AIclinicalresearch/docs/00-项目概述/壹证循科技AI科研产品 - 技术架构白皮书.md

# **憯寡<E686AF>敺芰<E695BA><E88AB0><EFBFBD>AI蝘𤑳<E89D98>鈭批<E988AD> \- <20><><EFBFBD>舀沲<E88880><E6B2B2>蒾<EFBFBD>桐髡**

## **1\. <20>扯<EFBFBD><E689AF>䁅<EFBFBD> (Executive Summary)**

<EFBFBD>祆<EFBFBD>獢<EFBFBD>蛹<EFBFBD>𨅯ㄨ霂<EFBFBD>儐蝘烐<EFBFBD><EFBFBD>𨆯I蝘𤑳<EFBFBD>鈭批<EFBFBD>憟𦯀辣<EFBFBD>𣂷<EFBFBD>鈭<EFBFBD><EFBFBD>銝芰<EFBFBD>銝<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>舀沲<EFBFBD><EFBFBD>䲮獢<EFBFBD><EFBFBD>?
**<EFBFBD>詨<EFBFBD><EFBFBD>条裦**嚗𡁻<E59A97><F0A181BB>沔*\*<2A>𨀣<EFBFBD>餈𥕦<E9A488><F0A595A6>嗆<EFBFBD><E59786>?*<2A><>誑**<2A>𨀣芋<F0A880A3>堒<EFBFBD><E5A092>蓥<EFBFBD><E893A5>?*嚗㇈odular Monolith嚗匧鍳<E58CA7>剁<EFBFBD>敹恍<E695B9>蠘翮隞<E7BFAE><E99A9E>撟嗡蛹<E597A1>芣䔉<E88AA3>?*<2A>𨅯凝<F0A885AF>滚𦛚<E6BB9A>𩄼*\*嚗㇈icroservices嚗㗇沲<E39787><E6B2B2><EFBFBD>撟單<E6929F>餈<EFBFBD>腹<EFBFBD>𡁜末<F0A1819C><E69CAB><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
**<EFBFBD>詨<EFBFBD><EFBFBD>笔<EFBFBD>**嚗?
1. **撟喳蝱銝𦒘漣<F0A69298><E6BCA3><EFBFBD>蝳?*嚗帋艇<E5B88B>澆<EFBFBD><E6BE86><EFBFBD><EFBFBD>𨅯<EFBFBD>撅<EFBFBD><E69285>𡁶鍂璅∪<E79285><E288AA>嘅<EFBFBD>憒<EFBFBD>鍂<EFBFBD>瑚葉敹<E89189><E695B9><EFBFBD>𢞖<EFBFBD>靝<EFBFBD>撅<EFBFBD><E69285><EFBFBD>⊥芋<E28AA5>轁<EFBFBD>嘅<EFBFBD>憒<EFBFBD><E68692>霈∪<E99C88><E288AA>琜<EFBFBD><E7909C>? 
2. **銝<>銝芣沲<E88AA3><E6B2B2><EFBFBD>憭𡁶<E686AD><F0A181B6>函蔡**嚗朞挽霈∩<E99C88>憟㛖<E6869F>瘣餌<E798A3><E9A48C>嗆<EFBFBD>嚗屸<E59A97>朞<EFBFBD><E69C9E>𨅯捆<F0A885AF>典<EFBFBD><E585B8>嘥<EFBFBD><E598A5>𣈯<EFBFBD>餉<EFBFBD><E9A489>滨<EFBFBD><E6BBA8>嘅<EFBFBD><E59885>峕𧒄<E5B395>舀<EFBFBD>**<EFBFBD>牐<EFBFBD>蝡特aaS**<2A>?*<2A>∪龫<E288AA>Ｙ<EFBFBD><EFBCB9>匧<EFBFBD><E58CA7>函蔡**<2A>?*<2A>Ｘ毽<EFBCB8><E6AFBD><EFBFBD>蝵?*<2A>?*<2A><>龫<EFBFBD>煺葵鈭箏<E988AD><E7AE8F>箇<EFBFBD>**<2A>? 
3. **<EFBFBD><EFBFBD><EFBFBD>臬<EFBFBD><EFBFBD><EFBFBD><EFBFBD>Polyglot嚗?*嚗𡁻<E59A97><F0A181BB>兩<EFBFBD>𦦵鍂<F0A6A6B5><E98D82><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>撌亙<E6928C><E4BA99>𡁏<EFBFBD><F0A1818F><EFBFBD><EFBFBD><EFBFBD><EFBFBD>鈭𦥑<E988AD>萘<EFBFBD><E89098>笔<EFBFBD>嚗<EFBFBD><E59A97>霈硼ode.js<6A><73><EFBFBD><EFBFBD>ython<6F><6E>ava蝑㗇<E89D91><E39787>舀<EFBFBD><E88880>典凝<E585B8>滚𦛚<E6BB9A>嗆<EFBFBD>銝剖<E98A9D>摮塩<E691AE>?
**<2A><><EFBFBD>航楝敺?*嚗?
* **鈭𤑳垢/蝘<><E89D98><EFBFBD>?*嚗𡁻<E59A97><F0A181BB>?Docker(摰孵膥) \+ Kubernetes(蝻𡝗<E89DBB>) \+ API蝵穃<E89DB5> <20><><EFBFBD><EFBFBD><EFBFBD>凝<EFBFBD>滚𦛚<E6BB9A>函蔡<E587BD>寞<EFBFBD><E5AF9E>? 
* **<2A>閙㦤<E99699>?*嚗𡁻<E59A97><F0A181BB>?**Electron** 獢<>沲嚗?*100%憭滨鍂<E6BBA8>滨垢UI隞<49><E99A9E>**嚗<>僎<EFBFBD>朞<EFBFBD> Node.js銝餉<E98A9D>蝔?\+ <20>砍𧑐摮鞱<E691AE>蝔?R/Python) <20><>䲮撘誯<E69298>蝏<EFBFBD><E89D8F>蝡舫<E89DA1>餉<EFBFBD>嚗<EFBFBD><E59A97><EFBFBD>唳㺭<E594B3>?00%<25>砍𧑐<E7A08D>硔<EFBFBD>?
## **2\. 銝𡁜𦛚<F0A1819C><F0A69B9A>瘙<EFBFBD><E79899><EFBFBD>嗆<EFBFBD><E59786>烐<EFBFBD>**

### **2.1 鈭批<E988AD><E689B9>蠘<EFBFBD><E8A098>拚猐 (7憭扳芋<E689B3>?**

1. **<EFBFBD>箄<EFBFBD>蝏蠘恣<EFBFBD><EFBFBD><EFBFBD> (SSA)**  
2. **蝏蠘恣<E8A098><E681A3><EFBFBD>撌亙<E6928C> (ST)**  
3. **AI<41>箄<EFBFBD><E7AE84>䂿<EFBFBD> (AIA)**  
4. **AI<41>箄<EFBFBD><E7AE84><EFBFBD>讃 (ASL)**  
5. **銝芯犖<E88AAF>亥<EFBFBD>摨?(PKB)**  
6. **<EFBFBD>唳旿皜<EFBFBD><EFBFBD><EFBFBD>渡<EFBFBD> (DC)**  
7. **銝芯犖銝剖<E98A9D> (UAM)**

### **2.2 憭齿<E686AD><E9BDBF><EFBFBD><EFBFBD>銝帋<E98A9D><E5B88B>函蔡<E587BD>烐<EFBFBD>**

1. **憭𡁶<E686AD><F0A181B6>?(SaaS)**嚗帋<E59A97>蝡舐<E89DA1><E88890><EFBFBD>蛹銝㮖<E98A9D><E3AE96><EFBFBD><EFBFBD><EFBFBD><EFBFBD>蝥抒<E89DA5><E68A92><EFBFBD><EFBFBD><EFBFBD>啁<EFBFBD><E59581>? 
2. **璅∪<E79285><E288AA>硋睸<E7A18B>?*嚗帋遙雿閙芋<E99699>梹<EFBFBD>憒<EFBFBD>I<EFBFBD>箄<EFBFBD><E7AE84><EFBFBD>讃嚗厰<E59A97><E58EB0>航<EFBFBD><E888AA>祉<EFBFBD><E7A589>桀<EFBFBD><E6A180>? 
3. **蝘<><E89D98><EFBFBD>㚚<EFBFBD>蝵?*嚗𡁜龫<F0A1819C>Ｚ<EFBFBD>瘙<EFBFBD><E79899><EFBFBD>唳旿<E594B3>𤩺<EFBFBD>璅∪<E79285>嚗<EFBFBD><E59A97>SSA<53><41>C嚗厰<E59A97>蝵脣銁<E884A3><E98A81><EFBFBD><EFBFBD>滚𦛚<E6BB9A>具<EFBFBD>? 
4. **瘛瑕<E7989B><E79195>函蔡**嚗𡁜龫<F0A1819C>Ｘ𧋦<EFBCB8>唬蝙<E594AC>沒SA嚗<41><E59A97><EFBFBD>嗅<EFBFBD>靚<EFBFBD>鍂鈭𤑳垢<F0A491B3><E59EA2>SL<53>? 
5. **<EFBFBD>閙㦤<EFBFBD><EFBFBD><EFBFBD>蝵?*嚗𡁜龫<F0A1819C>罸<EFBFBD>閬<EFBFBD>銁銝芯犖<E88AAF>菔<EFBFBD>(Windows/Mac)銝羓氖蝥輯<E89DA5>銵玺SA<53><41>C<EFBFBD><43>SL蝑㗇芋<E39787>梹<EFBFBD>蝖桐<E89D96><E6A190>唳旿嚗<E697BF><E59A97><EFBFBD>柴<EFBFBD><E69FB4><EFBFBD>靘页<E99D98>銝滚枂<E6BB9A>砍𧑐<E7A08D>?
## **3\. <20>詨<EFBFBD><E8A9A8>嗆<EFBFBD>嚗鋫PI蝵穃<E89DB5> \+ 敺格<E695BA><E6A0BC>?*

銝箸說頞喃誑銝𦠜<EFBFBD><EFBFBD>厰<EFBFBD>瘙<EFBFBD><EFBFBD><EFBFBD>睲賑<EFBFBD>刻<EFBFBD>銝<EFBFBD>銝芾圾<EFBFBD>衣<EFBFBD><EFBFBD><EFBFBD>𢒰<EFBFBD>烐<EFBFBD><EFBFBD>∠<EFBFBD><EFBFBD>嗆<EFBFBD><EFBFBD>?
* **摰Ｘ<E691B0>蝡?(Clients)**嚗𡁜<E59A97><F0A1819C>柱eb瘚讛<E7989A><E8AE9B>具<EFBFBD><E585B7>C<EFBFBD>閙㦤<E99699>?Electron)<29><>宏<EFBFBD>函垢<E587BD>? 
* **API蝵穃<E89DB5> (API Gateway)**嚗𡁏<E59A97><F0A1818F>㗇<EFBFBD><E39787>讐<EFBFBD>蝏煺<E89D8F><E785BA>亙藁<E4BA99><E89781><EFBFBD>韐<EFBFBD><E99F90>  
  * **霈方<E99C88>**嚗𡁏嵗撉𣬚鍂<F0A3AC9A>愁oken<65>? 
  * **頝舐眏**嚗𡁜<E59A97>霂瑟<E99C82>頧砍<E9A0A7>蝏蹱迤蝖桃<E89D96><E6A183>𡒊垢敺格<E695BA><E6A0BC>∴<EFBFBD>憒?/api/stats \-\> SSA<53>滚𦛚嚗剹<E59A97>? 
  * **<2A>𡁜<EFBFBD>**嚗?<3F>芣䔉)<29><>僎憭帋葵<E5B88B>滚𦛚<E6BB9A><F0A69B9A>㺭<EFBFBD>柴<EFBFBD>? 
* **<2A>𡒊垢<F0A1928A>滚𦛚 (Services)**嚗𡁶<E59A97>甇<EFBFBD><E79487>銵䔶<E98AB5><E494B6>⊿<EFBFBD>餉<EFBFBD><E9A489><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
## **4\. <20>滚𦛚璅∪<E79285><E288AA>鍦<EFBFBD> (撟喳蝱 vs 鈭批<E988AD>)**

餈蹱糓<EFBFBD>嗆<EFBFBD>閫<EFBFBD><EFBFBD>衣<EFBFBD>蝚砌<EFBFBD>甇乓<EFBFBD>?
### **4.1 摨訫<E691A8><E8A8AB>𡁶鍂璅∪<E79285> (撟喳蝱撅?**

餈嗘<EFBFBD><EFBFBD>舀<EFBFBD><EFBFBD>劐漣<EFBFBD><EFBFBD><EFBFBD><EFBFBD>函<EFBFBD><EFBFBD>𨅯𧑐<EFBFBD>算<EFBFBD>嘅<EFBFBD>敹<EFBFBD>◆蝔喳𤐄<EFBFBD><EFBFBD><EFBFBD>銝<EFBFBD><EFBFBD>?
1. **<EFBFBD>冽<EFBFBD>銝擧<EFBFBD><EFBFBD>𣂷葉敹?(UAM)**  
   * **<2A>蠘<EFBFBD>**嚗𡁶恣<F0A181B6><E681A3>鍂<EFBFBD>瑯<EFBFBD><E791AF><EFBFBD><EFBFBD>脯<EFBFBD><E884AF><EFBFBD><EFBFBD>瘀<EFBFBD><E79880>駁堺嚗剹<E59A97><E589B9><EFBFBD><EFBFBD>僐<EFBFBD>? 
   * **隞瑕<E99A9E>?*嚗𡁜<E59A97><F0A1819C>訕aaS憭𡁶<E686AD><F0A181B6>穿<EFBFBD>銝㮖<E98A9D><E3AE96>?擃条漣<E69DA1><E6BCA3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>賢<EFBFBD><E8B3A2>?Feature Flag)<29>批<EFBFBD><E689B9>? 
2. **AI憭扳芋<E689B3>讠<EFBFBD><E8AEA0>?(LLM Gateway)**  
   * **<2A>蠘<EFBFBD>**嚗𡁶<E59A97>銝<EFBFBD>蝞∠<E89D9E><E288A0><EFBFBD><EFBFBD>匧笆憭扳芋<E689B3>讠<EFBFBD>靚<EFBFBD>鍂嚗㇄eepSeek, Claude蝑㚁<E89D91><E39A81>? 
   * **隞瑕<E99A9E>?*嚗𡁏覔<F0A1818F>娟aaS<61><53>𧋦<EFBFBD><F0A78BA6><EFBFBD><EFBFBD>祈<EFBFBD><E7A588><EFBFBD><EFBFBD>冽<EFBFBD><E586BD><EFBFBD><EFBFBD>Ｘ芋<EFBCB8>卝<EFBFBD><E58D9D>糓AI<41>蠘<EFBFBD><E8A098><EFBFBD>瓲敹<E793B2>葉<EFBFBD>Ｕ<EFBFBD>? 
3. **韐行<E99F90>/銝芯犖銝剖<E98A9D>**嚗𡁶恣<F0A181B6><E681A3>鍂<EFBFBD>琿<EFBFBD>蝵柴<E89DB5><E69FB4>恥<EFBFBD>𨰻<EFBFBD><F0A8B0BB>葬<EFBFBD>拇<EFBFBD>獢<EFBFBD><E78DA2>? 
4. **<EFBFBD>𡁶䰻<EFBFBD>滚𦛚**嚗𡁻<E59A97>隞嗚<E99A9E><E5979A><EFBFBD><EFBFBD><EFBFBD>縑<EFBFBD>?
### **4.2 <20>祉<EFBFBD>銝𡁜𦛚璅∪<E79285> (鈭批<E988AD>撅?**

餈嗘<EFBFBD><EFBFBD>臬虾<EFBFBD>埝<EFBFBD><EFBFBD><EFBFBD><EFBFBD>𦦵妖<EFBFBD>兩<EFBFBD>嘅<EFBFBD>撖孵<EFBFBD>雿牐賑<EFBFBD>?憭批<E686AD><E689B9>踝<EFBFBD>瘥譍葵<E8AD8D>賢<EFBFBD>霈曇恣銝?*<2A>祉<EFBFBD><E7A589><EFBFBD><EFBFBD><EFBFBD>?*<2A>?
1. **<EFBFBD>箄<EFBFBD>蝏蠘恣 (SSA) <20>滚𦛚** (<28>臬<EFBFBD><E887AC>怎<EFBFBD>霈∪極<E288AA>惹T)  
2. **AI<41>桃<EFBFBD> (AIA) <20>滚𦛚**  
3. **AI<41><49>讃 (ASL) <20>滚𦛚**  
4. **<EFBFBD>亥<EFBFBD>摨?(PKB) <20>滚𦛚**  
5. **<EFBFBD>唳旿皜<EFBFBD><EFBFBD> (DC) <20>滚𦛚** (霂西<E99C82>蝚?<3F>?

## **5\. <20>刻<EFBFBD><E588BB><EFBFBD><EFBFBD>舀<EFBFBD> (<28><><EFBFBD>臬<EFBFBD><E887AC>?**

<EFBFBD>睲賑<EFBFBD><EFBFBD>捂<EFBFBD>𦦵鍂<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>撌亙<EFBFBD><EFBFBD>𡁏<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>鈭𦥑<EFBFBD>腈<EFBFBD>?
| 憸<><E686B8> | <20>刻<EFBFBD><E588BB><EFBFBD><EFBFBD>?| <20><>眏 |  
| <20>滨垢 (UI) | React <20>?Vue | 1\. <20>唬誨SPA獢<41>沲<EFBFBD>?2\. <20>?00%憭滨鍂鈭竝eb<65><62><EFBFBD>Electron<6F>閙㦤<E99699><E3A6A4><EFBFBD>?|  
| API蝵穃<E89DB5> & 蝎睃<E89D8E>撅?| Node.js | 1\. 擃睃僎<E79D83>飡/O<>扯<EFBFBD><E689AF>?2\. 雿靝蛹<E99D9D>𨀣<EFBFBD>餅<EFBFBD><E9A485>乒<EFBFBD>萘<EFBFBD><E89098>㇌/Python<6F>𧼮虜<F0A7BCAE>鞟<EFBFBD><E99E9F>?3\. Electron<6F>閙㦤<E99699><E3A6A4><EFBFBD>蝡臬<E89DA1><E887AC>具<EFBFBD>?|  
| 蝏蠘恣<E8A098><E681A3><EFBFBD> (SSA) | R 霂剛<E99C82> | 蝏蠘恣<E8A098><E681A3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>朞<EFBFBD> Plumber <20><>𠂔<EFBFBD>脖蛹API嚗峕<E59A97><E5B395>朞<EFBFBD>摮鞱<E691AE>蝔贝<E89D94><E8B49D>具<EFBFBD>?|  
| AI/<2F>唳旿皜<E697BF><E79A9C> (DC) | Python | 撘箏之<E7AE8F><E4B98B>andas<61><73>cikit-learn<72><6E>LP<4C><50><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>朞<EFBFBD> FastAPI <20>湧蠧API嚗峕<E59A97><E5B395>朞<EFBFBD>摮鞱<E691AE>蝔贝<E89D94><E8B49D>具<EFBFBD>?|  
| <20>唳旿摨?| PostgreSQL \+ Vector DB | PostgreSQL憭<4C><E686AD>蝏𤘪<E89D8F><F0A498AA>𡝗㺭<F0A19D97>殷<EFBFBD><E6AEB7>煾<EFBFBD><E785BE>唳旿摨𤘪𣈲<F0A498AA><F0A388B2>䰻霂<E4B0BB><E99C82>(PKB)<29><>AG<41>?|  
| <20>函蔡<E587BD>寞<EFBFBD> | Docker \+ Kubernetes | <20>唬誨鈭穃<E988AD><E7A983>毺<EFBFBD><E6AFBA>臭<EFBFBD><E887AD><EFBFBD><EFBFBD>嚗<EFBFBD><E59A97><EFBFBD>啣撕<E595A3>批<EFBFBD>憭𡁶㴓憓<E3B493><E68693>蝵脯<E89DB5>?|  
| <20>閙㦤<E99699><E3A6A4>䲮獢?| Electron | <20>臭<EFBFBD><E887AD>賢<EFBFBD><E8B3A2><EFBFBD>𣈲<EFBFBD><F0A388B2>ode.js<6A>𡒊垢<F0A1928A><E59EA2><EFBFBD><EFBFBD>汾eb<65>滨垢UI<55><49>楊撟喳蝱<E596B3>寞<EFBFBD><E5AF9E>?|

## **6\. 璅∪<E79285>瘛勗漲閫<E6BCB2><E996AB>嚗?DC) <20>唳旿皜<E697BF><E79A9C><EFBFBD>渡<EFBFBD><E6B8A1>滚𦛚**

<EFBFBD>𨀣㺭<EFBFBD>格<EFBFBD>瘣埈㟲<EFBFBD>?(DC)<29>?璅∪<E79285><E288AA>航<EFBFBD><E888AA>亙<EFBFBD>憪𧢲㺭<F0A7A2B2>桐<EFBFBD><E6A190>㗇<EFBFBD><E39787><EFBFBD><EFBFBD><EFBFBD><EFBFBD>‘璇<E28098><E79287><EFBFBD><EFBFBD><EFBFBD>舀<EFBFBD><E88880>睃<EFBFBD>銝箔舅<E7AE94>典<EFBFBD>嚗?
1. **瘚琿<E7989A>銵冽聢ETL**嚗𡁜<E59A97><F0A1819C><EFBFBD>蓡銝<E893A1><E98A9D><EFBFBD><EFBFBD><EFBFBD>銵冽聢<E586BD><E881A2><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>唳旿嚗峕<E59A97>銵屸<E98AB5><E5B1B8><EFBFBD><EFBFBD>餈墧𦻖(Join)<29><><EFBFBD>蝏?Pivot)<29>峕<EFBFBD>摨譌<E691A8>? 
2. **<EFBFBD>䂿<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>𧋦NER**嚗帋<E59A97><E5B88B><EFBFBD><EFBFBD><EFBFBD><EFBFBD>枂<EFBFBD>仿堺撠讐<E692A0>蝑匧之畾菜<E795BE><E88F9C>砌葉嚗峕<E59A97><E5B395>𣇉<EFBFBD><F0A38789><EFBFBD><EFBFBD>摮埈挾嚗<E68CBE><E59A97>TNM<4E><4D><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>文之撠𧶏<E692A0><F0A7B68F>?
<EFBFBD><EFBFBD>笆銝滚<EFBFBD><EFBFBD><EFBFBD><EFBFBD>蝵脣㦤<EFBFBD>荔<EFBFBD><EFBFBD>睲賑<EFBFBD><EFBFBD>鍂銝斤<EFBFBD>摰䂿緵<EFBFBD>寞<EFBFBD>嚗?
### **6.1 <20>寞<EFBFBD>銝<EFBFBD>嚗𡁏<E59A97><F0A1818F>∪膥<E288AA><E886A5>隡条<E99AA1> (Cloud-Optimal)**

甇斗䲮獢<EFBFBD>鍂鈭?*鈭𤑳垢SaaS<61>?*<2A>?*蝘<><E89D98><EFBFBD>㚚<EFBFBD>蝵?*嚗𣬚𤌍<F0A3AC9A><F0A48C8D>糓餈賣<E9A488><E8B3A3><EFBFBD>稲<EFBFBD>?*<2A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>蝖桃<E89D96><E6A183>諹捶<E8ABB9>?*嚗<><E59A97>霈暹㺭<E69AB9>桀歇<E6A180>望<EFBFBD>嚗剹<E59A97>?
* **<2A><><EFBFBD>舀<EFBFBD>**嚗䥪ython (FastAPI) \+ Polars \+ LLM API (Claude/GPT) \+ PostgreSQL  
* **撌乩<E6928C>瘚?*嚗? 
  1. **API<50>交𤣰**嚗鎄astAPI (Python) <20>滚𦛚<E6BB9A>交𤣰<E4BAA4>冽<EFBFBD>銝𠹺<E98A9D><F0A0B9BA><EFBFBD><EFBFBD>銝枕xcel<65><6C>辣<EFBFBD>? 
  2. **ETL (Polars)**嚗? 
     * **<2A>曉<EFBFBD>Pandas**嚗屸<E59A97><E5B1B8>沌olars摨瓐<E691A8><E79390>olars<72>箔<EFBFBD>Rust嚗<74>予<EFBFBD>?*憭𡁶瑪蝔见僎銵?*嚗<><E59A97>摮䀹<E691AE><E480B9><EFBFBD><EFBFBD>擃塩<E69383>? 
     * <20>冽<EFBFBD><E586BD>∪膥<E288AA><E886A5>之<EFBFBD><E4B98B><EFBFBD>銝哨<E98A9D>憒?4GB+嚗㚁<E59A97>Polars<72>賭誑**<2A>啁<EFBFBD><E59581>𡝗㺭<F0A19D97><E3BAAD><EFBFBD>**<2A><><EFBFBD>笔漲嚗<E6BCB2>銁<EFBFBD><E98A81><EFBFBD>銝剖<E98A9D><E58996>?00銝<30><E98A9D><EFBFBD>唳旿<E594B3><E697BF><EFBFBD>銵沅OIN<49><4E>ROUP BY蝑㗇<E89D91>雿頣<E99BBF><E9A0A3>笔漲<E7AC94>烈andas<61>?0-100<30>溻<EFBFBD>? 
  3. **NER (LLM API)**嚗? 
     * FastAPI <20>滚𦛚**撟嗉<E6929F>靚<EFBFBD>鍂** AI憭扳芋<E689B3>讠<EFBFBD><E8AEA0>喉<EFBFBD>閫?.1<EFBFBD><EFBFBD><EFBFBD><EFBFBD>? 
     * 雿輻鍂 **Claude 3** <20>?**GPT-4o** 蝑农OTA璅∪<E79285>嚗屸<E59A97><E5B1B8>㇇SON Mode嚗䔶<E59A97><E494B6><EFBFBD><EFBFBD><EFBFBD>亙<EFBFBD>銝剜<E98A9D><E5899C>𣇉<EFBFBD><F0A38789><EFBFBD><EFBFBD>靽⊥<E99DBD><E28AA5>? 
     * **隡睃飵**嚗𡁜<E59A97>蝖桃<E89D96><E6A183><EFBFBD><EFBFBD>嚗諹<E59A97><E8ABB9><EFBFBD>圾憭齿<E686AD>銝𠹺<E98A9D><F0A0B9BA><EFBFBD><EFBFBD><EFBFBD>𣳇<EFBFBD>霈剔<E99C88>璅∪<E79285><E288AA>? 
  4. **鈭支<E988AD>**嚗𡁏<E59A97>瘣堒<E798A3><E5A092>鞟<EFBFBD>Polars DataFrame鋡怠<E98BA1><E680A0>仙ostgreSQL蝏𤘪<E89D8F>銵剁<E98AB5><E58981>滨垢<E6BBA8>臬銁蝥踵<E89DA5>閫<EFBFBD><E996AB>撖澆枂<E6BE86>? 
* **<2A>嗆<EFBFBD><E59786>滚<EFBFBD>**嚗𡁏迨 FastAPI \+ Polars <20>滚𦛚嚗?*撠望糓**<2A>賜铜銋行沲<E8A18C><E6B2B2>葉<EFBFBD><E89189><EFBFBD>𨀣㺭<F0A880A3>格<EFBFBD>瘣?(DC) 敺格<E695BA><E6A0BC>﹦<EFBFBD>嘅<EFBFBD><E59885>晦<EFBFBD>鑥ode.js API蝵穃<E89DB5><E7A983>肽<EFBFBD>韐<EFBFBD><E99F90><EFBFBD>具<EFBFBD>?
### **6.2 <20>寞<EFBFBD>鈭䕘<E988AD><E49598>閙㦤<E99699>?(Desktop-Offline)**

甇斗䲮獢<EFBFBD>鍂鈭?*<2A>餌<EFBFBD>銝芯犖<E88AAF>菔<EFBFBD>**嚗𣬚𤌍<F0A3AC9A><F0A48C8D>糓**100%<25>唳旿<E594B3>鞟<EFBFBD>**<2A>?*蝳餌瑪<E9A48C>舐鍂<E88890>?*嚗峕糓撖寞<E69296>扯<EFBFBD><E689AF><EFBFBD><EFBFBD>蝖桃<E89D96><E6A183>?*敹<><E695B9>憒亙<E68692>**<2A>?
* **<2A><><EFBFBD>舀<EFBFBD>**嚗鍃lectron (Node.js) \+ Python (Pandas) \+ SQLite \+ spaCy (<28>砍𧑐NLP)  
* **撌乩<E6928C>瘚?*嚗? 
  1. **<EFBFBD>餅<EFBFBD><EFBFBD>?(Node.js)**嚗鍃lectron<6F><6E>蜓餈𤤿<E9A488>雿靝蛹<E99D9D>餅<EFBFBD><E9A485>伐<EFBFBD>靚<EFBFBD>漲Python摮鞱<E691AE>蝔卝<E89D94>? 
  2. **ETL (SQLite)**嚗? 
     * **銝亦<E98A9D>**撠?00銝<30><E98A9D><EFBFBD>唳旿銝<E697BF>甈⊥<E79488>扯粉<E689AF>亙<EFBFBD>摮矋<E691AE>隡𡁜紡<F0A1819C>渡鍂<E6B8A1>瑞㩞<E7919E>穃援皞<E68FB4><E79A9E><EFBFBD>? 
     * Python<6F>𡁏𧋦鋡怨<E98BA1><E680A8>剁<EFBFBD>雿輻鍂Pandas<61><73>hunksize<7A><65>㺭嚗?*<2A><><EFBFBD>**霂餃<E99C82>Excel嚗?*<2A>鞱<EFBFBD>**<2A>坔<EFBFBD>銝<EFBFBD>銝芣𧋦<E88AA3>?*SQLite**<2A>唳旿摨𤘪<E691A8>隞?(.db)<29>? 
     * **<2A>喲睸**嚗𡁜⏚<F0A1819C>?**SQLite <20>唳旿摨枏<E691A8><E69E8F>?*嚗<><E59A97>䔶<EFBFBD><E494B6>烈andas<61><73><EFBFBD>嚗㗇䔉<E39787>扯<EFBFBD><E689AF><EFBFBD><EFBFBD>厩<EFBFBD><E58EA9>滨<EFBFBD>JOIN<49>灷ROUP BY<42><59><EFBFBD><EFBFBD>臬銁雿𤾸<E99BBF>摮条㩞<E69DA1>睲<EFBFBD>憭<EFBFBD><E686AD>憭扳㺭<E689B3>桃<EFBFBD><E6A183>臭<EFBFBD>蝔喳<E89D94><E596B3>寞<EFBFBD><E5AF9E>? 
  3. **NER (<28>砍𧑐 spaCy)**嚗? 
     * **銝亦<E98A9D>**撠<><E692A0>憪讠<E686AA>靘页<E99D98>PHI嚗匧<E59A97><E58CA7><EFBFBD><EFBFBD>隞颱<E99A9E>鈭𤑳垢API嚗<49><E59A97>憭扯<E686AD>閫<EFBFBD><E996AB><EFBFBD>? 
     * Python<6F>𡁏𧋦鋡怨<E98BA1><E680A8>剁<EFBFBD><E58981>㰘蝸 **spaCy** 蝑?*100%<25>砍𧑐餈鞱<E9A488>**<2A><>LP璅∪<E79285>嚗<EFBFBD>銁<EFBFBD>冽<EFBFBD><E586BD>菔<EFBFBD>銝𦠜<E98A9D><F0A6A09C>硋<EFBFBD>雿瓐<E99BBF>? 
     * **<2A><>飵**嚗窃paCy<43><79>＆<EFBFBD><EFBC86><EFBFBD><EFBFBD>琜<EFBFBD><E7909C>䭾<EFBFBD>憭<EFBFBD><E686AD>憭齿<E686AD>霂凋<E99C82>嚗峕<E59A97><E5B395>𡏭<EFBFBD>銝滚<E98A9D>LLM<4C>? 
  4. **鈭支<E988AD>**嚗𡁏<E59A97><F0A1818F>厩<EFBFBD><E58EA9>𡏭◤<F0A18FAD>坔<EFBFBD><E59D94>砍𧑐 SQLite <20>唳旿摨瓐<E691A8><E79390>lectron<6F>滨垢<E6BBA8>朞<EFBFBD><E69C9E><EFBFBD>△隞燑QLite銝剛粉<E5899B>𡝗㺭<F0A19D97>桀<EFBFBD>蝷綽<E89DB7><E7B6BD>硋紡<E7A18B>箔蛹Excel<65>? 
* **<2A>嗆<EFBFBD><E59786>滚<EFBFBD>**嚗𡁏迨<F0A1818F>寞<EFBFBD>**撠望糓**<2A>賜铜銋艾<E98A8B>?.4 <20>箸艶<E7AEB8>𨥈<EFBFBD><F0A8A588>餌<EFBFBD><E9A48C>閙㦤<E99699><E3A6A4><EFBFBD>𤑳<EFBFBD><F0A491B3>瑚<EFBFBD>摰䂿緵<E482BF>?
## **7\. <20>喲睸頝臬<E9A09D>嚗𡁜<E59A97><F0A1819C>函蔡璅∪<E79285>摰䂿緵**

<EFBFBD>䔶<EFBFBD>憟𦯀誨<EFBFBD><EFBFBD><EFBFBD>嚗<EFBFBD><EFBFBD>雿閙𣈲<EFBFBD><EFBFBD><EFBFBD><EFBFBD>匧<EFBFBD>銝𡁜㦤<EFBFBD>荔<EFBFBD>

### **7.1 <20>箸艶銝<E889B6>嚗帋<E59A97>蝡特aaS<61>?(<28><><EFBFBD>敺格<E695BA><E6A0BC>?**

* **<2A>嗆<EFBFBD>**嚗𡁏<E59A97><F0A1818F>㗇<EFBFBD><E39787>∴<EFBFBD>UAM, SSA, ASL...嚗匧<E59A97><E58CA7>唳旿摨㯄<E691A8><E3AF84>其<EFBFBD>蝡荔<E89DA1><E88D94>朞<EFBFBD>K8s蝞∠<E89D9E><E288A0>? 
* **摰Ｘ<E691B0>蝡?*嚗𡁶鍂<F0A181B6>琿<EFBFBD>朞<EFBFBD>瘚讛<E7989A><E8AE9B>刻挪<E588BB>柴<EFBFBD>?
### **7.2 <20>箸艶鈭䕘<E988AD><E49598>駁堺<E9A781>砍𧑐<E7A08D>㚚<EFBFBD>蝵?(蝘<><E89D98><EFBFBD>?**

* **<2A>嗆<EFBFBD>**嚗𡁜<E59A97><F0A1819C>唳旿<E594B3>𤩺<EFBFBD><F0A4A9BA><EFBFBD><EFBFBD><EFBFBD>∴<EFBFBD>憒?SSA<53>滚𦛚<E6BB9A><F0A69B9A>C<EFBFBD>滚𦛚嚗匧<E59A97><E58CA7>嗆㺭<E59786>桀<EFBFBD><E6A180>枏<EFBFBD>銝慣ocker摰孵膥<E5ADB5>? 
* **<2A>函蔡**嚗帋蝙<E5B88B>沛8s<38>𡝗凒頧駁<E9A0A7><E9A781><EFBFBD>3s嚗<73>銁<EFBFBD>駁堺<E9A781><E5A0BA><EFBFBD><EFBFBD>滚𦛚<E6BB9A>其<EFBFBD><E585B6>靝<EFBFBD><E99D9D>桅<EFBFBD>蝵聆<E89DB5>腈<EFBFBD>? 
* **<2A>唳旿**嚗𡁏㺭<F0A1818F>?00%<25>坔銁<E59D94>駁堺<E9A781><E5A0BA><EFBFBD><EFBFBD>?
### **7.3 <20>箸艶銝㚁<E98A9D>瘛瑕<E7989B><E79195>函蔡**

* **<2A>嗆<EFBFBD>**嚗𡁜銁<F0A1819C>箸艶鈭𣬚<E988AD><F0A3AC9A>箇<EFBFBD>銝𠺪<E98A9D><F0A0BAAA>滨垢摨𠉛鍂鋡急惣<E680A5>賡<EFBFBD>蝵柴<E89DB5>? 
* **瘚<><E7989A>**嚗? 
  * <20>冽<EFBFBD>霈輸䔮 .../stats \-\> <20>滨垢靚<E59EA2>鍂**<2A>駁堺<E9A781><E5A0BA><EFBFBD>API** (http://192.168.x.x/api/stats)<29>? 
  * <20>冽<EFBFBD>霈輸䔮 .../literature \-\> <20>滨垢靚<E59EA2>鍂**鈭𤑳垢<F0A491B3>祉<EFBFBD>API** (https://api.yizhengxun.com/api/lit)<29>?
### **7.4 <20>箸艶<E7AEB8>𨥈<EFBFBD><F0A8A588>餌<EFBFBD><E9A48C>閙㦤<E99699>?(Electron)**

餈蹱糓<EFBFBD><EFBFBD><EFBFBD>臭<EFBFBD><EFBFBD><EFBFBD><EFBFBD>喲睸<EFBFBD><EFBFBD><EFBFBD>𡏭<EFBFBD>皜﹦<EFBFBD>嘅<EFBFBD>摰<EFBFBD><EFBFBD><EFBFBD>胼<EFBFBD>𨀣<EFBFBD><EFBFBD><EFBFBD><EFBFBD>嘅<EFBFBD><EFBFBD>峕糓\*\*<2A>𨀣沲<F0A880A3><E6B2B2><EFBFBD>蝏<EFBFBD><E89D8F>𩄼*\*<2A>?
鈭𤑳垢<EFBFBD><EFBFBD>沲<EFBFBD>?  
\[瘚讛<E7989A><E8AE9B>沃I\] \<-- (HTTP蝵𤑳<E89DB5>) \--\> \[鈭𤑳垢Node.js API\] \<-- (HTTP) \--\> \[鈭𤑳垢R/Python<6F>滚𦛚\]  
<EFBFBD>閙㦤<EFBFBD><EFBFBD>沲<EFBFBD>?  
\[Electron UI (憭滨鍂)\] \<-- (IPC<50>祆㦤<E7A586>帋縑) \--\> \[Electron銝餉<E98A9D>蝔?(Node.js憭滨鍂)\] \<-- (Child Process<73>祆㦤靚<E3A6A4>鍂) \--\> \[<5B>砍𧑐R/Python<6F>𡁏𧋦\]  
**摰䂿緵頝臬<E9A09D>嚗?*

1. **<EFBFBD>啣遣Electron憿寧𤌍**<2A>? 
2. **蝘餅<E89D98><E9A485>滨垢 (UI憭滨鍂)**嚗𡁜<E59A97>鈭𤑳垢<F0A491B3><E59EA2><EFBFBD>React/Vue**蝻𤥁<E89DBB><F0A4A581>𡒊<EFBFBD><F0A1928A>蹱<EFBFBD><E8B9B1><EFBFBD>隞?* (dist<73>桀<EFBFBD>) 摰峕㟲憭滚<E686AD><E6BB9A>蚩lectron銝准<E98A9D>? 
3. **<EFBFBD>滨<EFBFBD><EFBFBD>𡒊垢 (<28>餉<EFBFBD>憭滨鍂)**嚗? 
   * 鈭𤑳垢<F0A491B3><E59EA2><EFBFBD> **Node.js API<50>餉<EFBFBD>**嚗諹◤蝘餅<E89D98><E9A485>?**Electron<6F><6E>蜓餈𤤿<E9A488>(main.js)** 銝准<E98A9D>? 
   * 鈭𤑳垢<F0A491B3><E59EA2><EFBFBD> **R <20>?Python <20>𡁏𧋦**嚗諹◤雿靝蛹**<EFBFBD>砍𧑐<EFBFBD><EFBFBD>辣**<2A>枏<EFBFBD>餈𥕦<E9A488>鋆<EFBFBD><E98B86><EFBFBD>? 
   * main.js (Node.js) <20>朞<EFBFBD> child\_process.spawn嚗<6E><E59A97>餈𤤿<E9A488>嚗㗇䔉**<2A>砍𧑐靚<F0A79190>鍂**餈嗘<E9A488>R/Python<6F>𡁏𧋦<F0A1818F><F0A78BA6><EFBFBD><EFBFBD>瑚<EFBFBD>摰䂿緵閫<E7B7B5>洵6.2<EFBFBD><EFBFBD><EFBFBD>  
4. **<EFBFBD>唳旿鈭斗揢**嚗鐭ode.js<6A><73><EFBFBD><EFBFBD>ython銋钅𡢿<E99285>朞<EFBFBD> stdin/stdout <20>?**JSON** 摮㛖泵銝脰<E98A9D>銵峕㺭<E5B395>桐漱<E6A190>Ｕ<EFBFBD>? 
5. **<EFBFBD>砍𧑐AI<EFBFBD>蠘<EFBFBD> (ASL璅∪<E79285>)**嚗? 
   * Node.js (fs璅∪<E79285>) 霂餃<E99C82><E9A483>砍𧑐<E7A08D><F0A79190>讃憭嫣葉<E5ABA3><E89189>DF<44>? 
   * Node.js (<28>?pdf-parse) <20>?*<2A>砍𧑐**<2A>𣂼<EFBFBD><F0A382BC>䁅<EFBFBD><E48185><EFBFBD>𧋦<EFBFBD>? 
   * Node.js (<28>?axios) **<EFBFBD>芸<EFBFBD><EFBFBD>𨀣<EFBFBD>閬<EFBFBD><EFBFBD><EFBFBD>砂<EFBFBD>嘥<EFBFBD><EFBFBD><EFBFBD><EFBFBD>鈭𤑳垢LLM API** (憒<>eepSeek) 餈𥡝<E9A488><F0A5A19D><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>瘜冽<E7989C>嚗朞<E59A97>銝𥟠C璅∪<E79285><E288AA><EFBFBD><EFBFBD>憪讠<E686AA>靘见<E99D98><E8A781><EFBFBD><EFBFBD><EFBFBD>䕘<EFBFBD><E49598>? 
   * **<2A><>讃<EFBFBD><E8AE83><EFBFBD>隞?(.pdf) 100% 銝滨氖撘<E6B096><E69298>冽<EFBFBD><E586BD>菔<EFBFBD>**<2A>? 
6. **<EFBFBD>砍𧑐摮睃<EFBFBD>**嚗帋蝙<E5B88B>?**SQLite**嚗<><E59A97>朞<EFBFBD> npm install sqlite3嚗匧銁<E58CA7>砍𧑐摮睃<E691AE><E79D83><EFBFBD>讃<EFBFBD><E8AE83><EFBFBD><EFBFBD>唳旿<E594B3><E697BF><EFBFBD><EFBFBD>鞟<EFBFBD><E99E9F>𦦵<EFBFBD><F0A6A6B5>?
## **8\. 撌亦<E6928C><E4BAA6>碶<EFBFBD><E7A2B6>澆捆<E6BE86>?(敹<>粉)**

### **8.1 <20>閙㦤<E99699><E3A6A4><EFBFBD><EFBFBD>𨅯<EFBFBD>摰嗆▲<E59786>脲<EFBFBD><E884B2>?*

<EFBFBD>閙㦤<EFBFBD><EFBFBD><EFBFBD>撌亦<EFBFBD><EFBFBD>烐<EFBFBD>銝齿糓撘<EFBFBD><EFBFBD>𡢅<EFBFBD><EFBFBD>峕糓**<2A>枏<EFBFBD>**<2A>?
* <20>函<EFBFBD> .exe (Windows) <20>?.dmg (Mac) 摰㕑<E691B0><E39591><EFBFBD><EFBFBD>憿餅糓銝<E7B393>銝芬<E98A9D>𨅯<EFBFBD>摰嗆▲<E59786>腈<EFBFBD>? 
* <20>券<EFBFBD>閬<EFBFBD>蝙<EFBFBD>?electron-builder 蝑匧極<E58CA7>瘀<EFBFBD>撠<EFBFBD>誑銝𧢲<E98A9D><F0A7A2B2>匧<EFBFBD>摰寞<E691B0>蝏𤏸<E89D8F>銝<EFBFBD>銝芸<E98A9D>鋆<EFBFBD><E98B86>嚗? 
  1. <20>函<EFBFBD>Electron摨𠉛鍂 (Node.js \+ <20>滨垢UI)<29>? 
  2. 銝<>銝?*撋<><E6928B>撘讐<E69298> Python 餈鞱<E9A488><E99EB1>?*<2A>𦠜<EFBFBD><F0A6A09C>劐<EFBFBD>韏?(pandas, spaCy蝑?<3F>? 
  3. 銝<>銝?*撋<><E6928B>撘讐<E69298> R 餈鞱<E9A488><E99EB1>?*<2A>𦠜<EFBFBD><F0A6A09C>劐<EFBFBD>韏?(jsonlite蝑?<3F>? 
* 餈嗘<E9A488>雿踹<E99BBF>鋆<EFBFBD><E98B86>雿梶妖<E6A2B6>睃之嚗<E4B98B><E59A97>500MB+嚗㚁<E59A97>餈坔笆鈭𦒘<E988AD>銝朞蔓隞嗆糓摰<E7B393><E691B0><EFBFBD>臭誑<E887AD>亙<EFBFBD><E4BA99><EFBFBD><EFBFBD>?
### **8.2 敹<>◆<EFBFBD>曉<EFBFBD>嚗阳in 7 銝?32雿滨頂蝏?*

**餈蹱糓銝<E7B393>銝芸<E98A9D>銝𡁜<E98A9D>摰匧<E691B0><E58CA7>喟<EFBFBD>嚗䔶<E59A97><E494B6>舀<EFBFBD><E88880>舫<EFBFBD>厰★<E58EB0>?*

**敹<>◆憯唳<E686AF>嚗?* <20>函<EFBFBD><E587BD>閙㦤<E99699><E3A6A4><EFBFBD>雿𡒊頂蝏蠘<E89D8F>瘙<EFBFBD>糓 **Windows 10 (64雿?**<EFBFBD>?
**<EFBFBD><EFBFBD>眏嚗?*

1. **蝔喳<E89D94><E596B3>抒<EFBFBD><E68A92>𨅯援皞<E68FB4><E79A9E>嗪䔮憸?*嚗?2雿滨頂蝏<E9A082><E89D8F>4GB<47><42><EFBFBD>銝𢠃<E98A9D>嚗淾PP<50><50>憭𡁶鍂2-3GB<47><42><EFBFBD><EFBFBD>?*R霂剛<E99C82>蝏蠘恣<E8A098><E681A3><EFBFBD>**<EFBFBD>?*<2A>唳旿皜<E697BF><E79A9C>**<2A>賣糓<E8B3A3><E7B393><EFBFBD>瘨<EFBFBD><E798A8>堒之<E5A092>瘀<EFBFBD>憭<EFBFBD><E686AD><EFBFBD>笔<EFBFBD><E7AC94>唳旿<E594B3>?*銝齿糓<E9BDBF>睃㨃嚗諹<E59A97>峕糓隡𡁶凒<F0A181B6>亙援皞<E68FB4>緾<EFBFBD><E7B7BE>**嚗<>紡<EFBFBD>渡鍂<E6B8A1>瑟㺭<E7919F>桐腺憭晞<E686AD>? 
2. **摰匧<E691B0><E58CA7>抒<EFBFBD><E68A92>𨀣<EFBFBD>瘣嫰<E798A3>嗪䔮憸?*嚗𡁜凝頧臬歇<E887AC>曉<EFBFBD>Win 7<><37>緵隞Βlectron, Node.js, Python, R<><52><EFBFBD><EFBFBD>歇**<EFBFBD>券<EFBFBD><EFBFBD>𨀣迫<EFBFBD>舀<EFBFBD>32雿滚<EFBFBD>Win 7**<2A><>撩銵<E692A9><E98AB5>摰寞<E691B0><E5AF9E>喟<EFBFBD><E5969F>典<EFBFBD>憿颱蝙<E9A2B1>?撟游<E6929F><E6B8B8><EFBFBD><EFBFBD>皛∪歇<E288AA>亙<EFBFBD><E4BA99>冽<EFBFBD>瘣䂿<E798A3><E482BF>𨅯𧂈<F0A885AF><F0A78288><EFBFBD>脲<EFBFBD><E884B2>舀<EFBFBD><E88880>亙<EFBFBD><E4BA99><EFBFBD><EFBFBD><EFBFBD>笔龫<E7AC94>埈㺭<E59F88>殷<EFBFBD>餈蹱糓銝滚虾<E6BB9A>亙<EFBFBD><E4BA99><EFBFBD><EFBFBD>?
## **9\. <20><>𧫴畾萄<E795BE><E89084>質楝蝥踹㦛 (Roadmap)**

雿靝蛹<EFBFBD>嘥<EFBFBD><EFBFBD>砍虬嚗峕<EFBFBD>隞砍<EFBFBD>憿餃𦛚摰𠺶<EFBFBD>?
### **9.1 <20>嗆挾銝<E68CBE>嚗帋<E59A97>蝡烘VP (0-6銝芣<E98A9D>) \- <20>𨀣芋<F0A880A3>堒<EFBFBD><E5A092>蓥<EFBFBD><E893A5>?*

* **<2A>格<EFBFBD>**嚗𡁜翰<F0A1819C>煺<EFBFBD>蝥蹂<E89DA5>蝡特aaS<61><53><EFBFBD>撉諹<E69289>撣<EFBFBD>㦤<EFBFBD>? 
* **<2A>嗆<EFBFBD>**嚗帋<E59A97>銝芯誨<E88AAF><E8AAA8><EFBFBD>摨?(Monorepo)嚗䔶<E59A97>銝芯蜓<E88AAF>𡒊垢<F0A1928A>滚𦛚嚗<F0A69B9A><E59A97>Node.js嚗剹<E59A97>? 
* **<2A>喲睸蝥芸<E89DA5> (<28>枏𧑐<E69E8F>?**嚗? 
  1. **隞<><E99A9E><EFBFBD>𠉛氖**嚗𡁜銁隞<E98A81><E99A9E><EFBFBD>桀<EFBFBD>銝𠺪<E98A9D>銝交聢<E4BAA4>争<EFBFBD>𨅯像<F0A885AF>唳芋<E594B3>轁<EFBFBD>嘥<EFBFBD><E598A5>靝<EFBFBD><E99D9D>⊥芋<E28AA5>轁<EFBFBD>嘥<EFBFBD><E598A5><EFBFBD><EFBFBD>? 
  2. **<EFBFBD>唳旿<EFBFBD>𠉛氖**嚗𡁜銁<F0A1819C>䔶<EFBFBD>銝枉ostgreSQL<51>唳旿摨㮖葉嚗?*銝交聢雿輻鍂銝滚<E98A9D><E6BB9A><EFBFBD>chema** (憒?uam\_schema, stats\_schema) <20>仿<EFBFBD>蝳餅㺭<E9A485>柴<EFBFBD><E69FB4><EFBFBD><EFBFBD>舀𧊋<E88880>交<EFBFBD><E4BAA4><EFBFBD>凝<EFBFBD>滚𦛚<E6BB9A><F0A69B9A><EFBFBD><EFBFBD>賜瑪<E8B39C>? 
  3. **<EFBFBD>典<EFBFBD>Docker**嚗帋<E59A97>蝚砌<E89D9A>憭抵絲嚗峕<E59A97><E5B395>匧<EFBFBD><E58CA7>㻫<EFBFBD><E3BBAB><EFBFBD>霂𨰻<E99C82><F0A8B0BB><EFBFBD>鈭抒㴓憓<E3B493><E68693>敹<EFBFBD>◆<EFBFBD>箔<EFBFBD> Docker <20>?docker-compose<73>?
### **9.2 <20>嗆挾鈭䕘<E988AD>擐𡝗活<F0A19D97>函蔡 (6-18銝芣<E98A9D>) \- <20>𣈯<EFBFBD>甈⊥<E79488><E28AA5><EFBFBD><EFBFBD>?*

* **閫血<E996AB><E8A180>?*嚗朞<E59A97><E69C9E>亦洵銝<E6B4B5>銝芬<E98A9D>𦦵<EFBFBD><F0A6A6B5>匧<EFBFBD><E58CA7>函蔡<E587BD>嘥恥<E598A5>瘀<EFBFBD><E79880>砽<EFBFBD>𨅯<EFBFBD><F0A885AF>箇<EFBFBD><E7AE87>嗪<EFBFBD>瘙<EFBFBD><E79899>? 
* **<2A>嗆<EFBFBD>**嚗? 
  1. **撘訫<E69298>K8s**嚗𡁜銁鈭𤑳垢甇<E59EA2><E79487><EFBFBD>舐鍂Kubernetes餈𥡝<E9A488><F0A5A19D>滚𦛚蝻𡝗<E89DBB><F0A19D97>? 
  2. **撘訫<E69298>API蝵穃<E89DB5>**嚗𡁜銁K8s<38><73>黎<EFBFBD>漤<EFBFBD>蝵淇ginx<6E>嬑ong<6E>? 
  3. **<EFBFBD>扯<EFBFBD>擐𡝗活<EFBFBD><EFBFBD><EFBFBD>**嚗𡁜<E59A97> SSA <20>?DC 璅∪<E79285>嚗<EFBFBD><E59A97><EFBFBD><EFBFBD><EFBFBD>隞祉<E99A9E> stats\_schema嚗劐<E59A97>銝餃<E98A9D><E9A483>其葉**<2A>拍<EFBFBD><E68B8D><EFBFBD><EFBFBD>**<2A>箸䔉嚗峕<E59A97><E5B395><EFBFBD><EFBFBD>蝚砌<E89D9A>銝芰𡠺蝡讠<E89DA1>敺格<E695BA><E6A0BC>∴<EFBFBD><E288B4><EFBFBD>鍂6.1<EFBFBD><EFBFBD><EFBFBD><EFBFBD>𨀣<EFBFBD>隡条<EFBFBD><EFBFBD>脲沲<EFBFBD><EFBFBD><EFBFBD><EFBFBD>? 
  4. **撘<><E69298>穃<EFBFBD><E7A983>箇<EFBFBD>**嚗𡁜鍳<F0A1819C>函洵銝<E6B4B5>銝枕lectron憿寧𤌍嚗峕<E59A97><E5B395>扼<EFBFBD>?.4<EFBFBD>睲葉<EFBFBD><EFBFBD>楝敺<EFBFBD><EFBFBD>銵𢞖<EFBFBD>𣈯<EFBFBD>蝏<EFBFBD><EFBFBD>嘅<EFBFBD><EFBFBD><EFBFBD>鍂6.2<EFBFBD><EFBFBD><EFBFBD><EFBFBD>𨅯<EFBFBD><EFBFBD>箇<EFBFBD><EFBFBD>脲沲<EFBFBD><EFBFBD><EFBFBD><EFBFBD>?
### **9.3 <20>嗆挾銝㚁<E98A9D><E39A81>券𢒰敺格<E695BA><E6A0BC>?(18銝芣<E98A9D>+)**

* **<2A>格<EFBFBD>**嚗𡁏𣈲<F0A1818F><F0A388B2><EFBFBD>瘣餌<E798A3>銝𡁜𦛚蝏<F0A69B9A><E89D8F><EFBFBD><EFBFBD>𣪧<EFBFBD><F0A3AAA7><EFBFBD>撘𨬭<E69298>? 
* **<2A>嗆<EFBFBD>**嚗𡁻<E59A97><F0A181BB><EFBFBD>銝𡁜𦛚<F0A1819C>穃<EFBFBD>嚗<EFBFBD><E59A97> ASL, PKB 蝑匧<E89D91>隞𡝗<E99A9E><F0A19D97><EFBFBD>芋<EFBFBD>𦯀<EFBFBD><F0A6AF80>鞉郊<E99E89><E9838A><EFBFBD>銝箇𡠺蝡讠<E89DA1>敺格<E695BA><E6A0BC>∴<EFBFBD>摰䂿緵<E482BF><E7B7B5>蝏<EFBFBD><E89D8F><EFBFBD>靝<EFBFBD>擃条妖<E69DA1>典<EFBFBD><E585B8>萘<EFBFBD><E89098>菜暑<E88F9C>嗆<EFBFBD><E59786>?
## **10\. 蝏栞捏**

<EFBFBD>祆沲<EFBFBD><EFBFBD>䲮獢<EFBFBD><EFBFBD><EFBFBD>詨<EFBFBD><EFBFBD>珮*\*<2A>𨀣<EFBFBD>餈𥕞<E9A488>𩄼*\*<2A><><EFBFBD><EFBFBD>典<EFBFBD><E585B8><EFBFBD><EFBFBD><EFBFBD>嗆挾銝<E68CBE>嚗厰<E59A97>朞<EFBFBD><E69C9E>𨀣芋<F0A880A3>堒<EFBFBD><E5A092>蓥<EFBFBD><E893A5>苷<EFBFBD>霂<EFBFBD><E99C82><EFBFBD>嘥<EFBFBD><E598A5>砍虬<E7A08D><E899AC>翮隞<E7BFAE><E99A9E>笔漲嚗<E6BCB2><E59A97><EFBFBD>園<EFBFBD>朞<EFBFBD><E69C9E>靝誨<E99D9D>?<3F>唳旿<E594B3>𠉛氖<F0A0899B>嘥<EFBFBD><E598A5>𨅯<EFBFBD><F0A885AF>￥ocker<65>砽<EFBFBD>萘<EFBFBD>蝥芸<E89DA5>嚗䔶蛹<E494B6>芣䔉嚗<E49489>𧫴畾萎<E795BE><E8908E><EFBFBD><EFBFBD>嚗匧<E59A97>憭齿<E686AD>敺格<E695BA><E6A0BC>∪<EFBFBD>憭𡁻<E686AD>蝵脣耦<E884A3><E880A6><EFBFBD>撟單<E6929F>餈<EFBFBD>腹<EFBFBD>㮖<EFBFBD>鈭<EFBFBD><E988AD>摰䂿<E691B0><E482BF>啣抅嚗屸<E59A97><E5B1B8>滢<EFBFBD><E6BBA2>芣䔉<E88AA3>典<EFBFBD>㘾<EFBFBD><E398BE>亦<EFBFBD><E4BAA6>暸𠗕<E69AB8>扳<EFBFBD><E689B3>研<EFBFBD>