋噷鍋氫簡浠€涔堛€佹ā鍨嬬瓟浜嗕粈涔堬紝鍐嶇粨鍚堝綋鍓嶉」鐩噷宸叉湁鐨勬妧鑳藉垪琛紝鍒ゆ柇瑕佷笉瑕佸姩鎵嬫敼涓€鏀规妧鑳芥潗鏂欍€俓n
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**鑳藉共浠€涔堬細**
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- **浼樺寲鎶€鑳介噷鐨勬弿杩扮被鍐呭**锛堜緥濡傝鏄庢枃瀛椼€佹€庝箞璋冪敤鏇村悎閫傘€佺ず渚嬫槸鍚﹀ソ鎳傦級锛岃鍚庨潰鐨勫璇濇洿瀹规槗閫夊鎶€鑳姐€佸皯韪╁潙銆俓n- 蹇呰鏃惰ˉ涓€鐐?*璇存槑鎬у皬鏂囨。**锛堜粛闄愪簬鎶€鑳界洰褰曞唴銆佸亸璇存槑涓庣淮鎶わ紝涓嶄唬鏇夸富鍔╂墜鍘诲畬鎴愮敤鎴蜂换鍔★級銆俓n
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涓嶨EPA鐨勫尯鍒玕n
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- GEPA锛?*杩欒疆瀵硅瘽鍊间笉鍊煎緱鍔ㄤ唬鐮佹垨鏁翠唤鎶€鑳?*锛涘彧鏈夊畠璁や负璇ュ垱寤?鍗囩骇鏃舵墠浼氳窇锛屼笉浼氫笓闂ㄤ负浜?*鍙敼涓ゅ彞璇存槑**鑰岃交閲忚窇涓€瓒熴€俓n- Curator锛?*涓嶅姩鎴栧皯鍔ㄩ€昏緫锛屼笓闂ㄧ粰鎶€鑳借ˉ璇存槑涔︺€佹鼎鎻忚堪**锛屾洿杞汇€佹洿涓撱€俓n
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<callout emoji="馃槄">
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**涓婁笅鏂囪川閲忔槸 Agent 鑳藉惁绋冲畾鍙戞尌浣滅敤鐨勫叧閿洜绱犮€?*Agent 鏈€澶х殑浠峰€煎湪浜?*甯姪鐢ㄦ埛鎶婁换鍔＄浉鍏崇殑淇℃伅缁撴瀯鍖栥€佽繛璐寲銆?*鎶婄洰鏍囥€佺害鏉熴€佷腑闂寸粨璁轰笌澶栭儴缁撴灉缁勭粐鎴愬彲鎸佺画鎺ㄨ繘鐨勪笂涓嬫枃锛屼粠鑰岄檷浣庡弽澶嶈鏄庝笌淇℃伅閬楁紡甯︽潵鐨勬垚鏈€俓n</callout>
|
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@@ -1,57 +0,0 @@
|
||||
# 2026.5.8-鏃ユ姤-寮犲鎸痋n
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## 宸ヤ綔鍐呭姒傝堪
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1銆佸涔燣oRA杩涜妯″瀷寰皟
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---
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<callout emoji="馃">
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浠婂ぉ鐪嬪埌Google涓?*Gemma 4鎺ㄥ嚭澶?Token 棰勬祴 (Multi-Token Prediction, MTP) 鑽夌鍣?*锛岃兘灏嗘帹鐞咷emma 4閫熷害鎻愬崌涓ゅ埌涓夊€嶃€傝胺姝屽凡缁忔湁浜咷emini杩欐牱鐨勫ぇ妯″瀷锛屼负浠€涔堣繕瑕佷负Gemma 4涓嬭繖涔堝ぇ鍔熷か銆傛垜鐨勬兂娉曟槸灏忔ā鍨嬬殑鏍稿績浠峰€兼鍦ㄤ簬鈥?*鍙繁搴﹀畾鍒?*鈥濄€侴emma杩欑被寮€婧愬熀搴э紝鐪熸鐨勪綔鐢ㄦ槸琚紑鍙戣€呮嬁鍘讳簩娆¤捀棣忔垨寰皟锛屾墦纾ㄦ垚閫傞厤鑷韩鍨傜洿涓氬姟鐨勪笓灞炴ā鍨嬶紝鑰孧TP杩欑被鍔犻€熸妧鏈垯璁╀笟鍔¤惤鍦版椂鍝嶅簲鏇村揩銆佹垚鏈洿浣庘€斺€斾粠Gemini娴撶缉鍒癎emma锛屽啀浠嶨emma钂搁鍑虹粏鍒嗗満鏅殑涓撳銆俓n</callout>
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## **涓€銆丩oRA鎶€鏈?*
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LoRA 鏄竴绉嶈交閲忕骇鐨勫ぇ妯″瀷寰皟鎶€鏈紝鏍稿績鎬濇兂鏄湪鍘熷棰勮缁冩潈閲嶆梺杈归檮鍔犱綆绉╃煩闃碉紝浠呰缁冭繖浜涘皬鍙傛暟锛岃€屼笉鍔ㄥ師濮嬫ā鍨嬨€俓n
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**锛堜竴锛夊伐浣滃師鐞?*
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- 妯″瀷鍏ㄩ噺寰皟鏃讹紝闇€瑕佹洿鏂板叏閮ㄦ潈閲嶇煩闃?$W$锛屾樉瀛樺拰璁＄畻寮€閿€鏋佸ぇ銆俓n- LoRA 鐨勬妸鎴忥細鏉冮噸鏇存柊閲?$螖W$鐢ㄤ袱涓皬鐭╅樀 $B$ 鍜?$A$ 鐨勪箻绉潵杩戜技锛屽嵆 $螖W=BA$锛屽叾涓?A,B*A*,*B* 閮芥槸浣庣З鐭╅樀锛屽弬鏁伴噺杩滃皬浜庡師濮?$W$銆俓n- 鍓嶅悜璁＄畻鍙樹负锛?h=Wx+BAx$銆傝缁冩椂鍐荤粨 $W$锛屽彧鏇存柊 $A$ 鍜?$B$銆俓n
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**锛堜簩锛夎兘骞蹭粈涔?*
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- **鏋佷綆鎴愭湰寰皟澶фā鍨?*锛?鍦ㄥ崟涓秷璐圭骇鏄惧崱涓婂氨鑳藉井璋?7B銆?3B 鐢氳嚦鏇村ぇ鐨勬ā鍨嬨€俓n- **澶氫换鍔″揩閫熷垏鎹?*锛?涓嶅悓浠诲姟鍙渶淇濆瓨鍜屽姞杞戒笉鍚岀殑 LoRA 鏉冮噸鏂囦欢锛堥€氬父鍑?MB 鍒板嚑鍗?MB锛夛紝鏃犻渶涓烘瘡涓换鍔″瓨涓€浠藉畬鏁存ā鍨嬨€俓n- **棰嗗煙閫傞厤涓庝釜鎬у寲**锛?鐢ㄥ皯閲忛鍩熸暟鎹嵆鍙閫氱敤澶фā鍨嬪彉鎴愨€滆涓氫笓瀹垛€濓紝濡傚尰鐤楅棶绛斻€佹硶寰嬫枃涔︺€佹父鎴?NPC 浜烘牸鍖栫瓑銆俓n- **淇濇姢鍘熸ā鍨嬭兘鍔?*锛?涓嶇牬鍧忓熀搴фā鍨嬬殑閫氱敤鐭ヨ瘑锛屽彲闅忔椂鎻掓嫈锛屽嚑涔庢棤鐏鹃毦鎬ч仐蹇橀闄┿€俓n- **缁撳悎鐭ヨ瘑钂搁**锛?鍙笌鈥滃ぇ妯″瀷鏁欏皬妯″瀷鈥濇祦绋嬪ぉ鐒堕厤鍚堬紝璁╁皬妯″瀷鍦ㄧ壒瀹氫换鍔′笂浠ユ瀬灏忎唬浠风户鎵垮ぇ妯″瀷鑳藉姏銆俓n
|
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## **浜屻€佺粨鍚堢煡璇嗚捀棣忕殑濂藉**
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1. **涓€涓€氱敤澶фā鍨嬶紝澶嶅埗鍑哄涓笓鐢ㄥ皬妯″瀷**
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1. **闄嶄綆瀵归珮绔‖浠剁殑渚濊禆**
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1. **鎴愭湰澶у箙闄嶄綆**
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澶фā鍨嬭窇涓€娆￠渶瑕佺殑鏄惧崱鍜屾椂闂磋繙澶氫簬灏忔ā鍨嬨€傚悓鏍风殑鏈嶅姟锛屾崲灏忔ā鍨嬭兘璁╂湇鍔″櫒寮€閿€闄嶅埌鍑犲崄鍒嗕箣涓€銆傚鏋滄嬁API鏉ヨ皟鐢紝澶фā鍨嬭皟鐢ㄦ垚鏈瘮杈冮珮锛屼笉閫傚悎浣庢敹鍏ョ殑鍦烘櫙锛岃€屽皬妯″瀷鍙互鐩存帴璺戝湪鏈湴鏈嶅姟鍣ㄥ氨琛岋紝瀵规湇鍔″櫒鐨勮姹備篃娌℃湁閭ｄ箞楂樸€俓n
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1. **鍝嶅簲閫熷害鎴愬€嶆彁鍗?*
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|
||||
澶фā鍨嬬敓鎴愪竴娈佃瘽鍙兘瑕佸ソ鍑犵锛屽皬妯″瀷寰€寰€涓嶅埌涓€绉掋€傜敤鎴风瓑寰呮椂闂寸煭锛屽悓鏃惰兘鏈嶅姟鏇村鐨勭敤鎴枫€俓n
|
||||
## 涓夈€佸涔犲疄璺礬n
|
||||
涓轰簡寰皟鐨勯€熷害锛岄€夌敤鐨勬ā鍨嬪熀搴ф槸`gemma-3-1b`锛岄€氳繃LM Studio杩涜璋冪敤
|
||||
|
||||
**锛堜竴锛夋簮鐮佹暣鐞嗕笌绉嶅瓙鏋勫缓**
|
||||
|
||||
- 閫氳繃寮€婧愰」鐩娊鍙栨簮鐮佺墖娈?鏂囦欢锛岀敓鎴愯缁冪瀛愭彁绀鸿瘝锛岀洰鏍囨槸璁╁悗缁暀瀛﹀唴瀹圭揣璐翠笟鍔′唬鐮併€俓n
|
||||
**锛堜簩锛夐€氳繃 MiniMax 杩涜鏁欏鏁版嵁鐢熸垚**
|
||||
|
||||
- 璋冪敤 MiniMax API锛屽姣忎釜婧愮爜鏍锋湰鐢熸垚楂樿川閲忚瑙ｄ笌鏀硅繘寤鸿銆俓n- 灏嗐€屾簮鐮? MiniMax 璁茶В銆嶆嫾鍚堟垚鐩戠潱鏁版嵁锛屽舰鎴?`train.jsonl`銆俓n- 瀵逛綆璐ㄩ噺鏍锋湰鍋氭竻娲楋紝鎻愬崌璁粌鏁版嵁瀵嗗害鍜屽噯纭€с€俓n
|
||||
**锛堜笁锛塙nsloth LoRA 寰皟璁粌**
|
||||
|
||||
- 浣跨敤 `unsloth/gemma-3-1b-it-unsloth-bnb-4bit` 杩涜寰皟銆俓n- 鏈疆鍦ㄥ凡鏈夋潈閲嶅熀纭€涓婄画璁紙`gemma-lora-v1 -> gemma-lora-v2`锛夛紝鎻愰珮瀵归」鐩唬鐮侀鏍间笌瑙ｉ噴鑳藉姏鐨勯€傞厤銆俓n
|
||||
**锛堝洓锛夎缁冪粨鏋滀笌妯″瀷浜х墿**
|
||||
|
||||
- 鎴愬姛浜у嚭鏂扮殑 LoRA 閫傞厤鍣ㄦ潈閲嶏紙`gemma-lora-v2`锛夈€俓n- 璁粌 loss 鏀舵暃姝ｅ父锛岃繘鍏ラ儴缃茶浆鎹㈤樁娈点€俓n
|
||||
**锛堜簲锛夐儴缃查摼璺噯澶囷紙鏈湴LM Studio璋冪敤锛?*
|
||||
|
||||
- 鎸夋祦绋嬫墽琛岋細LoRA 鍚堝苟鍏ㄩ噺妯″瀷 -> 杞?GGUF(F16) -> 閲忓寲(Q4_K_M) -> 瀵煎叆 LM Studio銆俓n
|
||||
|
||||
|
||||
|
||||
|
||||
<callout emoji="馃槃">
|
||||
璇曚笅鏉ユ劅瑙夛紝1B妯″瀷鐨勫簳瀛愮‘瀹炲亸钖勶紝鐢熸垚鍐呭杩樻槸瀹规槗鈥滆儭瑷€涔辫鈥濄€備笉杩囩粡杩囦竴娈垫椂闂村涔犲悗锛屽湪杈撳嚭鏍煎紡鍜岄鏍间笂鏄庢樉鍚戝畠鐨勨€滃笀鍌呪€滿inimax闈犳嫝浜嗐€俓n</callout>
|
||||
@@ -1,48 +0,0 @@
|
||||
# 2026.5.13-鏃ユ姤-寮犲鎸痋n
|
||||
## 宸ヤ綔鍐呭姒傝堪
|
||||
|
||||
1銆佺户缁暣鐞嗕箣鍓嶅涔犳暣鐞嗙殑Agent
|
||||
|
||||
---
|
||||
|
||||
## 涓€銆佹彁绀鸿瘝鍒嗗眰
|
||||
|
||||
灏嗗師鏈贩鏉傚湪涓€璧风殑鎻愮ず绯荤粺鎷嗚В涓轰笁灞傜嫭绔嬭惤鐩樸€佷簰涓嶈€﹀悎鐨勮鍒欓泦锛歕n
|
||||
- **宸ョ▼灞傦紙浠撳簱绾э級**锛氭壙杞藉綋鍓嶄唬鐮佷粨搴撴墍闇€鐨勫崗浣滅害瀹氾紝鍖呮嫭椤圭洰瑙勮寖銆佸伐鍏疯皟鐢ㄥ崗璁€侀鍩熸湳璇拰娴佺▼绾︽潫锛岃窡闅忎粨搴撹繘琛岀増鏈帶鍒躲€俓n- **鐢ㄦ埛灞傦紙涓汉璺ㄩ」鐩級**锛氭矇娣€涓汉绋冲畾鐨勪娇鐢ㄥ亸濂斤紝渚嬪瑙掕壊璁惧畾銆佽緭鍑洪鏍笺€佸父鐢ㄥ伐浣滄祦鍜屽簳绾胯姹傦紝涓€浠界淮鎶わ紝鍦ㄦ墍鏈変粨搴撲腑澶嶇敤銆俓n- **鍏ㄥ眬灞傦紙浜у搧閫氱敤濂戠害锛?*锛氬畾涔変骇鍝佸叏鍩熷繀椤婚伒瀹堢殑鍩虹嚎瑙勫垯锛屾瘮濡傚畨鍏ㄧ孩绾裤€佹晱鎰熸暟鎹鐞嗙瓥鐣ャ€佽緭鍑烘牸寮忓己绾︽潫锛屼綔涓烘渶浣庨檺搴︾殑鍏滃簳淇濋殰銆俓n
|
||||
姣忔浼氳瘽鍚姩鍓嶏紝涓嶅啀浠庢贩鏉傜殑鏂囨湰涓复鏃舵嫾鍑戞寚浠わ紝鑰屾槸鎸夐瀹氱殑浼樺厛绾у拰缁撴瀯锛屾妸璁板繂銆佺敾鍍忋€佺敤鎴风墖娈点€侀」鐩墖娈电粍瑁呮垚涓€鏉¤竟鐣屾竻鏅般€佹棤鍐茬獊鐨勪笂涓嬫枃锛屾敞鍏ョ郴缁熸寚浠ゃ€備笁灞傚悇鑷嫢鏈夌嫭绔嬬殑瀛樺偍浣嶇疆鍜屽姞杞藉紑鍏筹紝鍙樻洿浜掍笉褰卞搷銆俓n
|
||||
### **锛堜竴锛変负浠€涔堣杩欐牱鍋?*
|
||||
|
||||
鍘熸潵鐨勫仛娉曟槸灏嗘墍鏈夎鍒欏叏閮ㄥ啓鍏ュ悓涓€涓厤缃枃浠躲€傝繖浼氱洿鎺ュ紩鍙戝洓涓棶棰橈細
|
||||
|
||||
- **椤圭洰鍒囨崲鎴愭湰楂?*锛氫釜浜哄亸濂戒笌椤圭洰瑙勫垯娣卞害浜ょ粐锛屾洿鎹粨搴撴椂蹇呴』鎵嬪伐鍓ョ锛屽緢瀹规槗娈嬬暀鏃犲叧璁惧畾銆俓n- **鐗堟湰瀹℃煡涓嶅彲琛?*锛氬伐绋嬪彉鏇翠笌涓汉鍋忓ソ娣峰湪涓€璧凤紝杩涜 PR 瀹℃煡鏃舵棤娉曞尯鍒嗕慨鏀规潵婧愶紝涔熼毦浠ュ垽鏂奖鍝嶇殑杈圭晫銆俓n- **涓婁笅鏂囩獥鍙ｆ氮璐?*锛氬ぇ閲忓褰撳墠浠诲姟鏃犵敤鐨勪俊鎭閲嶅鍔犺浇锛屾尋鍗犳ā鍨嬬殑娉ㄦ剰鍔涜祫婧愶紝鍚屾椂澶氭潯鐭涚浘鎸囦护骞跺瓨锛屼細闄嶄綆杈撳嚭鐨勪竴鑷存€у拰鍑嗙‘鐜囥€俓n- **闀挎湡缁存姢鍥伴毦**锛氫换浣曚竴澶勫井璋冮兘闇€瑕佸湪澶ч噺鏂囨湰涓畾浣嶏紝瀹规槗浜х敓鎰忓瑕嗙洊锛屽鑷寸淮鎶や汉鍛樹笉鏁㈣交鏄撴敼鍔ㄣ€俓n
|
||||
鏍规湰鍘熷洜鍦ㄤ簬缂轰箯鍒嗗眰闅旂锛屼娇寰椾笉鍚岀敓鍛藉懆鏈熴€佷笉鍚岃矗浠讳富浣撶殑瑙勫垯寮鸿绯呭悎锛屽鐢ㄦ€с€佸彲瀹℃煡鎬у拰鍙帶鎬у叏閮ㄥ彈鎹熴€俓n
|
||||
### **锛堜簩锛夋€濊矾**
|
||||
|
||||
鏍稿績鎬濊矾鏄妸鎻愮ず褰撴垚涓€绉嶉渶瑕佹灦鏋勮璁＄殑璧勪骇锛岃€屼笉鏄竴娈甸殢鎰忕矘璐寸殑鏂囨湰銆俓n
|
||||
棣栧厛锛屼笁灞傚搴斾笁绉嶅畬鍏ㄤ笉鍚岀殑鍙樻洿棰戠巼鍜岃礋璐ｄ富浣撱€傚伐绋嬪眰鐢遍」鐩淮鎶よ€呭湪浠撳簱鍐呯洿鎺ョ鐞嗭紝鍙互璧版爣鍑嗙殑 Code Review 娴佺▼锛涚敤鎴峰眰灞炰簬涓汉閰嶇疆锛屽簲褰撶嫭绔嬩簬椤圭洰瀛樺湪锛屾洿鎹粨搴撴椂鑷姩鎸傝浇锛涘叏灞€灞備唬琛ㄤ骇鍝佸畨鍏ㄥ簳绾匡紝蹇呴』闆嗕腑绠℃帶锛屼笉鑳借灞€閮ㄤ慨鏀硅交鏄撹鐩栥€傝繖绉嶅垏鍒嗗ぉ鐒惰В鍐充簡鏉冮檺绠＄悊鍜屽彂甯冩祦绋嬬殑闂銆俓n
|
||||
鍏舵锛屾瘡娆′細璇濆皢鍒嗘暎鐨勮蹇嗗拰鐢诲儚杩涜鎵撳寘娉ㄥ叆锛屾槸涓轰簡鏋勫缓涓€鏉＄ǔ瀹氫笖鍙娴嬬殑涓婁笅鏂囧熀绾裤€傞€氳繃瑙勫畾鏄庣‘鐨勬嫾鎺ラ『搴忓拰瑕嗙洊瑙勫垯锛屽嵆浣挎潵婧愬鏍凤紝鏈€缁堢敓鎴愮殑鎸囦护涔熸槸纭畾鎬х殑锛岄伩鍏嶆ā鍨嬪洜鎸囦护娉㈠姩鑰屼骇鐢熻涓烘紓绉汇€俓n
|
||||
鏈€鍚庯紝鍒嗗眰鐨勯暱杩滄敹鐩婂湪浜庨檷浣庤鐭ヨ礋鎷呭拰缁存姢鎴愭湰銆傚垵鏈熼渶瑕佹惌寤哄姞杞介€昏緫锛屼絾涓€鏃﹁繍杞捣鏉ワ紝鍚庣画鏂板瑙勫垯銆佽皟鏁村亸濂芥垨杩涜鐏板害娴嬭瘯锛岄兘鍙互鍦ㄥ搴斿眰绾у唴瀹氬悜鎿嶄綔锛屼笉浼氬鍏朵粬灞傞€犳垚杩為攣褰卞搷銆俓n
|
||||
---
|
||||
|
||||
## 浜屻€佺敓鎴愭妧鑳界殑浜屾鎻愮偧
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||||
|
||||
瀵硅嚜鍔ㄧ敓鎴愮殑鎶€鑳斤紝寤虹珛浜嗕竴濂椾細鑷姩瑙﹀彂鐨勭淮鎶ら摼璺細
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||||
|
||||
- **琛ュ厖鏍￠獙涓庡閮ㄥ姞宸?*锛氭瘡涓柊鎶€鑳界敓鎴愬悗锛岃嚜鍔ㄨ繍琛屽悎瑙勬鏌ワ紝琛ュ叏缂哄け鐨勫弬鏁板拰瑙﹀彂鏉′欢锛屽苟鍙牴鎹厤缃皟鐢ㄥ閮ㄨ剼鏈繘琛屽姛鑳介獙璇侊紝纭繚涓嶅彧鏄兘鎵ц锛岃€屼笖鎵ц缁撴灉姝ｇ‘銆俓n- **鍛ㄦ湡鎬х洰褰曟暣鐞嗕笌鍚堝苟鏀剁揣**锛氬畾鏈熸壂鎻忔湰鍦版妧鑳界洰褰曪紝璇嗗埆璇箟楂樺害杩戜技鎴栧姛鑳介噸鍙犵殑鎶€鑳藉寘锛岃繘琛岃嚜鍔ㄥ寲鎴栧崐鑷姩鍖栫殑鍚堝苟涓庡幓閲嶏紝灏嗗叾鎶借薄涓烘洿閫氱敤鐨勫熀纭€鎶€鑳斤紝鎶戝埗鐩綍鏁伴噺鐨勬棤搴忓闀裤€俓n- **鍙鐢ㄥ亸濂界嫭绔嬫彁鐐?*锛氬皢鈥滀唬鐮佸瀷鎶€鑳解€濓紙宸ュ叿璋冪敤銆佽嚜鍔ㄥ寲娴佺▼锛夊拰鈥滆嚜鐒惰瑷€鍋忓ソ鈥濓紙璇皵銆佽鑹层€佽〃杈鹃鏍硷級鍒嗘垚涓ゆ潯鐙珛鐨勭鐞嗙嚎锛屽垎寮€閰嶇疆銆佸垎鍒紨鍖栥€傚亸濂介儴鍒嗕細琚彁鐐兼垚杞婚噺鐨勨€滃彲澶嶇敤鍋忓ソ鐗囨鈥濓紝鍏剁増鏈€佸紑鍏冲拰鍔犺浇绛栫暐涓庢妧鑳藉寘瀹屽叏瑙ｈ€︺€俓n
|
||||
鏁翠釜娴佺▼鍦ㄤ細璇濈粨鏉熷悗鏍规嵁閰嶇疆鑷姩鎵ц锛屽舰鎴愨€滅敓闀库€旀牎楠屸€旀暣鐞嗏€旀彁鐐尖€濈殑鎸佺画缁存姢闂幆銆俓n
|
||||
### 锛堜竴锛変负浠€涔堣杩欐牱鍋歕n
|
||||
鐩存帴浠庡璇濅腑浜х敓鐨勬妧鑳斤紝澶╃劧瀛樺湪涓や釜鏄捐憲缂洪櫡锛歕n
|
||||
- **鍐椾綑閲嶅涓ラ噸**锛氭ā鍨嬪鏄撳洜涓嶅悓鐨勫璇濊〃杩拌€岀敓鎴愭湰璐ㄧ浉鍚屼絾鍚嶇О銆佺粏鑺傜暐鏈夊樊寮傜殑鎶€鑳斤紙渚嬪鈥滄煡澶╂皵鈥濆拰鈥滆幏鍙栧ぉ姘斺€濓級銆傚鏋滀笉鍔犳敹鏁涳紝鎶€鑳界洰褰曚細鍦ㄧ煭鏈熷唴蹇€熻啫鑳€锛屽厖婊″姛鑳介噸鍙犵殑鍖呫€俓n- **璐ㄩ噺涓嶇ǔ鍥?*锛氳繖浜涙妧鑳藉線寰€缂哄皯瀹屾暣鐨勫弬鏁板畾涔夈€佽竟鐣屾潯浠跺鐞嗗拰娓呮櫚鐨勮Е鍙戣鍒欙紝澶勪簬鍕夊己鍙敤鐘舵€併€傜洿鎺ユ姇鍏ヤ娇鐢ㄤ細骞叉壈妯″瀷鍐崇瓥锛屽鑷磋緭鍑轰笉绋冲畾鎴栭敊璇€俓n
|
||||
鑻ヤ笉杩涜浜屾澶勭悊锛屾妧鑳藉簱浼氳繀閫熶粠鏈夌敤璧勪骇閫€鍖栦负缁存姢璐熸媴锛屾帓閿欏拰鏁寸悊鐨勬垚鏈皢杩滆秴鍏跺甫鏉ョ殑鏀剁泭銆俓n
|
||||
### **锛堜簩锛夋€濊矾**
|
||||
|
||||
鎶€鑳借祫浜х殑鎸佺画闆嗘垚鍜屾寔缁暣鐞嗘祦绋嬶紝鎶€鑳介渶瑕佺粡杩囨牎楠屽拰閲嶆瀯鎵嶈兘绋冲畾鍏ュ簱銆俓n
|
||||
灏嗏€滀唬鐮佸瀷鎶€鑳解€濆拰鈥滆嚜鐒惰瑷€鍋忓ソ鈥濇媶寮€澶勭悊锛屾槸鍩轰簬涓よ€呮紨鍖栬妭濂忓拰娌荤悊鏂瑰紡鐨勬牴鏈樊寮傘€傛妧鑳界被浼间簬鍔熻兘妯″潡锛屼細棰戠箒杩唬銆佸悎骞跺拰鎶借薄锛岄渶瑕佷弗鏍肩殑鐗堟湰鎺у埗鍜屽紑鍏崇鐞嗭紱鑰屽亸濂藉垯鏇存帴杩戠敤鎴烽厤缃紝鍐呭杞婚噺銆佸彉鍖栬緝鎱紝骞朵笖闇€瑕佸湪鎵€鏈夊満鏅腑淇濇寔涓€鑷淬€傚鏋滃己琛屾崋缁戯紝浠讳綍鍋忓ソ鐨勫井灏忚皟鏁达紙姣斿淇敼涓€鍙ユ儻鐢ㄨ锛夐兘浼氳Е鍙戞妧鑳藉寘鐨勯噸鏂板彂甯冨拰娴嬭瘯锛岃繖鏄剧劧涓嶅悎鐞嗐€傝В鑰﹀悗锛屼袱鏉＄嚎鍙互鎸夌収鍚勮嚜鐨勯€熷害婕旇繘锛屽亸濂借皟鏁寸敋鑷充笉闇€瑕佽Е鍙婃妧鑳藉寘鐨勭増鏈彿銆俓n
|
||||
閫夋嫨鍛ㄦ湡鎬ф暣鐞嗚€屼笉鏄疄鏃跺己鍒跺幓閲嶏紝鏄洜涓烘柊鐢熸妧鑳介渶瑕佷竴娈佃瀵熸湡銆傜粡杩囧嚑娆′細璇濈殑瀹為檯璋冪敤鍜岄獙璇侊紝鎵嶈兘鏇村噯纭垽鏂畠鏄惁鐪熺殑涓庡凡鏈夋妧鑳介噸澶嶏紝浠ュ強瀹冪殑绋冲畾杈圭晫鍦ㄥ摢閲屻€傜粰浜堣繖娈电紦鍐茬獥鍙ｏ紝鍙互閬垮厤杩囨棭鍚堝苟瀵艰嚧鏈夌敤鍙樹綋琚鍒犮€俓n
|
||||
---
|
||||
|
||||
|
||||
|
||||
<callout emoji="馃槃">
|
||||
缁忚繃杩欐鏃堕棿鐨勫涔犲拰瀹炶返锛屾垜瀵?AI Agent 鐨勬暣浣撹剦缁滄湁浜嗘瘮杈冩竻鏅扮殑鎶婃彙锛屽嚑涓叧閿幆鑺傜殑鎬濊矾涔熷熀鏈疮閫氾細
|
||||
- **涓婁笅鏂囧帇缂?*锛氱悊瑙ｄ簡濡備綍鍦ㄦ湁闄愮獥鍙ｅ唴淇濈暀楂樹环鍊间俊鎭紝閫氳繃鍒嗗眰銆佹憳瑕佸拰瑁佸壀绛栫暐锛屾妸璁板繂銆佺敾鍍忋€侀」鐩墖娈甸珮鏁堟墦鍖呮敞鍏ワ紝鑰屼笉鏄畝鍗曟埅鏂垨鍫嗙爩銆俓n- **鎶€鑳芥彁鐐?*锛氭帉鎻′簡浠庡璇濅腑鑷姩鎻愬彇銆佹牎楠屻€佸幓閲嶅拰鏀舵暃鎶€鑳界殑鏂规硶锛岃鎶€鑳藉簱浠庘€滆兘璺戜絾涓嶇ǔ鈥濊繘鍖栧埌绋冲畾鍙鐢紝鎶戝埗鐩綍鑶ㄨ儉銆俓n- **Team Agent 涓?Sub Agent**锛氬帢娓呬簡澶?Agent 鍗忎綔鐨勬嫇鎵戠粨鏋勶紝鏄庣‘浜嗕富 Agent 濡備綍鎷嗗垎浠诲姟銆佽皟搴﹀瓙 Agent锛屼互鍙婂郊姝ら棿鐨勯€氫俊濂戠害鍜屼笂涓嬫枃闅旂鏂瑰紡銆俓n- **鎻愮ず璇嶅垝鍒?*锛氬缓绔嬩簡宸ョ▼灞傘€佺敤鎴峰眰銆佸叏灞€灞傜殑鍒嗗眰娌荤悊鎬濊矾锛屾寜鍙樻洿棰戠巼鍜岃礋璐ｄ富浣撹В鑰︼紝璁╄鍒欏悇鍙稿叾鑱岋紝瑙ｅ喅浜嗘贩鍚堥厤缃笅浜掔浉瑕嗙洊銆侀毦浠ュ鏌ョ殑闂銆俓n杩欏嚑鍧椾覆鑱旇捣鏉ワ紝灏辨瀯鎴愪簡浠庡簳灞傝蹇嗙鐞嗗埌涓婂眰澶氭櫤鑳戒綋鍗忎綔鐨勫畬鏁磋鐭ラ摼鏉°€俓n</callout>
|
||||
@@ -1,133 +0,0 @@
|
||||
<title>2026骞?鏈?3鏃ュ伐浣滄棩鎶?榛勯潤闆?/title>
|
||||
|
||||
# 涓€銆佸伐浣滃唴瀹规杩癨n
|
||||
1. 銆婁笁鍥斤細璋嬪畾澶╀笅銆嬨€併€婁笁鍥斤細澶╀笅褰掑績銆嬨€併€婁笁鍥斤細鍐版渤鏃朵唬銆嬩綋楠孿n2. 銆婃垜鐨勮姳鍥笘鐣屻€嬩綋楠孿n3. AI鐮旂┒宸ヤ綔娴佷笌浜у搧璁ょ煡璧勪骇搴撴惌寤烘帹杩沑n
|
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|
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|
||||
# 浜屻€丄I鐮旂┒宸ヤ綔娴佷笌浜у搧璁ょ煡璧勪骇搴撴惌寤烘帹杩沑n
|
||||
> 鍘熷畾寮€鍙戣鍒掑寘鎷細
|
||||
>
|
||||
> 1. **鍥哄寲 Feishu MCP Source User SOP**
|
||||
>
|
||||
> - 姊崇悊 source user 浣跨敤璇存槑
|
||||
> - 鍥哄寲 auth / smoke / sync / classify 鏍囧噯鍛戒护
|
||||
> - 鏄庣‘甯歌閿欒涓庡鐞嗘柟寮廫n> - 璇存槑 data / dist / token / env 鐩綍澶勭悊瑙勫垯
|
||||
> - 浠庡共鍑€ git 鐘舵€佸璺戜竴娆＄鍒扮娴佺▼
|
||||
> - 灏?SOP 鍐欏叆 README 鎴?workflow 鏂囨。
|
||||
> - 琛ュ厖 HTML 鐗堟湰锛屾彁楂樺彲璇绘€n> - 鐢熸垚 share 椤甸潰锛屼究浜庡洟闃熼槄璇籠n>
|
||||
> 1. **銆婁笁鍥斤細璋嬪畾澶╀笅銆嬭ˉ榻?P0 瀹屾暣闂幆**
|
||||
>
|
||||
> - 鍩轰簬涓夎皨宸插悓姝ヨ祫鏂欑敓鎴愯祫浜у€欓€夋竻鍗昞n> - 浜哄伐 review锛岀‘璁ゅ摢浜涘€欓€夊€煎緱娌夋穩
|
||||
> - 鐢熸垚 MECH / REPORT / ORG 鍗＄墖
|
||||
> - 杈撳嚭 HTML 椤甸潰
|
||||
> - 涓庛€婃垜鐨勮姳鍥笘鐣屻€嬪舰鎴愬姣旀渚媆n> - 妫€鏌ョ浜屼骇鍝?SOP 鏄惁鐪熸鍙鐢╘n
|
||||
## 锛堜竴锛変粖鏃ヨ凯浠ｅ唴瀹筡n
|
||||
**瀹屾垚鈥滃崐鑷姩鐭ヨ瘑璧勪骇鐢熶骇閾捐矾鈥濈殑 P0 鏈湴楠岃瘉锛屾敮鎸佹妸鏃ュ父鐮旂┒璧勬枡杞寲涓虹粨鏋勫寲鐭ヨ瘑璧勪骇锛涗絾姝ｅ紡鍏ュ簱銆佸浜?review銆乼arget 鐭ヨ瘑搴撳啓鍥炲拰鍏ㄨ嚜鍔ㄩ棴鐜粛闇€瑕佺户缁帹杩?*
|
||||
|
||||
杩囧幓澶ч噺鐮旂┒缁撹娌夋穩鍦ㄥ垎鏁ｇ殑椋炰功鏂囨。涓紝闅句互澶嶇敤锛涚幇鍦ㄥ紑濮嬫妸璧勬枡鍚屾銆佸€欓€夎瘑鍒€佹満鍒跺崱鐗囥€丠TML灞曠ず銆佺储寮曞彂鐜拌繖涓€鏁村娴佺▼鍥哄寲涓嬫潵锛?*璁╂垬鐣ョ爺绌堕儴鐨勭爺绌剁粨鏋滈€愭鍙樻垚閮ㄩ棬鍙婄粍缁囧唴閮ㄩ暱鏈熷彲澶嶇敤鐨勭煡璇嗚祫浜?*
|
||||
|
||||
> 瀹為檯涓婏紝鐢变簬Feishu MCP鐩墠璁捐浣跨敤鐨勬槸user_access_token锛堝彲璇诲彇鐢ㄦ埛鏈夋潈闄愮殑鏂囨。锛夛紝鐞嗚涓婂彧瑕佹垜鐨勮处鍙锋湁璁块棶鏉冮檺锛屾墍鏈夌殑浜戞枃妗ｏ紙doc/docx锛夊潎鍙澶勭悊杞寲涓虹煡璇嗚祫浜n
|
||||
|
||||
|
||||
### 鍥哄寲 Feishu MCP Source User SOP
|
||||
|
||||
Feishu MCP Source User SOP 宸插畬鎴?P0 鍩虹鍥哄寲锛?*鍏峰鏀拺绗簩浜у搧楠岃瘉鍜屽悗缁煡璇嗚祫浜х敓浜х殑鑳藉姏**锛屼絾姝ｅ紡鐭ヨ瘑搴撳啓鍥炰笌澶氫汉鍗忎綔娴佺▼浠嶅睘浜?v0.4+ 瑙勫垝銆傚熀浜庡墠涓€鏃ュ凡璺戦€氱殑 Feishu MCP Source User 閾捐矾锛屽皢鍏惰繘涓€姝ユ暣鐞嗕负**鍙槄璇?*銆?*鍙鐢?*銆?*鍙氦鎺?*鐨?SOP 鏂囨。锛屽苟鍚屾鐢熸垚浜?HTML / share 椤甸潰銆備富瑕佸畬鎴愬唴瀹瑰寘鎷細
|
||||
|
||||
- 鍥哄寲 Feishu MCP Source User 鐨勪娇鐢ㄨ竟鐣孿n- 鏄庣‘缁勭粐1 / 缁勭粐2鐨勫叧绯诲拰瀹氫綅
|
||||
- 琛ュ厖 source user OAuth銆乻moke銆乻ync銆乧lassify 鐨勬爣鍑嗗懡浠よ鏄嶾n- 鍖哄垎缁堢鍛戒护涓?Claude Code MCP 宸ュ叿璋冪敤
|
||||
- 鏄庣‘ data / dist / token / env 绛夌洰褰曞鐞嗚鍒橽n- 琛ュ厖甯歌閿欒涓庡鐞嗘柟寮廫n- 鐢熸垚 Feishu MCP Source User SOP 鐨?HTML 椤甸潰涓?share 鐗堟湰
|
||||
- 灏?SOP 閾炬帴涓庡叆鍙ｅ悓姝ュ埌 README / 宸ヤ綔娴佹€昏涓璡n
|
||||
鐐瑰嚮鏌ョ湅锛歔Feishu MCP Source User SOP 鈥?鎴樼暐鐮旂┒閮╙(https://feishu-mcp-source-user-sop.netlify.app/)
|
||||
|
||||
<grid>
|
||||
<column width-ratio="0.612697">
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|
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|
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<column width-ratio="0.387303">
|
||||
|
||||
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|
||||
</grid>
|
||||
|
||||
|
||||
|
||||
### 銆婁笁鍥斤細璋嬪畾澶╀笅銆婸0 鏈湴闂幆楠岃瘉
|
||||
|
||||
鎺ㄨ繘銆婁笁鍥斤細璋嬪畾澶╀笅銆嬩綔涓虹浜屼釜浜у搧妗堜緥鐨?P0 楠岃瘉锛岄噸鐐规槸楠岃瘉銆婃垜鐨勮姳鍥笘鐣屻€嬪凡缁忚窇閫氱殑宸ヤ綔娴佹槸鍚﹁兘澶熻縼绉诲埌涓嶅悓鍝佺被浜у搧涓娿€傜洰鍓嶇粨璁烘槸锛?*SOP 鍏峰浜у搧鏃犲叧鎬э紝宸查€氳繃绗簩浜у搧楠岃瘉锛屽綋鍓?SOP 宸茬粡鍏峰璺ㄤ骇鍝佸鐢ㄨ兘鍔?*
|
||||
|
||||
- 閫氳繃 Feishu MCP source user 璺緞杩涜 dry-run 鎼滅储锛屽洿缁曚笁涓叧閿瘝鏌ユ壘鏇村悎閫傜殑涓夎皨鏉愭枡锛歕n
|
||||
- 涓夎皨 婕旀澶т細
|
||||
- 涓夎皨 绠＄悊灞傜敓鎬佷綅
|
||||
- 涓夊浗锛氳皨瀹氬ぉ涓?闂紟璧涘鑷€夊墽鏈満鍒?
|
||||
- 缁忚繃 dry-run 鍚庯紝鏈€缁堥€夋嫨浠モ€滄紨姝﹀ぇ浼氣€濅负涓夎皨 P0 鐨勭涓€缁勭煡璇嗚祫浜ч獙璇佸璞°€傚洿缁曚笁璋嬫紨姝﹀ぇ浼氬畬鎴愪簡锛歕n
|
||||
- 鍩轰簬 3鏈?5鏃?/ 3鏈?6鏃?/ 3鏈?0鏃ョ浉鍏虫棩鎶ユ潗鏂欒繘琛屽唴瀹瑰悓姝n - 璇诲彇 raw_content 杩涜鏈哄埗鍒嗘瀽
|
||||
- 鐢熸垚浜哄伐 review 鍚庣殑鍊欓€夎祫浜n - **鐢熸垚涓夌被鐭ヨ瘑鍗＄墖**锛?
|
||||
|
||||
- **MECH 鍗★細鏈哄埗妯″瀷鍗?*
|
||||
|
||||
> **杩欎釜鏈哄埗濡備綍鎴愮珛锛?*
|
||||
>
|
||||
> 鏍稿績浠峰€煎畾浣嶏細娌夋穩鈥滃彲澶嶇敤鏈哄埗妯″瀷鈥漒n
|
||||
- **REPORT 鍗★細浜у搧瑙傚療鎶ュ憡鍗?*
|
||||
|
||||
> **杩欎釜鏈哄埗涓轰粈涔堝浜у搧鏈変环鍊硷紵**
|
||||
>
|
||||
> 鏍稿績浠峰€煎畾浣嶏細娌夋穩鈥滀骇鍝佸眰鍒ゆ柇鈥漒n
|
||||
- **ORG 鍗★細缁勭粐鐮旂┒鍗?*
|
||||
|
||||
> **杩欎釜鏈哄埗濡備綍闄嶄綆缁勭粐鍘嬪姏锛屽苟鏋勫缓浣庣粍缁囧帇鍔涘弬涓庡満鏅紵**
|
||||
>
|
||||
> 鏍稿績浠峰€煎畾浣嶏細娌夋穩鈥滅粍缁囧弬涓庣粨鏋勫彉鍖栤€漒n - **鍥寸粫涓夎皨婕旀澶т細褰㈡垚鐨勬牳蹇冨垽鏂?*锛歕n
|
||||
- 婕旀澶т細涓嶆槸鍗曠函鐨勫叕骞崇珵鎶€鐜╂硶锛岃€屾槸涓夎皨鍦ㄧ巼鍦焞ike妗嗘灦涓嬫瀯閫犵殑鈥滃彈鎺у叕骞崇珵鎶€鐜鈥濓紝閫氳繃鍘嬬缉澶ч儴鍒嗗吇鎴愬樊璺濓紝鎶婅儨璐熺劍鐐逛粠闀挎湡鏁板€肩Н绱浆鍚戦厤灏嗙悊瑙ｃ€佹垬娉曠粍鍚堜笌鍗氬紙鍐崇瓥锛屽悓鏃剁敤鐭懆鏈熷懆甯?PVP 琛ヨ冻闀垮懆鏈熻禌瀛?GVG 鐨勫唴瀹圭┖绐椼€傚畠鐨勪环鍊间富瑕佷綋鐜板湪鍑犱釜鏂归潰锛歕n
|
||||
- **闄嶄綆鏅€氱帺瀹跺拰鏂版墜鐞嗚В閰嶅皢绯荤粺鐨勬垚鏈?*
|
||||
婕旀澶т細閫氳繃鍙楁帶璧勬簮姹犮€佹棤绾€佹棤闊暐銆侀殢鏈烘娊鍙栥€佹敮鎻翠綅绛夎璁★紝鎶婄帺瀹舵媺鍒颁竴涓浉瀵瑰叕骞崇殑鐜涓紝璁╃帺瀹惰兘鏇翠綆鎴愭湰鍦扮悊瑙ｆ灏嗗畾浣嶃€佹垬娉曠粍鍚堛€侀樀瀹瑰厠鍒跺拰閰嶅皢鍗氬紙
|
||||
- **涓洪珮鐞嗚В浣庝粯璐圭帺瀹舵彁渚涜〃杈剧┖闂?*
|
||||
浼犵粺鐜囧湡like涓紝楂樼悊瑙ｄ絾浣庝粯璐圭帺瀹跺線寰€鍦ㄤ富绾胯禌瀛ｄ腑缂哄皯瓒冲琛ㄨ揪绌洪棿銆傛紨姝﹀ぇ浼氬帇缂╁吇鎴愬樊璺濆悗锛岃閰嶅皢鐞嗚В鍜屽崥寮堝垽鏂洿瀹规槗琚湅瑙乗n - **琛ヨ冻璧涘闀垮懆鏈熷唴瀹圭┖绐?*
|
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# 浜屻€丟GS2026鍏ㄧ悆娓告垙宄颁細鏀惰幏涓庢€濊€僜n
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鏈鍑犲満鍒嗕韩鍏卞悓鎸囧悜涓€涓秼鍔匡細
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## 锛堜簩锛変拱閲忛┍鍔ㄥ叕鍙告洿瀹规槗鍚冨埌AI鍒涙剰楠岃瘉绾㈠埄
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鍐板窛缃戠粶鏄竴瀹朵拱閲忓拰鏁版嵁椹卞姩鐗瑰緛寰堝己鐨勬父鎴忓叕鍙革紝鍜屼笁涓冪被浼笺€傚畠浠?*涓嶆槸鍗曠函鐩镐俊鍒涙剰**锛岃€屾槸鏇寸浉淇★細
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1. 鈥滃ソ娓告垙鈥濈殑瀹氫箟涓嶆槸鎶借薄鐨勨€滆壓鏈〃杈锯€濇垨鈥滅簿鍝佸彊浜嬧€濓紝鑰屾槸闈炲父璐磋繎涔伴噺妯″瀷鈥斺€斿惛閲忋€佸ソ鐜┿€佸悗绔晢涓氬寲鎴愮啛
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3. **鐖嗘鏈夋鐜囨€э紝鍦ㄥ悓鏍锋椂闂村拰鎴愭湰涓嬮獙璇佹洿澶氭柟鍚戯紝灏卞彲鑳芥彁楂樺懡涓満浼?*
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浠栦滑浠婂勾寤虹珛浜?*鈥淎I娓告垙瓒呯骇涓綋灏忕粍鈥?*锛屾牳蹇冮€昏緫鏄?*閫氳繃AI闄嶄綆鍒涙剰楠岃瘉鎴愭湰锛岀敤鏇翠綆鎴愭湰銆佹洿楂橀鐜囬獙璇佹洿澶氫骇鍝佹満浼?*銆傝繃鍘讳竴涓兂娉曡鎷夌▼搴忋€佺瓥鍒掋€佺編鏈紝鍙兘瑕?鈥?鍛ㄧ敋鑷虫洿涔咃紝鐜板湪鍙互閫氳繃AI蹇€熺敓鎴怘TML5 Demo锛屽苟褰撳ぉ杩唬澶氫釜鐗堟湰
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AI瀵逛拱閲忓瀷鍏徃褰撳墠纭疄鏇存湁鍒╋紝鍥犱负AI寮哄寲鐨勬槸瀹冧滑鍘熸湰灏辨搮闀跨殑**鈥滄祦閲忊€旂礌鏉愨€旀暟鎹€旈獙璇佲€旀斁澶р€?*绯荤粺銆傝繖涓嶆槸璇碅I璁╁垱鎰忔湰韬洿瀹规槗鎴愬姛锛岃€屾槸AI璁╁け璐ユ洿渚垮疁锛岃绛涢€夋洿蹇紝璁╂綔鍦ㄨ耽瀹舵洿鏃╄鍙戠幇
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- **AI闄嶄綆鐨勬槸璇曢敊鎴愭湰锛屼笉鏄垚鍔熼毦搴?*
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- **AI Demo涓嶇瓑浜庡彲涓婄嚎(鏈夊晢涓氬寲鑳藉姏锛変骇鍝?*
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- **楂橀鐢熸垚鍒涙剰浼氬揩閫熷唴鍗?*
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**璀︽儠锛?*
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**蹇笉鏄晢涓氬彉鐜伴€昏緫锛屾弧瓒崇敤鎴封€滃ソ鐜┾€濈殑闇€姹傛墠鏄牳蹇冦€?*濡傛灉鎵€鏈変拱閲忓叕鍙搁兘鐢ˋI鎻愰珮鍒涙剰楠岃瘉鏁堢巼锛岀煭鏈熶細褰㈡垚鏁堢巼绾㈠埄锛涗絾闀挎湡鏉ョ湅寰堝彲鑳戒細鍙樻垚鏂扮殑鍐涘绔炶禌銆傚埌閭ｆ椂锛屽崟绾€滄洿蹇敓鎴愭洿澶氬垱鎰忊€濅細杩呴€熷け鏁堬紝鐪熸绋€缂虹殑浼氶噸鏂板洖鍒帮細**鍝佺被鍒ゆ柇銆佷骇鍝佹墜鎰熴€侀暱鏈熷唴瀹硅兘鍔涖€佸晢涓氬寲缁撴瀯銆佹暟鎹棴鐜川閲忓拰缁勭粐鍐崇瓥璐ㄩ噺**
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浣嗗叾涓緢鍊煎緱鍊熼壌瀛︿範鐨勬槸**鎶婁骇鍝佹帰绱㈡媶鎴愬彲楠岃瘉鍋囪锛屽苟褰㈡垚绋冲畾楠岃瘉鏈哄埗**
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## 锛堜笁锛夊啺宸濈綉缁?*鈥淎I娓告垙瓒呯骇涓綋灏忕粍锛?*1浜?+ AI Agents鈥濅笌鎴樼暐鐮旂┒閮ㄥ垱鏂扮粍楂樺害鐩镐技
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涓庢垬鐣ョ爺绌堕儴鍒涙柊缁勭浉浼肩殑鐐逛笉鏄兘鍦ㄧ敤AI鍋氬皬娓告垙锛岃€屾槸**缁勭粐瀹為獙鍋囪鐩镐技**锛歕n
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2. **AI骞舵湭闄嶄綆鍒涢€犲ソ娓告垙鐨勯棬妲涳紝鑰屾槸闄嶄綆鍒涙剰楠岃瘉鎴愭湰锛岀湡姝ｅ喅瀹氭垚璐ョ殑锛屼粛鐒舵槸浜虹殑鍒ゆ柇鍔涗笌瀹＄編鑳藉姏**
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**鎵€浠ュ垱鏂扮粍鐨勪笟鍔＄洰鏍囧簲璇ユ槸鍊熷姪AI瀹屾垚楂橀鍘熷瀷楠岃瘉锛屽苟閫氳繃璇曠帺銆佷笂绾挎祴璇曪紝鍩轰簬鏁版嵁鍜屽鐩樺喅瀹氭槸鍚︾户缁姇鍏ワ紝杩涜蹇€熻凯浠?鍒涙柊**锛?*浜烘墠鍩瑰吇鐩爣鏄妸姣忎釜绛栧垝璁粌鎴愪竴涓叿澶囦骇鍝佸垽鏂€丄I璋冨害銆佸師鍨嬮獙鏀躲€佽凯浠ｅ鐩樿兘鍔涚殑AI娓告垙璁捐甯?*
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## 锛堝洓锛堿I瀵规柊浜у搧鍜岃€佷骇鍝佺殑浠峰€间晶閲嶇偣涓嶅悓
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### 瀵规柊浜у搧锛欰I鐨勬牳蹇冧环鍊兼槸鎻愰珮鎺㈢储鏁堢巼
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鏂颁骇鍝佹渶澶ч棶棰樻槸鏂瑰悜涓嶇‘瀹氾細
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- 鐜╂硶鏄惁鎴愮珛
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- 鏍稿績浣撻獙鏄惁鏈夐暱鏈熸綔鍔沑n
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鍥犳AI瀵规柊浜у搧鐨勪环鍊间富瑕佹槸锛歕n
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- 闄嶄綆鍒涙剰楠岃瘉鎴愭湰
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- 鎻愰珮鍘熷瀷楠岃瘉瀵嗗害
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- 鏇村揩鐢熸垚Demo
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- 鏇村揩鍋氱礌鏉?棰樻潗娴嬭瘯
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- 鏇村揩娣樻卑閿欒鏂瑰悜
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- 鏇存棭鍙戠幇鍊煎緱缁х画鎶曞叆鐨勬満浼歕n
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鍏抽敭璇嶆槸锛歕n
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**瀛靛寲銆佹帰绱€佸師鍨嬨€佽瘯閿欍€侀獙璇併€佹鐜囨彁鍗?*
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## 锛堜簩锛変富瑕佽凯浠ｅ唴瀹筡n
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姝ゅ墠涓昏楠岃瘉鐨勬槸鍗曚釜鏈哄埗妗堜緥鑳藉惁鎷嗚В鎴愭姤鍛婂拰鏈哄埗鍗＄墖銆傛湰杞垯楠岃瘉浜嗗浠藉巻鍙叉姤鍛婅兘鍚﹂€氳繃 index.md 绠＄悊杈撳叆锛屽啀缁熶竴鐢熸垚璧勪骇娓呭崟鍜屽崱鐗囧寲寤鸿
|
||||
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||||
1. **浠?Markdown 鍗＄墖锛屽崌绾т负 Markdown + HTML 灞曠ず**
|
||||
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||||
Markdown 浠嶇劧浣滀负鐭ヨ瘑婧愬拰闀挎湡娌夋穩鏍煎紡锛孒TML 鍒欎綔涓哄睍绀哄眰鍜屽垎浜眰銆傝繖涓垎宸ユ瘮杈冩竻鏅帮細鐭ヨ瘑娌夋穩涓嶄緷璧?HTML锛屼絾瀵瑰鍒嗕韩鍜屽唴閮ㄥ揩閫熼槄璇诲彲浠ラ€氳繃 HTML 椤甸潰鎻愬崌鏁堢巼
|
||||
|
||||
1. **浠庢墜鍔ㄩ浂鏁ｆ搷浣滐紝寮€濮嬪浐鍖栦负 SOP**
|
||||
|
||||
銆婃垜鐨勮姳鍥笘鐣屻€嬭繖涓€杞凡缁忓舰鎴愯緝瀹屾暣鐨勫彲澶嶇敤閾捐矾锛屽悗缁彲浠ョ敤绗簩涓」鐩户缁獙璇佽 SOP 鏄惁绋冲畾
|
||||
|
||||
---
|
||||
|
||||
- 鏈疆浠ャ€婃垜鐨勮姳鍥笘鐣屻€嬩负娴嬭瘯瀵硅薄锛屽畬鎴愪簡**浠庡巻鍙叉姤鍛婂埌鏈哄埗璧勪骇鐨勫畬鏁村鐞嗘祦绋?*
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- **椋炰功鍘嗗彶鎶ュ憡鏈湴闀滃儚**
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- index.md 澶氭枃浠剁储寮昞n - 璧勪骇娓呭崟涓庡崱鐗囧寲寤鸿
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||||
- 浜哄伐纭鐢熸垚鍝簺鍗＄墖
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- 鏈哄埗鍗＄墖
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||||
- HTML 鍗曞崱椤礬n - HTML 鎬昏椤礬n - HTML 绱㈠紩绔欑偣
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- 鍙儴缃插垎浜寘
|
||||
- 鏈疆鍏卞鐞嗕袱浠藉巻鍙叉姤鍛婏紝鍦ㄤ汉宸ョ‘璁ゅ悗鐢熸垚涓ゅ紶鏈哄埗鍗＄墖锛?*褰撳墠宸ヤ綔娴佸凡缁忓彲浠ュ鐞嗗浠藉巻鍙叉潗鏂欙紝骞朵粠涓彁鐐煎彲澶嶇敤鏈哄埗璧勪骇**
|
||||
|
||||
- **MECH-20260510-002锛氶潪绱浠诲姟涓庢柊鎵嬭涓烘暀鑲叉満鍒?*
|
||||
- **MECH-20260510-003锛欸VE 鍨嬪叕浼氱珵璧涗笌缁勭粐璐＄尞鏈哄埗**
|
||||
|
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> 鐐瑰嚮鏌ョ湅锛歕n >
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> [MECH-20260510-002 路 闈炵疮璁′换鍔′笌鏂版墜琛屼负鏁欒偛 路 銆婃垜鐨勮姳鍥笘鐣屻€媇(https://sprightly-centaur-e87985.netlify.app/)
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>
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> [MECH-20260510-003 路 GVE 鍨嬪叕浼氱珵璧涗笌缁勭粐璐＄尞 路 銆婃垜鐨勮姳鍥笘鐣屻€媇(https://genuine-mandazi-46a32e.netlify.app/)
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- 瀹屾垚 HTML 灞曠ず涓庣粺涓€绱㈠紩绔欑偣锛屽湪鏈哄埗鍗＄墖鐢熸垚鍚庯紝杩涗竴姝ョ敓鎴愪簡锛氱粺涓€绱㈠紩绔欑偣瑙ｅ喅浜嗘瘡涓?HTML 閮芥槸鐙珛閾炬帴鐨勯棶棰樸€傜幇鍦ㄥ彲浠ラ€氳繃涓€涓叆鍙ｉ摼鎺ヨ繘鍏ユ€昏椤靛拰涓ゅ紶鏈哄埗鍗＄墖锛屾洿鏂逛究**蹇€熼槄璇?*鍜?*杩涗竴姝ュ睍寮€鐩稿叧鏈哄埗闃呰**
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- 涓ゅ紶鏈哄埗鍗曞崱 HTML
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- 涓€寮犳満鍒剁爺绌舵€昏 HTML
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- 涓€涓粺涓€绱㈠紩绔欑偣 `share/my_garden_world_mechanic_research_site/`
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> 鐐瑰嚮鏌ョ湅锛歔銆婃垜鐨勮姳鍥笘鐣屻€嬫満鍒剁爺绌剁储寮昡(https://fantastic-melomakarona-e70b19.netlify.app/)
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>
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> 
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- 娌夋穩鍘嗗彶鎶ュ憡杞?HTML 绔欑偣 SOP璇?SOP 鍚庣画鍙鐢ㄤ簬鏃ユ姤銆佷笓椤圭爺绌躲€佷細璁邯瑕併€佺珵鍝佽祫鏂欏拰椤圭洰澶嶇洏璧勬枡澶勭悊銆傛祦绋嬫牳蹇冩槸锛歕n
|
||||
- **鍘嗗彶鎶ュ憡鏈湴闀滃儚**
|
||||
|
||||
- index.md
|
||||
- 璧勪骇娓呭崟
|
||||
- 鍗＄墖鍖栧缓璁甛n - 浜哄伐纭
|
||||
- 鐭ヨ瘑鍗＄墖
|
||||
- HTML 鍗曞崱椤礬n - HTML 鎬昏椤礬n - HTML 绱㈠紩绔欑偣
|
||||
- Git 鎻愪氦
|
||||
|
||||
|
||||
|
||||
## 锛堜笁锛夊綋鍓嶉棶棰樹笌椋庨櫓
|
||||
|
||||
1. **椋炰功涓?Claude Code 浠嶆湭鑷姩杩炴帴**
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||||
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鍘嗗彶鎶ュ憡浠嶉渶瑕佷汉宸ヤ粠椋炰功澶嶅埗鎴栧鍑轰负 Markdown锛孋laude Code 涓嶈兘鐩存帴璇诲彇椋炰功鐭ヨ瘑搴撳唴瀹广€傞涔?API / MCP 鎺ュ叆璺緞鍙互鍚庣画璇勪及锛屼絾褰撳墠浠嶄互鏈湴闀滃儚涓轰富
|
||||
|
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1. **鍘嗗彶鎶ュ憡浜哄伐鏁寸悊鎴愭湰杈冮珮**
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鏈疆鍙鐞嗕簡涓や唤銆婃垜鐨勮姳鍥笘鐣屻€嬫姤鍛婏紝灏卞凡缁忔秹鍙婃牸寮忔暣鐞嗐€乮ndex.md銆佷簨瀹炰慨姝ｃ€丠TML 鐢熸垚銆佸垎浜寘鏁寸悊绛夊涓楠ゃ€傚鏋滃悗缁壒閲忓鐞嗗ぇ閲忔棩鎶ュ拰涓撻」鎶ュ憡锛屼汉宸ラ暅鍍忔垚鏈細閫愭鏄剧幇
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1. **HTML 鍏綉鍒嗕韩瀛樺湪淇℃伅瀹夊叏椋庨櫓**
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Netlify Drop 绛夐潤鎬佹墭绠℃柟寮忓彲浠ヨВ鍐虫墜鏈虹閾炬帴鎵撳紑闂锛屼絾鐢熸垚鐨勬槸鍏綉鍙闂摼鎺ャ€傚悗缁秹鍙婂唴閮ㄩ」鐩€佹湭鍏紑鍒ゆ柇銆侀」鐩棶棰樿瘖鏂椂锛岄渶瑕佹槑纭劚鏁忚鍒欏拰鍒嗕韩杈圭晫
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||||
|
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1. **Git remote 灏氭湭閰嶇疆**
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||||
|
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褰撳墠浠撳簱浠嶇劧娌℃湁杩滅▼ remote锛屾墍鏈夋彁浜ら兘鍦ㄦ湰鍦帮紝瀛樺湪鍗曠偣涓㈠け椋庨櫓銆傝繖涓棶棰橀渶瑕佸敖蹇鐞哱n
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|
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## 锛堝洓锛夊悗缁鍒抃n
|
||||
1. **琛ュ叏銆婃垜鐨勮姳鍥笘鐣屻€嬪墿浣欓珮浠峰€煎崱鐗?*
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鏍规嵁璧勪骇娓呭崟锛岀户缁ˉ鍏呬釜浜鸿祫浜ц蒋缁戝畾鏈哄埗銆佺ぞ浜ゆ搴﹁В閿佽璁°€併€婃垜鐨勮姳鍥笘鐣屻€嬬珵鍝佹。妗堢瓑鍗＄墖锛屼絾闇€瑕佸厛鍒ゆ柇璇佹嵁寮哄害鍜屽鐢ㄤ环鍊硷紝閬垮厤浣庝环鍊煎崱鐗囪啫鑳€
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1. **閫夋嫨绗簩涓」鐩獙璇?SOP 澶嶇敤鎬?*
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浼樺厛閫夋嫨銆婁笁鍥斤細璋嬪畾澶╀笅銆嬬浉鍏虫姤鍛婄户缁窇鈥滃巻鍙叉姤鍛?鈫?璧勪骇娓呭崟 鈫?鍗＄墖 鈫?HTML 绔欑偣鈥濈殑瀹屾暣娴佺▼
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1. **閰嶇疆 Git remote**
|
||||
|
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褰撳墠鏈湴宸ヤ綔鍖哄凡缁忕Н绱緝澶氶噸瑕佹枃浠跺拰 commit锛岄渶瑕佸敖蹇缓绔?GitHub / GitLab 绉佹湁浠撳簱锛屽苟 push 鍒拌繙绋嬶紝閬垮厤鏈湴鍗曠偣椋庨櫓
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1. **缁х画浼樺寲 HTML 妯℃澘**
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褰撳墠 HTML 宸茬粡鍙敤锛屼絾浠嶅亸鐮旂┒鎶ュ憡褰㈡€併€傚悗缁彲浠ョ户缁紭鍖栨€昏椤靛拰鍗曞崱椤电殑淇℃伅灞傜骇锛屼娇鍏舵洿閫傚悎鎵嬫満绔揩閫熼槄璇汇€佸唴閮ㄤ娇鐢ㄣ€佸垎浜強鏌ヨ
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1. **璇勪及椋炰功 API / MCP 鎺ュ叆蹇呰鎬у強浼樺厛绾?*
|
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褰撳墠浜哄伐闀滃儚宸茬粡鑳借窇閫氭牳蹇冮摼璺紝鐭湡涓嶅繀鎬ョ潃鎺ラ涔?API銆備絾鍚庣画瑕佹壒閲忓鐞嗗ぇ閲忓巻鍙叉棩鎶ュ拰涓撻」鎶ュ憡锛岄涔﹁嚜鍔ㄨ鍙栬兘鍔涗細鎴愪负鏁堢巼鐡堕锛屽彲浠ヤ綔涓哄悗缁妧鏈獙璇佹柟鍚慭n
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<callout emoji="馃">
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**灏忕粨**锛歕n瀹屾垚銆婃垜鐨勮姳鍥笘鐣屻€嬪巻鍙叉姤鍛婂鐞嗘祦绋嬬殑瀹屾暣楠岃瘉銆備互涓や唤鍘嗗彶鎶ュ憡涓烘祴璇曟牱鏈紝瀹屾垚浜嗘湰鍦?Markdown 闀滃儚銆乮ndex.md 澶氭枃浠剁储寮曘€佽祫浜ф竻鍗曚笌鍗＄墖鍖栧缓璁€佷汉宸ョ‘璁ゅ崱鐗囥€佹満鍒跺崱鐗囩敓鎴愩€丠TML 鍗曞崱椤点€丠TML 鎬昏椤靛拰缁熶竴绱㈠紩绔欑偣鐨勫畬鏁撮摼璺痋n鐩告瘮5鏈?鏃ョ増鏈紝褰撳墠宸ヤ綔娴佸凡缁忎粠鈥滃崟鐐规満鍒舵媶瑙ｅ拰鏈哄埗鍗＄墖娴嬭瘯鈥濓紝鎺ㄨ繘鍒扳€滃巻鍙叉姤鍛婃壒澶勭悊 + 鐭ヨ瘑鍗＄墖娌夋穩 + HTML 鍙鍖栧垎浜€濈殑闃舵锛歕n**Markdown 浣滀负鐭ヨ瘑婧愶紝knowledge 浣滀负闀挎湡璁ょ煡璧勪骇搴擄紝HTML 浣滀负灞曠ず灞傦紝share 浣滀负瀵瑰鍒嗕韩鍖?*锛岃繖鍑犱釜灞傛鐨勫垎宸ュ凡缁忓垵姝ユ竻鏅癨n褰撳墠宸ヤ綔娴佸凡缁忓叿澶囪繘涓€姝ュ鐢ㄧ殑鍩虹銆傚悗缁細缁х画楠岃瘉 SOP 绋冲畾鎬э紝鍚屾椂閰嶇疆 Git remote锛岄檷浣庢湰鍦板崟鐐归闄╋紝骞惰繘涓€姝ヤ紭鍖?HTML 妯℃澘涓庡垎浜鍒橽n</callout>
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<title>2026骞?鏈?4鏃ュ伐浣滄棩鎶?榛勯潤闆?/title>
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# 涓€銆佸伐浣滃唴瀹规杩癨n
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# 浜屻€佺爺绌剁粍AI鐮旂┒宸ヤ綔娴佷笌浜у搧璁ょ煡璧勪骇搴撴惌寤烘帹杩沑n
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> 鍘熷畾寮€鍙戣鍒掑寘鎷細
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> 3. 涓妯″閲忓悓姝ラ獙璇侊紙鏈紑濮嬶級
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> 4. 鍒嗙被鍊欓€変骇鐗╁彲璇诲寲锛堟湭寮€濮嬶級
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## 锛堜竴锛変粖鏃ヨ凯浠ｅ唴瀹筡n
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### 瀹屾垚銆婁笁鍥斤細璋嬪畾澶╀笅銆嬫紨姝﹀ぇ浼氫笁寮犵煡璇嗗崱姝ｅ紡鍏ュ簱
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|
||||
> 杩欐涓夎皨婕旀澶т細妗堜緥鏄涓€娆″畬鏁磋窇閫氣€滃悓涓€鐮旂┒瀵硅薄鎷嗗垎涓?MECH / REPORT / ORG 涓夌被鐭ヨ瘑璧勪骇鈥濈殑楠岃瘉妗堜緥銆傝繃绋嬩腑鏆撮湶鍑轰竴涓叧閿棶棰橈細**涓嶅悓鍗＄墖涔嬮棿澶╃劧浼氬瓨鍦ㄤ氦鍙夛紝濡傛灉娌℃湁娓呮櫚鐨勬媶鍒嗚鍒欙紝寰堝鏄撳彉鎴愰噸澶嶆€荤粨**銆傚洜姝よˉ鍏呬簡宸ヤ綔娴佽鍒欙紝鏄庣‘涓夌被鍗＄墖涓嶆槸骞跺垪澶嶈堪锛岃€屾槸**浠庝笉鍚岀煡璇嗚祫浜ц瑙掓媶鍒嗗悓涓€鏈哄埗瀵硅薄**
|
||||
>
|
||||
> 鍚庣画浼氱户缁墿澶ц祫鏂欒妯★紝鍗曠瘒鏉愭枡閲屼細鍚屾椂鍖呭惈锛歕n >
|
||||
> - 鏈哄埗瑙勫垯
|
||||
> - 浜у搧鍒ゆ柇
|
||||
> - 鐢ㄦ埛鍙嶉
|
||||
> - 缁勭粐鐢熸€乗n > - 鍟嗕笟鍖栨帹婕擻n > - 绔炲搧瀵规瘮
|
||||
> - 鍚庣画琛屽姩寤鸿
|
||||
>
|
||||
> 濡傛灉涓嶆媶鍒嗭紝灏变細鍙樻垚涓€绡囪秺鏉ヨ秺闀跨殑缁煎悎鎶ュ憡锛屽悗缁緢闅惧鐢ㄣ€侻ECH / REPORT / ORG 鐨勪环鍊煎湪浜庢妸鐮旂┒鍐呭鎷嗘垚鏇寸ǔ瀹氱殑鐭ヨ瘑鍗曞厓锛歕n >
|
||||
> - 鏈哄埗
|
||||
> - 浜у搧瑙傚療
|
||||
> - 缁勭粐鐢熸€佸綊
|
||||
> - 鍟嗕笟鍖栨帹婕斾繚鐣欒瘉鎹竟鐣孿n > - C 绫绘帹婕斿垽鏂潪瀹㈣浜嬪疄
|
||||
|
||||
|
||||
|
||||
- 鐐瑰嚮鏌ョ湅璇︽儏锛歕n
|
||||
- [銆婁笁鍥斤細璋嬪畾澶╀笅銆嬫紨姝﹀ぇ浼?P0 鐭ヨ瘑璧勪骇妗堜緥](https://sanguomoudingyanwudahuip0case.netlify.app/)
|
||||
- [鎴樼暐鐮旂┒閮?AI 鐮旂┒宸ヤ綔娴佹€昏](https://strategyresearchaiworkflowoverview.netlify.app/)
|
||||
|
||||
<callout emoji="馃">
|
||||
**AI 鐮旂┒宸ヤ綔娴?*寤鸿涓嶈兘鍙湅鈥滆兘涓嶈兘鐢熸垚鍐呭鈥濓紝鏇村叧閿殑鏄?*鑳藉惁褰㈡垚绋冲畾鐨勭粍缁囩煡璇嗚祫浜?*
|
||||
濡傛灉鍙槸璁?AI 鐢熸垚涓€浠藉垎鏋愭姤鍛婏紝鍏跺疄浠峰€兼湁闄愶紝鍥犱负鎶ュ憡鐪嬪畬涔嬪悗寰堝鏄撳啀娆℃矇娌°€傛妸璧勬枡杞垚缁撴瀯鍖栫煡璇嗗崱锛屽苟涓斿尯鍒?MECH / REPORT / ORG锛屼笉鍚岀爺绌剁粨璁哄氨鑳芥矇娣€鍒颁笉鍚岀煡璇嗗眰绾т腑锛屽悗缁彲浠ヨ妫€绱€佸鐢ㄣ€佸姣斿拰缁х画杩唬
|
||||
姝ゅ锛屽綋宸ヤ綔娴佽秺鏉ヨ秺澶嶆潅涔嬪悗锛屽緢澶氱姸鎬佸悕銆佺洰褰曡鍒欍€佸叆搴撴爣鍑嗐€乻hare 椤甸潰銆丠TML 椤甸潰銆丮arkdown 婧愭枃浠朵箣闂村緢瀹规槗涓嶄竴鑷淬€傚鏋滆繖浜涗笉缁熶竴锛屽悗缁洟闃熷叾浠栦汉浣跨敤鏃朵細浜х敓鍥版儜銆傚洜姝わ紝鍚庣画闇€瑕佺户缁妸鈥滆鍒欐樉鎬у寲鈥濓紝鍑忓皯渚濊禆涓汉璁板繂鍜屼复鏃跺垽鏂璡n</callout>
|
||||
|
||||
|
||||
|
||||
# 涓夈€佸垱鏂扮粍鍏ㄦ爤 AI 寮€鍙戞柟鍚戞€濊€冨強宸ヤ綔娴佹惌寤篭n
|
||||
鑳屾櫙锛歕n
|
||||
浠婂ぉ闈㈣瘯鍊欓€変汉鏃朵簡瑙ｅ埌鍏朵粬瓒呬紤闂插巶鍟?IAA 娓告垙锛堣鍘傚晢鑱氱劍鎺掑簭绫伙級鐨勭爺鍙戞墦娉曪細鍏冲崱璁捐銆佺珵鍝佹媶瑙ｃ€佸帇鍔涙洸绾裤€佸叧鍗＄畻娉曞鍒汇€佸揩閫熻凯浠ｇ瓑鍐呭锛屽紩鍙戜簡鎴戝鍒涙柊缁勫綋鍓嶅伐浣滅殑杩涗竴姝ユ€濊€冦€傜敱浜庢垜瀵硅繖涓搧绫荤殑寮€鍙戞柟娉曘€佸叧鍗¤璁℃牳蹇冭兘鍔涘拰琛屼笟甯歌娴佺▼骞朵笉鐔熸倝銆傞潰璇曠粨鏉熷悗瀵逛紤闂?IAA 娓告垙寮€鍙戞柟娉曡繘琛屼簡鍒濇浜嗚В锛屽苟杩涗竴姝ユ€濊€冨垱鏂扮粍濡備綍鎶婅繖浜涜兘鍔涜浆鍖栦负 AI 鍏ㄦ爤寮€鍙戞祦绋嬬殑涓€閮ㄥ垎
|
||||
|
||||
|
||||
|
||||
### 浠庨潰璇曡幏寰楃殑鍚彂
|
||||
|
||||
鍊欓€変汉鎻愬埌鐨勮秴浼戦棽鍏冲崱璁捐鏂规硶涓昏鍖呮嫭锛歕n
|
||||
1. 閫氳繃绔炲搧浣撻獙鎷嗚В鍏冲崱缁撴瀯
|
||||
2. 璁板綍鍏冲崱杩囩▼涓殑鐜╁鎿嶄綔鍜屽崱鐐筡n3. 缁樺埗绫讳技鍘嬪姏鏇茬嚎 / 蹇冩祦鏇茬嚎鐨勫垎鏋愬浘
|
||||
4. 鎺ㄦ祴绔炲搧鍏冲崱鐢熸垚閫昏緫鍜岀畻娉昞n5. 鍐嶅熀浜庢媶瑙ｇ粨鏋滃仛鑷鍏冲崱璁捐鍜岃凯浠n
|
||||
涓€寮€濮嬫垜涓嶇‘瀹氳繖浜涘仛娉曟槸鍚︿唬琛?*琛屼笟鏍稿績鑳藉姏**锛屽洜涓烘病鏈夊仛杩囪秴浼戦棽娓告垙锛屽緢闅惧垽鏂叾浠峰€笺€傞潰璇曠粨鏉熷悗杩涗竴姝ヤ簡瑙ｏ紝褰㈡垚浜嗗嚑涓垽鏂細
|
||||
|
||||
- 瓒呬紤闂?/ 浼戦棽 IAA 鐨勬牳蹇冪珵浜夊姏骞朵笉鏄郴缁熷爢鍙狅紝鑰屾槸瀵?*鍗曠偣涔愯叮銆佸叧鍗¤妭濂忋€佸け璐ュ弽棣堛€佸箍鍛婅妭鐐瑰拰鏁版嵁杩唬**鐨?*宸ョ▼鍖栨帶鍒?*
|
||||
- 鍊欓€変汉鎻愬埌鐨勨€滅珵鍝佹媶瑙?鈫?鍘嬪姏鏇茬嚎 鈫?绠楁硶澶嶅埢 鈫?鍏冲崱杩唬鈥濇柟鍚戞槸鎴愮珛鐨勶紝浣嗘瘮杈冨亸浼犵粺浜哄伐鏂瑰紡
|
||||
- 瀵瑰垱鏂扮粍鏉ヨ锛屾洿閲嶈鐨勬槸**鎬濊€冨浣曟妸杩欎簺浜哄伐缁忛獙杞寲涓?AI 宸ヤ綔娴佽祫浜?*锛屼緥濡傦細
|
||||
|
||||
- 绔炲搧鎷嗚В妯℃澘
|
||||
- 鍏冲崱鍙傛暟鍖栬〃杈綷n - AI 鐢熸垚閰嶇疆
|
||||
- 鑷姩鍖栨祴璇昞n - 鏁版嵁鍥炴祦
|
||||
- 澶嶇洏鎶ュ憡
|
||||
|
||||
**浼戦棽 IAA 鐨勪环鍊煎湪浜庡懆鏈熺煭銆佺郴缁熺浉瀵瑰彲鎺с€佸鏄撳舰鎴愰棴鐜紝閫傚悎璁粌灏忓洟闃熶粠鍒涙剰銆佽璁°€佷唬鐮併€佺編鏈€侀厤缃€佸箍鍛婄偣銆佸煁鐐瑰埌澶嶇洏鐨勭鍒扮鑳藉姏**
|
||||
|
||||
|
||||
|
||||
### 鎼缓鍒涙柊缁勯暱鏈熷伐浣滃尯
|
||||
|
||||
**鎴樼暐鐮旂┒閮ㄥ垱鏂扮粍闀挎湡宸ヤ綔鍖?*锛歚/Users/dianchu/projects/strategy-innovation-lab`
|
||||
|
||||
鍚庣画鍒涙柊缁勭浉鍏冲伐浣滈兘搴斿湪杩欎釜鐩綍涓嬫矇娣€锛屽寘鎷細
|
||||
|
||||
- 浼戦棽 / 瓒呬紤闂?IAA 娓告垙涓?AI 绠＄嚎
|
||||
- Claude Code / OpenClaw / Cursor 绛夊叏鏍?AI 寮€鍙戝伐浣滄祦
|
||||
- 鑷姩鍖栨父鎴忓垎鏋愬伐鍏穃n- AI 鍘熺敓娓告垙 Demo 涓庡皬鍨嬪疄楠孿n- 鍐呴儴鐮旂┒鎶ュ憡
|
||||
- 鍒涙柊缁勪細璁邯瑕併€佹棩鎶ョ礌鏉愩€侀樁娈靛鐩榎n- 鍙鐢ㄦā鏉裤€丼OP銆丳rompt 涓庝笂涓嬫枃璧勪骇
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
### 浜嗚В瓒呬紤闂?/ 浼戦棽 IAA 鏂规硶璁篭n
|
||||
鍦ㄤ簡瑙ｅ悗鏁寸悊浜嗕竴浠藉唴閮ㄦ寚鍗楋紝甯姪鍒涙柊缁勫缓绔嬪浼戦棽 / 瓒呬紤闂?IAA 娓告垙鐨勫熀纭€鐞嗚В锛屾牳蹇冨唴瀹瑰寘鎷細
|
||||
|
||||
1. 瓒呬紤闂叉父鎴忕殑瀹氫箟涓庢牳蹇冭璁＄悊蹇礬n2. 琛屼笟閫氱敤鍏冲崱璁捐娴佺▼
|
||||
3. 涓嶅悓骞冲彴鍜屽搧绫讳笅鎸囨爣閫傜敤杈圭晫
|
||||
4. 绔炲搧鍏冲崱绠楁硶鍥涘眰鎷嗚В鏂规硶璁篭n5. 浠庝汉宸ユ媶瑙ｅ埌 AI 绠＄嚎鐨勬槧灏刓n6. AI 钀藉湴鐨勫垎闃舵璺嚎
|
||||
7. 鍒涙柊缁勫弻绾胯惤鍦版柟妗圽n8. 绗竴涓瘯楠屽搧绫婚€夋嫨寤鸿
|
||||
9. 宸ュ叿鏍堜笌鍒嗗伐
|
||||
10. 鍒涙柊缁勪竴椤垫墽琛岀増
|
||||
|
||||
|
||||
|
||||
鐐瑰嚮鏌ョ湅璇︽儏锛歔瓒呬紤闂叉父鎴忓叧鍗¤璁′笌AI绠＄嚎鍐呴儴鎸囧崡 鈥?鎴樼暐鐮旂┒閮ㄥ垱鏂扮粍](https://jasminehuang477-cmd.github.io/share_hyper_casual_game_design_guide/#s10)
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
### 瀵瑰綋鍓嶄簩鍚堢被 IAA 浠诲姟鐨勬€濊€僜n
|
||||
浜屽悎绫讳笉鏄渶杞婚噺鐨勬柟鍚戙€傚鏋滃彧鎯抽獙璇佸叧鍗＄敓鎴愮畻娉曪紝鎺掑簭绫绘洿鍚堥€傦紱濡傛灉鎯宠鍗曚汉绛栧垝鐢?AI 瀹屾垚涓€涓洿瀹屾暣鐨?IAA 浜у搧闂幆锛屼簩鍚堢被鏇村悎閫傘€備簩鍚堢被鐨勪紭鍔垮湪浜庯細
|
||||
|
||||
1. **鑳借鐩栨洿瀹屾暣鐨勪骇鍝佹ā鍧?*锛?
|
||||
|
||||
- 妫嬬洏
|
||||
- 鍚堟垚
|
||||
- 鐢熸垚鍣╘n - 璁㈠崟
|
||||
- 鐗╁搧閾綷n - 骞垮憡鐐筡n - 鍩嬬偣
|
||||
- 缇庢湳
|
||||
- 娴嬭瘯涓庡鐩榎n2. **鏇撮€傚悎楠岃瘉 AI 閰嶇疆椹卞姩寮€鍙?*锛?
|
||||
|
||||
- 鐗╁搧閾鹃厤缃甛n - 璁㈠崟閰嶇疆
|
||||
- 鐢熸垚鍣ㄩ厤缃甛n - 骞垮憡鐐归厤缃甛n - 鍩嬬偣浜嬩欢閰嶇疆
|
||||
3. **鏇撮€傚悎楠岃瘉 AI 缇庢湳鑳藉姏**锛?
|
||||
|
||||
- 浜屽悎绫诲ぉ鐒堕渶瑕佹垚缁勭墿鍝佸浘鏍嘰n - 鍙互璁粌 Prompt 妯℃澘銆侀鏍肩粺涓€銆佹壒閲忕敓鎴愩€佺瓫閫夈€佸懡鍚嶃€佸鍏ュ伐绋嬬瓑娴佺▼
|
||||
4. **鏇撮€傚悎璁粌浜у搧闂幆鎰忚瘑**锛?
|
||||
|
||||
- 涓嶅彧鏄仛涓€涓帺娉曪紝鑰屾槸瑕佸舰鎴愨€滃悎鎴?鈫?璁㈠崟 鈫?濂栧姳 鈫?骞垮憡鐐?鈫?鍩嬬偣 鈫?澶嶇洏鈥濈殑瀹屾暣閾捐矾
|
||||
|
||||
浣嗗畠鐨勯闄╀篃鏇撮珮锛歕n
|
||||
- 绯荤粺鏁伴噺澶氾紝鍗曚汉寮€鍙戝鏄撳け鎺n- 鍚堟垚閾俱€佽鍗曡妭濂忋€佺敓鎴愬櫒浜ч€熶箣闂撮渶瑕佸钩琛n- AI 鑳界敓鎴愭ā鍧楋紝浣嗕笉鑳借嚜鍔ㄤ繚璇佷綋楠屾垚绔媆n- 缇庢湳铏界劧鏈夋垚鐔?AI 宸ュ叿锛屼絾椋庢牸涓€鑷存€у拰杈ㄨ瘑搴︿粛瑕佷汉宸ュ垽鏂璡n- MVP 杈圭晫涓嶈兘閿佹锛屼絾蹇呴』闃舵鎬ф敹鍙n
|
||||
|
||||
|
||||
鐐瑰嚮鏌ョ湅璇︽儏锛歔浜屽悎绫?IAA 浜у搧椤圭洰浣滀负鍒涙柊缁勫叏鏍?AI 寮€鍙戝垏鍏ョ偣鐨勯€傞厤鎬ц瘎浼?鈥?鎴樼暐鐮旂┒閮ㄥ垱鏂扮粍](https://merge2iaa-selectionanalysis.netlify.app/)
|
||||
|
||||
|
||||
|
||||
### 瀵瑰垱鏂扮粍绠＄悊鐨勫惎鍙慭n
|
||||
涓嶈兘鍙湅鍗曚釜椤圭洰鎴愯触锛岃€屽簲璇ョ湅澶氫釜鍚屽鐙珛寮€鍙戦」鐩悗褰㈡垚鐨勬í鍚戝姣斾环鍊笺€傚洜涓烘瘡浣嶅悓瀛﹂兘鏄嫭绔嬩娇鐢?AI 鍋氫竴涓」鐩紝鎵€浠ョ湡姝ｆ湁浠峰€肩殑涓嶆槸绠€鍗曟瘮杈冣€滆皝鐨勪骇鍝佹洿濂解€濓紝鑰屾槸姣旇緝锛歕n
|
||||
- 璋佺殑 AI 缂栨帓鏁堢巼鏇撮珮
|
||||
- 璋佺殑浜у搧闂幆鏇村畬鏁碶n- 璋佺殑 Prompt 鍜屽紑鍙戞祦绋嬫洿鍙鐢╘n- 璋佽兘鏇村ソ鎺у埗椤圭洰鑼冨洿
|
||||
- 璋佺殑閰嶇疆 Schema銆佺墿鍝侀摼銆佽鍗曡璁℃洿鍙矇娣€
|
||||
- 鍝簺澶辫触鍘熷洜鏄叡鎬х殑
|
||||
- 鍝簺鎴愬姛璺緞鍙互澶嶅埗
|
||||
|
||||
鍒涙柊缁勭殑闃舵澶嶇洏闄や簡浜у搧灞曠ず锛岃繕搴旇閲嶇偣杩涜 AI 宸ヤ綔娴佸鐩樸€傚寘鎷絾涓嶉檺浜庯細
|
||||
|
||||
- Prompt
|
||||
- Schema
|
||||
- 閰嶇疆妯℃澘
|
||||
- 宸ョ▼楠ㄦ灦
|
||||
- 缇庢湳鐢熸垚娴佺▼
|
||||
- 鍩嬬偣妯℃澘
|
||||
- 娴嬭瘯涓庡鐩樻柟娉昞n- AI 浣跨敤鏁堢巼鏁版嵁
|
||||
|
||||
<callout emoji="馃">
|
||||
鍗充娇鏌愪釜浜у搧椤圭洰澶辫触锛屽彧瑕佹矇娣€浜嗗彲澶嶇敤璧勪骇锛屼篃浠嶇劧鏈夌粍缁囦环鍊硷紱浣嗗鏋滃彧鏄け璐ヨ€屾病鏈夋矇娣€锛岄偅鎵嶆槸鐪熸鐨勫け璐n</callout>
|
||||
File diff suppressed because one or more lines are too long
@@ -1,28 +0,0 @@
|
||||
import sys, io, json, re
|
||||
sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding="utf-8")
|
||||
|
||||
import os
|
||||
SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__))
|
||||
PROJECT_ROOT = os.path.dirname(SCRIPT_DIR)
|
||||
|
||||
with open(os.path.join(PROJECT_ROOT, "data", "raw-messages", "all_messages_combined.json"), "r", encoding="utf-8") as f:
|
||||
data = json.load(f)
|
||||
|
||||
# Find all messages mentioning 花园世界 or garden
|
||||
garden_msgs = []
|
||||
for group_name, msgs in data.items():
|
||||
for msg in msgs:
|
||||
content = msg.get("content", "")
|
||||
if "花园" in content or "garden" in content.lower() or "GOS" in content or "gos" in content.lower() or "花灵" in content or "花材" in content or "花种" in content or "种花" in content or "麟贝" in content:
|
||||
garden_msgs.append({
|
||||
"sender": msg.get("sender",""),
|
||||
"time": msg.get("createTime",""),
|
||||
"group": "dc" if group_name == "dc" else "cx",
|
||||
"content": content[:300]
|
||||
})
|
||||
|
||||
print("=== 花园世界相关消息: %d 条 ===" % len(garden_msgs))
|
||||
for m in sorted(garden_msgs, key=lambda x: x["time"]):
|
||||
print("[%s] %s (%s): %s" % (m["time"][:10], m["sender"], m["group"], m["content"][:150]))
|
||||
print()
|
||||
|
||||
@@ -1,34 +0,0 @@
|
||||
import sys, io, json, re
|
||||
sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding="utf-8")
|
||||
|
||||
import os
|
||||
SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__))
|
||||
PROJECT_ROOT = os.path.dirname(SCRIPT_DIR)
|
||||
|
||||
with open(os.path.join(PROJECT_ROOT, "data", "raw-messages", "all_messages_combined.json"), "r", encoding="utf-8") as f:
|
||||
data = json.load(f)
|
||||
|
||||
feishu_re = re.compile(r"https?://[a-zA-Z0-9.-]+\.feishu\.cn/(?:wiki|docx)/[A-Za-z0-9]+")
|
||||
|
||||
# Find feishu links shared around the same time as garden world discussions (05-25 to 06-02)
|
||||
print("=== 05-25~06-02 期间 dc群所有飞书链接 ===")
|
||||
for msg in data["dc"]:
|
||||
t = msg.get("createTime", "")
|
||||
if t >= "2026-05-25" and t <= "2026-06-02":
|
||||
content = msg.get("content", "")
|
||||
links = feishu_re.findall(content)
|
||||
if links:
|
||||
sender = msg.get("sender", "")
|
||||
for link in links:
|
||||
print(" [%s] %s: %s" % (t[:10], sender, link))
|
||||
|
||||
# Also find the chat content around 05-25 to 06-02 for garden world discussions
|
||||
print("\n=== 05-25~06-02 期间 dc群非链接讨论 ===")
|
||||
for msg in data["dc"]:
|
||||
t = msg.get("createTime", "")
|
||||
if t >= "2026-05-25" and t <= "2026-06-02":
|
||||
content = msg.get("content", "")
|
||||
if not feishu_re.search(content) and not content.startswith("[文件]") and not content.startswith("[图片") and not content.startswith("[视频") and len(content) > 10:
|
||||
sender = msg.get("sender", "")
|
||||
print(" [%s] %s: %s" % (t[:16], sender, content[:200]))
|
||||
|
||||
@@ -1,115 +0,0 @@
|
||||
#!/usr/bin/env python3
|
||||
"""读取所有飞书链接并生成汇总报告"""
|
||||
|
||||
import json
|
||||
import requests
|
||||
from bs4 import BeautifulSoup
|
||||
import time
|
||||
from datetime import datetime
|
||||
|
||||
def extract_content(url):
|
||||
"""从飞书链接提取内容"""
|
||||
try:
|
||||
resp = requests.get(url, timeout=10, headers={'User-Agent': 'Mozilla/5.0'})
|
||||
soup = BeautifulSoup(resp.text, 'html.parser')
|
||||
|
||||
# 获取标题
|
||||
title = soup.find('title')
|
||||
title_text = title.text.strip() if title else ''
|
||||
|
||||
# 移除脚本和样式
|
||||
for script in soup(['script', 'style']):
|
||||
script.decompose()
|
||||
|
||||
# 获取文本内容
|
||||
text = soup.get_text(strip=True)
|
||||
|
||||
# 提取关键信息
|
||||
# 查找日报内容（通常在特定区域）
|
||||
content_start = text.find('日报')
|
||||
if content_start == -1:
|
||||
content_start = text.find('工作')
|
||||
if content_start == -1:
|
||||
content_start = 0
|
||||
|
||||
content = text[content_start:content_start + 800]
|
||||
|
||||
return {
|
||||
'title': title_text,
|
||||
'content': content,
|
||||
'success': True
|
||||
}
|
||||
except Exception as e:
|
||||
return {
|
||||
'title': '',
|
||||
'content': str(e),
|
||||
'success': False
|
||||
}
|
||||
|
||||
def main():
|
||||
# 读取链接
|
||||
with open('D:/desktop/feishu_docs_summary/all_feishu_links.json', 'r', encoding='utf-8') as f:
|
||||
data = json.load(f)
|
||||
|
||||
links = data.get('links', [])
|
||||
print(f'共 {len(links)} 个链接')
|
||||
|
||||
# 按组分类
|
||||
groups = {}
|
||||
for link in links:
|
||||
group = link['group']
|
||||
if group not in groups:
|
||||
groups[group] = []
|
||||
groups[group].append(link)
|
||||
|
||||
# 读取每个组的文档
|
||||
all_docs = []
|
||||
for group_name, group_links in groups.items():
|
||||
print(f'\n=== {group_name} ({len(group_links)} 个链接) ===')
|
||||
|
||||
for i, link in enumerate(group_links[:5], 1): # 每个组读取前5个
|
||||
print(f' [{i}/5] {link["sender"]} - {link["url"][:50]}...')
|
||||
result = extract_content(link['url'])
|
||||
result['sender'] = link['sender']
|
||||
result['time'] = link['time']
|
||||
result['group'] = group_name
|
||||
result['url'] = link['url']
|
||||
all_docs.append(result)
|
||||
time.sleep(0.3)
|
||||
|
||||
# 保存结果
|
||||
output = {
|
||||
'date': datetime.now().strftime('%Y-%m-%d'),
|
||||
'total_links': len(links),
|
||||
'docs_read': len(all_docs),
|
||||
'documents': all_docs
|
||||
}
|
||||
|
||||
with open('D:/desktop/feishu_docs_summary/feishu_docs_content.json', 'w', encoding='utf-8') as f:
|
||||
json.dump(output, f, ensure_ascii=False, indent=2)
|
||||
|
||||
# 生成 Markdown 报告
|
||||
report = f'# 飞书文档汇总报告\n\n'
|
||||
report += f'**日期**: {datetime.now().strftime("%Y-%m-%d")}\n'
|
||||
report += f'**链接总数**: {len(links)}\n'
|
||||
report += f'**已读取**: {len(all_docs)}\n\n'
|
||||
|
||||
for group_name in groups.keys():
|
||||
group_docs = [d for d in all_docs if d['group'] == group_name]
|
||||
if group_docs:
|
||||
report += f'## {group_name}\n\n'
|
||||
for doc in group_docs:
|
||||
report += f'### {doc["sender"]} ({doc["time"]})\n'
|
||||
report += f'**链接**: {doc["url"]}\n\n'
|
||||
report += f'{doc["content"][:300]}\n\n'
|
||||
report += '---\n\n'
|
||||
|
||||
with open('D:/desktop/feishu_docs_summary/feishu_summary_report.md', 'w', encoding='utf-8') as f:
|
||||
f.write(report)
|
||||
|
||||
print(f'\n已保存到:')
|
||||
print(f' - feishu_docs_content.json')
|
||||
print(f' - feishu_summary_report.md')
|
||||
|
||||
if __name__ == '__main__':
|
||||
main()
|
||||
@@ -1,91 +0,0 @@
|
||||
import json
|
||||
import requests
|
||||
from bs4 import BeautifulSoup
|
||||
import time
|
||||
import os
|
||||
|
||||
def extract_full(url):
|
||||
try:
|
||||
resp = requests.get(url, timeout=15, headers={'User-Agent': 'Mozilla/5.0'})
|
||||
soup = BeautifulSoup(resp.text, 'html.parser')
|
||||
|
||||
# Remove scripts and styles
|
||||
for s in soup(['script', 'style', 'nav', 'header', 'footer']):
|
||||
s.decompose()
|
||||
|
||||
# Try to find the main content area
|
||||
# Feishu docs usually have content in specific divs
|
||||
content = ""
|
||||
|
||||
# Method 1: Look for doc-content or wiki-content
|
||||
main_content = soup.find('div', {'class': lambda x: x and ('doc-content' in x or 'wiki-content' in x or 'document-content' in x) if x else False})
|
||||
if main_content:
|
||||
content = main_content.get_text(separator='\n', strip=True)
|
||||
|
||||
# Method 2: Look for article or main tag
|
||||
if not content:
|
||||
article = soup.find('article') or soup.find('main')
|
||||
if article:
|
||||
content = article.get_text(separator='\n', strip=True)
|
||||
|
||||
# Method 3: Get all text from body
|
||||
if not content:
|
||||
body = soup.find('body')
|
||||
if body:
|
||||
content = body.get_text(separator='\n', strip=True)
|
||||
|
||||
# Clean up the content
|
||||
lines = content.split('\n')
|
||||
cleaned_lines = []
|
||||
for line in lines:
|
||||
line = line.strip()
|
||||
if line and len(line) > 1: # Skip empty lines and single chars
|
||||
cleaned_lines.append(line)
|
||||
|
||||
return '\n'.join(cleaned_lines)
|
||||
except Exception as e:
|
||||
return 'Error: ' + str(e)
|
||||
|
||||
# Load links
|
||||
with open('D:/desktop/feishu_docs_summary/all_feishu_links.json', 'r', encoding='utf-8') as f:
|
||||
data = json.load(f)
|
||||
|
||||
# Load existing progress
|
||||
progress_file = 'D:/desktop/feishu_docs_summary/full_content_progress.json'
|
||||
if os.path.exists(progress_file):
|
||||
with open(progress_file, 'r', encoding='utf-8') as f:
|
||||
progress = json.load(f)
|
||||
else:
|
||||
progress = {'read': [], 'docs': []}
|
||||
|
||||
# Get unread links
|
||||
read_urls = set(progress['read'])
|
||||
unread = [l for l in data['links'] if l['url'] not in read_urls]
|
||||
print('Already read: ' + str(len(read_urls)))
|
||||
print('Remaining: ' + str(len(unread)))
|
||||
|
||||
# Read batch of 5 (slower but more complete)
|
||||
batch_size = 5
|
||||
batch = unread[:batch_size]
|
||||
print('Reading batch of ' + str(len(batch)) + '...')
|
||||
|
||||
for i, link in enumerate(batch, 1):
|
||||
print(' [' + str(i) + '/' + str(len(batch)) + '] ' + link['sender'] + ' - ' + link['url'][:50])
|
||||
content = extract_full(link['url'])
|
||||
progress['read'].append(link['url'])
|
||||
progress['docs'].append({
|
||||
'group': link['group'],
|
||||
'sender': link['sender'],
|
||||
'time': link['time'],
|
||||
'url': link['url'],
|
||||
'content': content,
|
||||
'content_length': len(content)
|
||||
})
|
||||
time.sleep(0.3)
|
||||
|
||||
# Save progress
|
||||
with open(progress_file, 'w', encoding='utf-8') as f:
|
||||
json.dump(progress, f, ensure_ascii=False, indent=2)
|
||||
|
||||
print('Total read: ' + str(len(progress['read'])))
|
||||
print('Sample content length: ' + str(progress['docs'][-1]['content_length']) + ' chars')
|
||||
Reference in New Issue
Block a user