# AX Copilot 湲곗닠 ?몃???### ?щ궡 AI ?앹궛???뚮옯?????꾪궎?띿쿂?€ ?듭떖 湲곗닠

> **諛쒗몴 ?€??*: ?щ궡 媛쒕컻?€ / AI ?곌뎄?€
> **踰꾩쟾**: v1.6.1 湲곗? (2026??3??
> **諛쒗몴??*: AX?곌뎄??AI?€

---

## 1. AX Copilot ?대??

> **"Alt+Space ??踰덉쑝濡?紐⑤뱺 ?낅Т ?꾧뎄???묎렐?섎뒗 ?щ궡 ?꾩슜 AI ?뚮옯??**

### ??媛€吏€ ?쒗뭹?쇰줈 援ъ꽦

| ?쒗뭹紐?| ??븷 | 二쇱슂 湲곕뒫 |
|--------|------|-----------|
| **AX Commander** | 湲€濡쒕쾶 ?곗쿂 | 紐낅졊 寃€?? ?꾧뎄 ?ㅽ뻾, ?먮룞??|
| **AX Agent** | AI ?€???붿쭊 | Chat / Cowork / Code 3??|
| **AX Copilot** | ?듯빀 ?뚮옯??| ?????쒗뭹 + ?ㅼ젙쨌蹂댁븞 ?듯빀 |

### ???곗뒪?ы깙 ?깆씤媛€? ??2026??AI ?꾧뎄??諛⑺뼢

> **"釉뚮씪?곗? ?덉쓽 AI"?먯꽌 "??PC?먯꽌 吏곸젒 ?€吏곸씠??AI"濡??꾪솚 以?*

2024~2025??AI ?쒕퉬?ㅻ뱾?€ ??梨꾪똿(ChatGPT, Sigmoid.ai)??二쇰쪟?€吏€留?
2026???꾩옱 **二쇱슂 AI 肄붾뵫 ?쒕퉬?ㅺ? 紐⑤몢 ?곗뒪?ы깙 ???곕????ㅼ씠?곕툕**濡??꾪솚?덉뒿?덈떎:

| ?쒕퉬??| ?뺥깭 | 濡쒖뺄 ?뚯씪 ?묎렐 |
|--------|------|:------------:|
| **Claw Code** | ?곕???CLI (?ъ슜??PC?먯꽌 吏곸젒 ?ㅽ뻾) | ???뚯씪 ?쎄린/?곌린/?ㅽ뻾 |
| **Cursor** | ?곗뒪?ы깙 IDE (Electron 湲곕컲) | ???꾨줈?앺듃 ?꾩껜 遺꾩꽍 |
| **Windsurf** | ?곗뒪?ы깙 IDE (VS Code ?ы겕) | ??48?쒓컙 ?먮룞 ?몃뜳??|
| **GitHub Copilot** | VS Code ?뺤옣 ???낅┰ ?먯씠?꾪듃 | ??濡쒖뺄 Git ?곕룞 |
| **Raycast** | ?곗뒪?ы깙 ?곗쿂 (macOS ?ㅼ씠?곕툕) | ???굿룻뙆?셋룻겢由쎈낫???듯빀 |

**怨듯넻 ?⑦꽩**: AI媛€ ?ㅼ젣濡??좎슜?섎젮硫?**?ъ슜?먯쓽 ?ㅼ젣 ?뚯씪???쎄퀬, ?섏젙?섍퀬, ?ㅽ뻾**?댁빞 ?⑸땲??
??釉뚮씪?곗??먯꽌???닿쾬??遺덇??ν븯誘€濡? 紐⑤뱺 ?쒕퉬?ㅺ? ?곗뒪?ы깙/?곕??먮줈 ?대젮?붿뒿?덈떎.

**AX Copilot?€ ???먮쫫???뺤쨷?숈뿉 ?꾩튂?⑸땲??**
- ?뼢截?**?곗뒪?ы깙 ?ㅼ씠?곕툕** ??WPF ?깆씠 OS ?덈꺼?먯꽌 ?뚯씪쨌?꾨줈?몄뒪쨌?대┰蹂대뱶??吏곸젒 ?묎렐
- ?⑨툘 **湲€濡쒕쾶 ?곗쿂** ??Alt+Space ??踰덉쑝濡??대뼡 ???꾩뿉?쒕뱺 利됱떆 ?몄텧
- ?쨼 **?먯씠?꾪듃 ?꾧뎄 52媛?* ???뚯씪 ?쎄린/?곌린, 肄붾뱶 ?ㅽ뻾, Git, 臾몄꽌 ?앹꽦??AI媛€ 吏곸젒 ?섑뻾

### ?듭떖 ?ㅺ퀎 ?먯튃

- ?룫 **?щ궡 ?꾩슜** ???몃? ?쒕쾭 ?섏〈 ?놁쓬, ?붾젅硫뷀듃由??놁쓬
- ?뮶 **濡쒖뺄 ?곗꽑** ??紐⑤뱺 ?곗씠?곕뒗 `%APPDATA%\AxCopilot\`???€??- ?뵏 **蹂댁븞** ??AES-256 ?ㅼ젙 ?뷀샇?? ??났??諛⑹?
- ?벀 **?몄뒪?⑤윭 150MB ?댄븯** ??.NET 8 ?고????댁옣 ?⑥씪 諛고룷

---

## 2. ?꾩껜 ?꾪궎?띿쿂

```
?뚢??€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€????             App.xaml.cs (吏꾩엯??            ???? ?쒕퉬??珥덇린??쨌 ?몃젅???꾩씠肄?쨌 ?꾩뿭 ??愿€由? ???붴??€?€?€?€?€?€?€?р??€?€?€?€?€?€?€?€?€?€?€?€?€?р??€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€??         ??             ???뚢??€?€?€?€?€?€?€?쇄??€?€?€?€?€?€?? ?뚢??€?€?쇄??€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€???? AX Commander  ?? ??      AX Agent           ???? (?곗쿂 WPF)    ?? ?? (Chat / Cowork / Code)  ???붴??€?€?€?€?€?€?€?р??€?€?€?€?€?€?? ?붴??€?€?р??€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€??         ??             ???뚢??€?€?€?€?€?€?€?쇄??€?€?€?€?€?€?€?€?€?€?€?€?€?쇄??€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€????             怨듯넻 ?쒕퉬??怨꾩링                  ???? SettingsService 쨌 LogService 쨌 IndexService  ???? CryptoService 쨌 McpClientService 쨌 LLMRouter ???붴??€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€??```

### 湲곗닠 ?ㅽ깮

| 怨꾩링 | 湲곗닠 |
|------|------|
| UI | WPF (.NET 8), WinForms (?몃젅?? |
| ?몄뼱 | C# 12, XAML |
| ?곗씠??| JSON 吏곷젹??(System.Text.Json) |
| 寃€??| TF-IDF + SQLite (肄붾뱶), ?쇱? ?붿쭊 (?곗쿂) |
| AI | Ollama쨌vLLM (?щ궡), Gemini쨌Sigmoid (?몃? ?듭뀡) |
| ?꾨줈?좎퐳 | MCP (Model Context Protocol) |

---

## 3. AX Commander ???곗쿂 湲곗닠

### ?낅젰 ??寃곌낵 泥섎━ ?뚯씠?꾨씪??
```
?ъ슜???낅젰
    ??    ??CommandResolver (?꾨━?쎌뒪 ?쇱슦??
    ??    ?쒋??€ ?꾨━?쎌뒪 留ㅼ묶 ?€?€??44媛??몃뱾???ㅽ뻾
    ??    = 怨꾩궛湲?   ; ?ㅻ땲??   # ?대┰蹂대뱶
    ??    @ URL 蹂꾩묶  ~ ?대뜑     $ ?대┰蹂대뱶 蹂€??    ??    ! ?뚰겕?ㅽ럹?댁뒪   / ?쒖뒪??紐낅졊
    ??    color쨌date쨌emoji쨌port쨌json쨌encode ??    ??    ?붴??€ ?꾨━?쎌뒪 ?놁쓬 ?€?€??FuzzyEngine
                          (?쒓뎅??珥덉꽦 + ?쇱? 留ㅼ묶)
```

### FuzzyEngine ?듭떖 ?뚭퀬由ъ쬁

```
?낅젰: "?ㅼ젙"
  ??珥덉꽦 異붿텧: "?끹뀍"
  ??LCS(理쒖옣 怨듯넻 遺€遺??섏뿴) 湲곕컲 ?먯닔 怨꾩궛
  ???ъ슜 鍮덈룄 媛€以묒튂 ?곸슜 (UsageRankingService)
  ???뺣젹 ??寃곌낵 諛섑솚
```

### 二쇱슂 ?몃뱾??移댄깉濡쒓렇 (44醫?

| 移댄뀒怨좊━ | ?몃뱾??| 湲곕뒫 |
|----------|--------|------|
| 媛쒕컻 ?꾧뎄 | json, encode, port, color | JSON 寃€利? ?몄퐫?? ?ы듃 議고쉶, ?됱긽 蹂€??|
| ?뚯씪/?쒖뒪??| recent, rename, scaffold, svc | 理쒓렐 ?뚯씪, ?쇨큵 ?대쫫蹂€寃? ?꾨줈?앺듃 ?앹꽦 |
| ?앹궛??| note, snippet, date, stats | 硫붾え, ?ㅻ땲?? ?좎쭨 怨꾩궛, ?띿뒪??遺꾩꽍 |
| UI/?붾㈃ | cap, snap, pick | ?붾㈃ 罹≪쿂, 李?諛곗튂, ?됱긽 異붿텧 |
| ?뚰겕?ㅽ럹?댁뒪 | !, workspace | 22媛??덉씠?꾩썐, ?꾨줈?뚯씪 ?€??蹂듭썝 |

---

## 4. AX Agent ??AI ?€???붿쭊

### ?먯씠?꾪듃 猷⑦봽 (AgentLoopService)

```
?ъ슜??硫붿떆吏€
      ??      ???뚢??€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€????     ?먯씠?꾪듃 猷⑦봽 (諛섎났)    ????                            ???? 1. LLM API ?몄텧            ???? 2. ?묐떟 ?뚯떛               ???? 3. ?꾧뎄 ?몄텧 媛먯?          ???? 4. ?꾧뎄 ?ㅽ뻾               ?귘뾼?€?€?€?€ 52媛??꾧뎄
?? 5. 寃곌낵 ??而⑦뀓?ㅽ듃 異붽?    ???? 6. 紐⑺몴 ?ъ꽦? ??醫낅즺       ???붴??€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€?€??      ??      ??理쒖쥌 ?묐떟 ?ㅽ듃由щ컢 異쒕젰 (SSE)
```

### 3媛??€????쓽 ?뱀꽦

| ??| 紐⑹쟻 | ?쒖뒪???꾨＼?꾪듃 | 二쇱슂 ?꾧뎄 |
|----|------|----------------|-----------|
| **Chat** | ?쇰컲 AI ?€??| 踰붿슜 ?댁떆?ㅽ꽩??| 湲곕낯 ?꾧뎄 |
| **Cowork** | ?낅Т ?먮룞??| 20媛??꾨━???뱁솕 | 臾몄꽌쨌?곗씠???꾧뎄 |
| **Code** | 媛쒕컻 吏€??| 肄붾뵫 ?먯씠?꾪듃 | LSP쨌Git쨌鍮뚮뱶 ?꾧뎄 |

### 而⑦뀓?ㅽ듃 愿€由?
- **?좏겙 異붿젙**: `TokenEstimator` ??CJK 臾몄옄 媛€以묒튂 ?곸슜, ?ㅼ떆媛?鍮꾩슜 ?쒖떆
- **?€???뺤텞**: 而⑦뀓?ㅽ듃 珥덇낵 ??`ContextCondenser`濡??붿빟 ???ъ븬異?- **?€??遺꾧린**: `ParentId` 湲곕컲 ?몃━ 援ъ“, ?고겢由?"?ш린??遺꾧린"

---

## 5. ?꾧뎄 ?앺깭怨???52媛??먯씠?꾪듃 ?꾧뎄

### ?꾧뎄 移댄뀒怨좊━

```
?뚯씪쨌肄붾뱶 (18媛?          臾몄꽌쨌?곗씠??(12媛?
  file_read/write           document_read/write
  directory_list            pptx_create
  search_files              xlsx_analyze
  file_watch                data_pivot
  lsp_goto_definition       template_render
  lsp_find_references       text_summarize
  search_codebase (TF-IDF)  image_analyze

媛쒕컻 (12媛?               ?쒖뒪?쑣룻봽濡쒖꽭??(10媛?
  git_status/diff/commit    process_run
  build_run                 environment_read
  test_generate/run         clipboard_read/write
  code_review               screen_capture
  spawn_agent               notification_show
```

### ?ㅽ궗 ?쒖뒪??(29媛??댁옣 ?щ옒??紐낅졊)

```
/daily-standup   /email-draft    /code-review
/translate       /security-audit /prd-generator
/weekly-report   /refactor       /gen-test
/changelog       /sql-report     /perf-audit ??```

- `*.skill.md` 留덊겕?ㅼ슫 ?뚯씪濡??뺤쓽 (YAML ?꾨줎?몃ℓ??
- `%APPDATA%\AxCopilot\skills\` ?몃? ?대뜑濡??щ퉴???놁씠 異붽?
- Python/Node.js ?고???媛먯? ??怨좉툒 ?ㅽ궗 ?먮룞 ?쒖꽦??
---

## 6. 肄붾뱶 ?명뀛由ъ쟾??湲곗닠

### LSP (Language Server Protocol) ?곕룞

```
?먯씠?꾪듃                  LSP ?쒕쾭
   ??                       ??   ?쒋? lsp_goto_definition ?€?€??OmniSharp (C#)
   ?쒋? lsp_find_references ?€?€??typescript-language-server
   ?붴? lsp_symbols        ?€?€??pyright (Python)
```

**?④낵**: ?띿뒪??寃€?됱씠 ?꾨땶 ?섎? 湲곕컲 肄붾뱶 ?먯깋 ???섏젙 ?뺥솗???€???μ긽

### ?쒕㎤??肄붾뱶 寃€??(TF-IDF ?붿쭊)

```
1. ?꾨줈?앺듃 ?뚯씪 ?몃뜳??      ?붴??€ 諛붿씠洹몃옩 ?좏겕?섏씠?€ + ?ㅽ넲?뚮뱶 ?쒓굅
      ?붴??€ SQLite ?곸냽 ?€??(利앸텇 ?낅뜲?댄듃)

2. 吏덉쓽 ??愿€???뚯씪 ?먮룞 寃€??      ?붴??€ TF-IDF ?먯닔 怨꾩궛 ???곸쐞 N媛?諛섑솚
      ?붴??€ ?먯씠?꾪듃媛€ ?먮룞?쇰줈 愿€??肄붾뱶 ?쎄린
```

### MCP (Model Context Protocol) ?대씪?댁뼵??
- `stdio` + `JSON-RPC 2.0` ?쒖? 援ы쁽
- ?몃? MCP ?쒕쾭???꾧뎄瑜??먯씠?꾪듃 ?꾧뎄濡??먮룞 ?섑븨
- ?щ궡 ?꾩슜 MCP ?쒕쾭留??곌껐 ?덉슜

---

## 7. 蹂댁븞 & ?щ궡 ?섍꼍 ?ㅺ퀎

### ?ㅼ링 蹂댁븞 援ъ“

```
?덉씠??1: ?ㅼ젙 ?뷀샇??  ?붴??€ settings.json ??AES-256-GCM ??settings.dat
  ?붴??€ PC蹂?DPAPI ??議고빀 (?댁떇 遺덇?)

?덉씠??2: ??났??諛⑹? (AntiTamper)
  ?붴??€ ?붾쾭嫄?媛먯?, 由щ쾭???꾧뎄 ?꾨줈?몄뒪 媛먯?
  ?붴??€ ?щ궡 IP ?€???덉쇅 泥섎━ (媛쒕컻 ?섍꼍)

?덉씠??3: 蹂댁븞 媛먯궗 濡쒓렇
  ?붴??€ AuditLogService ??紐⑤뱺 ?꾧뎄 ?몄텧 JSON ?곸냽??  ?붴??€ 媛쒕컻??紐⑤뱶?먯꽌 媛먯궗 濡쒓렇 ?대뜑 ?닿린

?덉씠??4: ?ㅽ뻾 踰붿쐞 ?쒗븳
  ?붴??€ ?몃? HTTP ?몄텧 湲덉? (LLM API ?쒖쇅)
  ?붴??€ ?먭꺽 肄붾뱶 ?ㅽ뻾 湲덉?
  ?붴??€ ?붾젅硫뷀듃由??꾩쟾 李⑤떒
```

### 紐⑤뜽 ?쇱슦???꾨왂

```
吏덈Ц ?좏삎 遺꾨쪟
    ??    ?쒋??€ 肄붾뵫/湲곗닠 ??肄붾뱶 ?뱁솕 紐⑤뜽 (?щ궡 vLLM)
    ?쒋??€ 踰덉뿭/?붿빟 ??寃쎈웾 紐⑤뜽 (Ollama)
    ?붴??€ 蹂듭옟 遺꾩꽍 ???€??紐⑤뜽 (Gemini Pro / Sigmoid)

?대갚 泥섎━: 紐⑤뜽 ?ㅻ쪟 ??FallbackModels ?쒖감 ?쒕룄
```

---

## 8. Phase蹂?媛쒕컻 ?꾪솴

### ?꾨즺??二쇱슂 Phase

| Phase | 踰꾩쟾 | ?듭떖 ?깃낵 |
|-------|------|-----------|
| 2.5~7 | v1.1~1.2 | ?먯씠?꾪듃 猷⑦봽, 21媛??꾧뎄, 留덊겕?ㅼ슫 ?뚮뜑??|
| 8 | v1.5.0 | MCP ?대씪?댁뼵?? 紐⑤뜽 ?대갚, ?€??遺꾧린, ?좏겙 愿€由?|
| 9 | v1.5.0 | LSP ?곕룞, 蹂묐젹 ?먯씠?꾪듃, 肄붾뱶 ?쒕㎤??寃€?? ?대깽???몃━嫄?|
| 10~11 | v1.5.0 | Auto Router, ?먯씠?꾪듃 硫붾え由? ?ㅽ궗 ?쒖뒪?? AI 肄붾뱶 由щ럭 |
| 15 | v1.6.0 | 硫€?고뙣??臾몄꽌 ?앹꽦, 42??2媛??꾧뎄, 29媛??댁옣 ?ㅽ궗 |
| 16 | v1.7.0 | ?뚮옖 紐⑤뱶, 蹂묐젹 ?꾧뎄 ?ㅽ뻾, ?꾨줈?앺듃 洹쒖튃 ?쒖뒪??|

### ?꾩옱 洹쒕え (v1.6.1)

```
?먯씠?꾪듃 ?꾧뎄:  52媛??댁옣 ?ㅽ궗:      29媛?肄붿썙???꾨━??  20媛?吏€??LLM:       4醫?(Ollama 쨌 vLLM 쨌 Gemini 쨌 Sigmoid)
?곗쿂 ?몃뱾??    44媛?吏€???뚮쭏:      10醫?```

---

## 9. 李④린 媛쒕컻 諛⑺뼢 (v1.8~2.0)

### 寃쎌웳 ?쒕퉬???€鍮?濡쒕뱶留?
| 湲곕뒫 | 寃쎌웳 ?쒕퉬??| AX Copilot 怨꾪쉷 |
|------|-------------|-----------------|
| ?먭린 ?깆같 猷⑦봽 | Claw Code Reflexion | **v1.8** ?먭린 ?깆같 ?쒕퉬??|
| ?곸냽 ?묒뾽 湲곗뼲 | Windsurf Memory | **v1.8** Working Memory |
| 硫€?고뙆??Diff | Cursor diff view | **v1.8** ?듯빀 Diff UI |
| HTTP+SSE MCP | Claw Code ?먭꺽 | **v1.8** MCP HTTP ?꾩넚 |
| ?먯씠?꾪듃 ?€ | GitHub Copilot Workspace | **v2.0** ?ㅼ쨷 ?먯씠?꾪듃 |
| ?뚮윭洹몄씤 媛ㅻ윭由?| Raycast Store | **v2.0** 濡쒖뺄 ?덉??ㅽ듃由?|

### ?щ궡 ?섍꼍 ?뱁솕 ?먯튃 ?좎?

- ???몃? ?쒕쾭 ?섏〈 ?놁쓬 ???⑦봽?덈???LLM ?곗꽑
- ???몄뒪?⑤윭 150MB ?댄븯 ?좎?
- ???뚮윭洹몄씤 濡쒖뺄 zip ?ㅼ튂留??덉슜
- ??紐⑤뱺 ?곗씠??濡쒖뺄 ?€??
---

## 10. ?뺣━ 諛?Q&A

### AX Copilot??湲곗닠??李⑤퀎??
```
1. ?꾩쟾 ?ㅽ봽?쇱씤 ?숈옉 媛€??(?щ궡 Ollama/vLLM)
2. 52媛??먯씠?꾪듃 ?꾧뎄 + 29媛??щ옒???ㅽ궗
3. LSP 湲곕컲 ?ㅼ젣 肄붾뱶 ?댄빐 (?띿뒪??寃€???섏? 珥덉썡)
4. MCP ?쒖??쇰줈 ?щ궡 ?쒕쾭 ?먯쑀 ?곌껐
5. AES-256 + DPAPI ?댁쨷 ?뷀샇???ㅼ젙 蹂댁븞
6. ?꾩뿭 ?ロ궎 Alt+Space ???대뼡 ?깆뿉?쒕룄 利됱떆 ?몄텧
```

### ?ν썑 湲곗뿬 諛⑸쾿

- **?ㅽ궗 異붽?**: `*.skill.md` ?뚯씪 ?묒꽦 ??`%APPDATA%\AxCopilot\skills\` 諛곗튂
- **MCP ?쒕쾭**: ?щ궡 ?꾧뎄瑜?MCP ?쒕쾭濡??몄텧 ??AX Copilot?먯꽌 ?먮룞 ?ъ슜
- **?뚮윭洹몄씤**: `IActionHandler` ?명꽣?섏씠??援ы쁽 ??DLL 諛곗튂

---

*諛쒗몴 ?먮즺 ?묒꽦: AX?곌뎄??AI?€ | 臾몄쓽: ?대? 硫붿떊?€*