# AI ?먯씠?꾪듃 湲곗닠 ?숉뼢 ?몃???### 2026??3??| ?쒖옣 議곗궗 쨌 ?쇰Ц 遺꾩꽍 쨌 ?듭떖 湲곗닠 ?댁꽕

> **諛쒗몴 ???*: 湲곗닠?꾩썝
> **諛쒗몴??*: AX?곌뎄??AI?

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## 1. ?쒖옣 ?몃젋????AI 肄붾뵫 ?꾧뎄???꾩옱

### ?곗뾽 ?꾪솚: "??梨꾪똿" ??"?곗뒪?ы깙 ?먯씠?꾪듃"

2024?꾧퉴吏 AI??釉뚮씪?곗? ?덉쓽 梨꾪똿(ChatGPT, Sigmoid.ai)??二쇰쪟??듬땲??
2026???꾩옱, **紐⑤뱺 二쇱슂 ?쒕퉬?ㅺ? ?곗뒪?ы깙/?곕????ㅼ씠?곕툕濡??꾪솚**?덉뒿?덈떎.

```
2024                          2025                          2026
??????????????????????????????????????????????????????????????????
  ??梨꾪똿 ?쒕?                     ?꾪솚湲?                   ?곗뒪?ы깙 ?먯씠?꾪듃 ?쒕?
  ?????????????                  ??????                   ????????????????
  肄붾뱶瑜?蹂듭궗?댁꽌 遺숈뿬?ｊ린         Claw Code 異쒖떆          AI媛 濡쒖뺄 ?뚯씪??  寃곌낵瑜??섎룞?쇰줈 ?곸슜             Cursor ?먯씠?꾪듃 紐⑤뱶       吏곸젒 ?쎄퀬, ?곌퀬, ?ㅽ뻾
  ?뚯씪???낅줈???ㅼ슫濡쒕뱶           Windsurf Cascade          鍮뚮뱶쨌?뚯뒪?맞텴it ?먮룞??  ?ㅽ뻾 ?섍꼍怨??꾩쟾 遺꾨━            GitHub Copilot Agent      ?댁뒋?믪퐫?쒋넂PR ?먮룞??```

**???곗뒪?ы깙?멸??**

| ??AI???쒓퀎 | ?곗뒪?ы깙 AI???대쾿 |
|-------------|-------------------|
| 肄붾뱶瑜?蹂듭궗?댁꽌 遺숈뿬?ｊ린 | **?꾨줈?앺듃 ?꾩껜瑜?AI媛 吏곸젒 ?먯깋** |
| 寃곌낵瑜??섎룞?쇰줈 ?곸슜 | **?뚯씪??AI媛 吏곸젒 ?섏젙** |
| 蹂꾨룄 釉뚮씪?곗? ???꾪솚 | **?곗쿂/?⑥텞?ㅻ줈 利됱떆 ?몄텧** |
| ?ㅽ뻾 ?섍꼍怨?遺꾨━ | **鍮뚮뱶쨌?뚯뒪?맞텴it??AI媛 吏곸젒 ?ㅽ뻾** |

> **?듭떖**: AI媛 ?ㅼ젣 ?앹궛?깆쓣 ?믪씠?ㅻ㈃ **?ъ슜?먯쓽 ?ㅼ젣 ?곗씠?곗뿉 吏곸젒 ?묎렐**?댁빞 ?⑸땲??

### ?쒖옣 洹쒕え? 梨꾪깮瑜?
- 媛쒕컻?먯쓽 **85%媛 AI 肄붾뵫 ?꾧뎄瑜??쇱긽 ?ъ슜** (GitHub Survey 2026)
- ?⑥닚 ?먮룞?꾩꽦 ??**?먯쑉 ?먯씠?꾪듃**濡?鍮좊Ⅴ寃??꾪솚 以?- 二쇱슂 ?뚮젅?댁뼱 媛?**?먯씠?꾪듃 吏??寃쎌웳**???듭떖 ?꾩옣

---

## 2. 二쇱슂 ?쒕퉬???꾪솴怨??ъ??붾떇

### ?쒕퉬?ㅻ퀎 ?ъ???留?
```
                        怨좎닔以 ?먯쑉??                            ??                Claw Code ??        ??Cursor
                            ??                            ??  ??Windsurf
                            ??            GitHub Copilot ?뤴봻
                            ??        ??????????????????? ????????????????????????
        ?곕???湲곕컲           ??          IDE ?듯빀
                            ??                   Raycast ?뤴봻 ??Flow Launcher
                            ??                        ?⑥닚 ?꾧뎄
```

### Claw Code (Sigmoid) ???곕????먯씠?꾪듃??湲곗?

| ?듭떖 湲곕뒫 | ?ㅻ챸 |
|-----------|------|
| **SWE-bench 80.8%** | ?낃퀎 理쒓퀬 ?뚰봽?몄썾???붿??덉뼱留?踰ㅼ튂留덊겕 ?ъ꽦 |
| **?쒕툕?먯씠?꾪듃 10? ?숈떆** | 蹂듭옟???묒뾽??10媛?蹂묐젹 ?먯씠?꾪듃濡?遺꾪븷 ?ㅽ뻾 |
| **Plan Mode** | ?ㅽ뻾 ??怨꾪쉷 ?섎┰ ???ъ슜???뱀씤 ???ㅽ뻾. ?ㅼ닔瑜??ъ쟾??諛⑹? |
| **MCP ?꾨줈?좎퐳** | Model Context Protocol ???몃? ?꾧뎄 ?곌껐 ?쒖? 吏곸젒 ?쒖젙 |
| **Skills** | 留덊겕?ㅼ슫 湲곕컲 ?ъ궗???뚰겕?뚮줈???뺤쓽 |
| **Hooks** | ?꾧뎄 ?ㅽ뻾 ?꾪썑???ъ슜???ㅽ겕由쏀듃瑜??먮룞 ?ㅽ뻾 |
| **1M ?좏겙 而⑦뀓?ㅽ듃** | Opus 4.6 紐⑤뜽濡??洹쒕え 肄붾뱶踰좎씠???꾩껜瑜???踰덉뿉 遺꾩꽍 |

### Cursor ??IDE ?듯빀 ?먯씠?꾪듃???좊몢

| ?듭떖 湲곕뒫 | ?ㅻ챸 |
|-----------|------|
| **硫?고뙆???먯씠?꾪듃** | ?꾨줈?앺듃 ?꾩껜瑜??댄빐?섍퀬 ?щ윭 ?뚯씪???숈떆 ?섏젙 |
| **諛깃렇?쇱슫???먯씠?꾪듃 8媛?* | ?대씪?곕뱶?먯꽌 8媛??먯씠?꾪듃瑜?蹂묐젹 ?ㅽ뻾?섏뿬 ?묒뾽 遺꾩궛 |
| **Tab ?먮룞?꾩꽦** | ?ㅼ쓬 肄붾뱶 ?먮쫫???덉륫 ??Tab ??踰덉쑝濡??뱀씤 |
| **?꾨줈?앺듃 洹쒖튃** | `.cursorrules` ?뚯씪濡??꾨줈?앺듃蹂?AI ?됰룞??而ㅼ뒪?곕쭏?댁쭠 |
| **硫?고뙆??Diff** | 蹂寃쎈맂 紐⑤뱺 ?뚯씪?????붾㈃?먯꽌 ?뚯씪蹂??뚰겕蹂??뱀씤/嫄곕? |
| **?щ떇 硫붾え由?* | ?ъ슜???쇰뱶諛?湲곕컲?쇰줈 肄붾뵫 ?ㅽ??쇱쓣 ?먮룞 ?숈뒿 |
| **LSP ?듯빀** | ?몄뼱 ?쒕쾭 ?꾨줈?좎퐳濡?肄붾뱶 援ъ“瑜??섎? 湲곕컲 遺꾩꽍 |

### GitHub Copilot ??媛쒕컻 ?뚯씠?꾨씪???먮룞??
| ?듭떖 湲곕뒫 | ?ㅻ챸 |
|-----------|------|
| **肄붾뵫 ?먯씠?꾪듃** | ?댁뒋 ?좊떦 ??肄붾뱶 ?묒꽦 ??PR ?앹꽦 ???뚯뒪?멸퉴吏 ?먮룞 ?뚯씠?꾨씪??|
| **?먮룞 PR ?앹꽦** | ?댁뒋 踰덊샇留??좊떦?섎㈃ 肄붾뱶 蹂寃?+ PR???먮룞 ?앹꽦 |
| **諛섎났 ?뚯뒪???섏젙** | ?뚯뒪???ㅽ뙣 ???먯씤 遺꾩꽍 ??肄붾뱶 ?섏젙 ???ъ떎?됱쓣 ?먮룞 諛섎났 |
| **Multi-Agent** | 肄붾뱶由щ럭쨌?뚯뒪?맞룸Ц???묒꽦??媛곴컖 ?꾨떞?섎뒗 ?먯씠?꾪듃 ?묒뾽 |

### Windsurf ??而⑦뀓?ㅽ듃 吏??
| ?듭떖 湲곕뒫 | ?ㅻ챸 |
|-----------|------|
| **Cascade** | 蹂듭옟???묒뾽???④퀎蹂꾨줈 遺꾪빐?섏뿬 硫?곗뒪???먯씠?꾪듃媛 ?ㅽ뻾 |
| **48?쒓컙 ?먮룞 ?몃뜳??* | 肄붾뱶踰좎씠?ㅻ? 48?쒓컙 二쇨린濡??먮룞 遺꾩꽍, 愿???뚯씪???ъ쟾 ?섏쭛 |
| **?곸냽 硫붾え由?* | ?몄뀡???앸굹???댁쟾 ?묒뾽 湲곗뼲???좎?, ?꾨줈?앺듃 而⑦뀓?ㅽ듃 ?꾩쟻 ?숈뒿 |
| **釉뚮씪?곗? ?듯빀** | ???섏씠吏 ?댁슜???먯씠?꾪듃媛 吏곸젒 李몄“?섏뿬 肄붾뱶??諛섏쁺 |

### Raycast ???곗쿂 + AI ?듯빀 (macOS)

| ?듭떖 湲곕뒫 | ?ㅻ챸 |
|-----------|------|
| **1,500+ ?뺤옣 ?앺깭怨?* | 而ㅻ??덊떚 湲곕컲 ?뺤옣 ?꾨줈洹몃옩 ?ㅽ넗??|
| **Auto 紐⑤뜽** | ?묒뾽 ?좏삎???곕씪 GPT/Sigmoid/Gemini 以?理쒖쟻 紐⑤뜽 ?먮룞 ?좏깮 |
| **AI ?ㅻ땲??* | `;email {?섏떊?? {二쇱젣}` ??AI媛 ?대찓??珥덉븞??利됱떆 ?앹꽦 |
| **由ъ튂 ?대┰蹂대뱶** | ?대?吏쨌留곹겕 ?꾨━酉걔룹퐫???섏씠?쇱씠?멸? ?덈뒗 怨좉툒 ?대┰蹂대뱶 |

### ?쒕퉬?ㅻ퀎 湲곕뒫 鍮꾧탳 留ㅽ듃由?뒪

| 湲곕뒫 | Claw Code | Cursor | Copilot | Windsurf | Raycast |
|------|:-----------:|:------:|:-------:|:--------:|:-------:|
| ?먯씠?꾪듃 猷⑦봽 | ??| ??| ??| ??| ??|
| MCP ?꾨줈?좎퐳 | ??| ??| ??| ??| ??|
| ?쒕툕?먯씠?꾪듃 (蹂묐젹) | 10? | 8媛?| ?ㅼ쨷 | ??| ??|
| Plan Mode | ??| ??| ??| ??| ??|
| LSP 肄붾뱶 遺꾩꽍 | ?먯껜 | ??| ??| ??| ??|
| ?먯씠?꾪듃 硫붾え由?| ??| ??| ??| ??| ??|
| ?꾨줈?앺듃 洹쒖튃 | ??| ??| ??| ??| ??|
| ?먮룞 ?뚯뒪???섏젙 | ??| ??| ??| ??| ??|
| ?곗쿂 ?듯빀 | ??| ??| ??| ??| ??|
| ?ㅽ봽?쇱씤 ?숈옉 | ??| ??| ??| ??| ??|

---

## 3. ?듭떖 湲곗닠 媛쒖슂 ???먯씠?꾪듃瑜?援ъ꽦?섎뒗 7? 異?
Agentic Coding Survey (arXiv 2025)??AI 肄붾뵫 ?먯씠?꾪듃??湲곗닠 吏?뺤쓣 **7? 異?*?쇰줈 ?뺣━?⑸땲??

| # | 湲곗닠 異?| ?듭떖 吏덈Ц | ????쒕퉬??|
|---|---------|-----------|-------------|
| 1 | **怨꾪쉷 (Planning)** | ?대뼡 ?쒖꽌濡??묒뾽??寃껋씤媛? | Claw Code Plan Mode |
| 2 | **?꾧뎄 ?ъ슜 (Tool Use)** | ?뚯씪쨌寃?됀룸퉴?쒕? ?대뼸寃??몄텧?섎뒗媛? | ?꾩껜 (Function Calling) |
| 3 | **硫붾え由?(Memory)** | ?댁쟾 ?묒뾽???대뼸寃?湲곗뼲?섎뒗媛? | Windsurf, Cursor |
| 4 | **?깆같 (Reflection)** | ?ㅽ뙣瑜??대뼸寃?遺꾩꽍?섍퀬 ?ъ떆?꾪븯?붽?? | Claw Code |
| 5 | **?묒뾽 (Multi-Agent)** | ?щ윭 ?먯씠?꾪듃媛 ?대뼸寃?遺꾩뾽?섎뒗媛? | GitHub Copilot, Claw Code |
| 6 | **寃??(Retrieval)** | 愿??肄붾뱶瑜??대뼸寃?李얜뒗媛? | Cursor, Windsurf |
| 7 | **寃利?(Verification)** | 寃곌낵媛 留욌뒗吏 ?대뼸寃??뺤씤?섎뒗媛? | GitHub Copilot |

?댄븯 ?뱀뀡?먯꽌 媛?湲곗닠??**?숈닠 洹쇨굅, ?묐룞 ?먮━, ?곸슜 ?쒕퉬?? ?④낵**瑜??ㅻ챸?⑸땲??

---

## 4. 湲곗닠蹂??곸꽭

### 4-1. Function Calling ???먯씠?꾪듃??"?먭낵 諛?

**媛쒕뀗**: LLM? ?띿뒪?몃쭔 異쒕젰?????덉뒿?덈떎. ?뚯씪???쎄굅??肄붾뱶瑜??ㅽ뻾?섎뒗 寃껋? 遺덇??ν빀?덈떎.
Function Calling? LLM??**"???꾧뎄瑜????뚮씪誘명꽣濡??몄텧?댁쨾"?쇰뒗 ?붿껌?쒕? JSON?쇰줈 異쒕젰**?섎㈃, ?깆씠 ?ㅼ젣濡??ㅽ뻾?섎뒗 援ъ“?낅땲??

```
?뚢??????????????????????????????????????????????? ??????LLM                              ????    ?ъ슜??硫붿떆吏 + ?꾧뎄 紐⑸줉 (JSON Schema) ????    "??以묒뿉 ??寃??덉쑝硫?JSON?쇰줈 異쒕젰??  ???붴?????????????????р????????????????????????????                 ???뚢??????????????????????????????????????????????? ??LLM ???띿뒪??異쒕젰 (?닿쾶 ?꾨?)           ????    { "tool": "file_write",               ????      "arguments": { "path": "report.html",????        "content": "<h1>蹂닿퀬??/h1>..."    ????      }                                   ????    }                                     ????    ???닿쾬??洹몃깷 ?띿뒪?? ?ㅼ젣 ?뚯씪??留뚮뱺  ????      嫄??꾨떂.                             ???붴?????????????????р????????????????????????????                 ???뚢??????????????????????????????????????????????? ???????ㅼ젣 ?ㅽ뻾                         ????    1. JSON ?뚯떛                          ????    2. File.WriteAllText() ?ㅽ뻾           ????    3. 寃곌낵瑜??ㅼ떆 LLM?먭쾶 ?꾨떖            ????    4. LLM???ㅼ쓬 ?됰룞 寃곗젙               ???붴?????????????????????????????????????????????```

**?낃퀎 ?쒖?**: OpenAI, Sigmoid, Google, Ollama ??**紐⑤뱺 LLM API**媛 ?숈씪??諛⑹떇.
"Function Calling" ?먮뒗 "Tool Use"?쇨퀬 遺덈━硫? 2024???댄썑 ?먯씠?꾪듃???듭떖 ?명봽??

| LLM ?쒕퉬??| ?꾧뎄 ?몄텧 諛⑹떇 |
|-----------|--------------|
| Ollama / vLLM | OpenAI ?명솚 tools ?뚮씪誘명꽣 |
| Gemini | functionDeclarations |
| Sigmoid | tool_use 釉붾줉 |

**紐⑤뜽 ?깅뒫???곕Ⅸ 李⑥씠**: ?꾧뎄 ?몄텧? LLM???щ컮瑜?JSON??異쒕젰?댁빞 ?섎?濡?紐⑤뜽 ?깅뒫???섏〈?⑸땲??

| 紐⑤뜽 ?섏? | ?꾧뎄 ?몄텧 ?뺥솗??| ?덉떆 |
|----------|:---:|------|
| ???紐⑤뜽 | ???뺥솗 | Sigmoid Opus, GPT-4, Gemini Pro |
| 以묓삎 紐⑤뜽 | ?좑툘 ?遺遺?OK | Gemini Flash, Qwen-30B |
| 寃쎈웾 紐⑤뜽 | ??醫낆쥌 ?ㅽ뙣 | Gemini Flash Lite, ?뚰삎 濡쒖뺄 紐⑤뜽 |

**愿???쇰Ц**: SWE-Agent v2 (Yang et al., Princeton 2025) ??**Agent-Computer Interface (ACI)** ?ㅺ퀎

---

### 4-2. Plan Mode ??怨꾪쉷 ???ㅽ뻾

**媛쒕뀗**: ?먯씠?꾪듃媛 ?꾧뎄瑜?利됱떆 ?ㅽ뻾?섏? ?딄퀬, **癒쇱? 援ъ“?붾맂 ?ㅽ뻾 怨꾪쉷???앹꽦 ???ъ슜?먭? 寃???섏젙/?뱀씤 ???뱀씤 ???ㅽ뻾**?섎뒗 ?⑦꽩.

```
?ъ슜???붿껌: "?몄쬆 紐⑤뱢??JWT濡?援먯껜?댁쨾"
     ??     ???뚢? 怨꾪쉷 ?섎┰ (?꾧뎄 ?몄텧 李⑤떒) ?????????????????? 1. ?꾩옱 ?몄쬆 濡쒖쭅 遺꾩꽍 (grep, file_read)  ???? 2. JWT ?쇱씠釉뚮윭由??ㅼ튂 (process)          ???? 3. ?좏겙 ?앹꽦/寃利?紐⑤뱢 ?묒꽦 (file_write)  ???? 4. 湲곗〈 ?몄뀡 濡쒖쭅 援먯껜 (file_edit)        ???? 5. ?⑥쐞 ?뚯뒪???묒꽦 諛??ㅽ뻾 (test_loop)   ???? 6. Git 而ㅻ컠 (git_tool)                   ???붴?????????????????р????????????????????????????                 ??         [?뱀씤] [?섏젙] [痍⑥냼]   ???ъ슜??寃??                 ??                 ???뱀씤
         怨꾪쉷?濡??쒖감 ?ㅽ뻾
```

**???꾩슂?쒓??** ??FeatureBench (Sigmoid 2025)

| 踰ㅼ튂留덊겕 | AI ?깅뒫 | ?섎? |
|----------|:------:|------|
| SWE-bench (踰꾧렇 ?섏젙) | **80%+** | ?먯씠?꾪듃媛 留ㅼ슦 ?섑븯???곸뿭 |
| FeatureBench (?좉린??援ы쁽) | **11~12%** | ?먯씠?꾪듃媛 ?꾩쭅 ?대젮???곸뿭 |

> ?먯씠?꾪듃??**"湲곗〈 肄붾뱶 ?섏젙"? ?섑븯吏留?"?덈줈??湲곕뒫 ?ㅺ퀎"???멸컙 媛먮룆???꾩닔**.
> Plan Mode?????쒓퀎瑜??몄젙?섍퀬 **?멸컙-猷⑦봽(Human-in-the-Loop)** 瑜??꾩젣濡??ㅺ퀎???⑦꽩.

**?곸슜 ?쒕퉬??*: Claw Code (Plan Mode), GitHub Copilot Workspace

---

### 4-3. Reflexion ???ㅽ뙣?먯꽌 諛곗슦???먯씠?꾪듃

**?쇰Ц**: Reflexion: Language Agents with Verbal Reinforcement Learning (Shinn et al., NeurIPS 2023)

**?듭떖 ?꾩씠?붿뼱**: ?먯씠?꾪듃媛 ?ㅽ뙣?섎㈃ **"???ㅽ뙣?덈뒗吏" ?먯뿰?대줈 援ъ“?붾맂 ?깆같臾몄쓣 ?앹꽦**?섍퀬, ?대? 硫붾え由ъ뿉 ??ν븯???ㅼ쓬 ?쒕룄???쒖슜?⑸땲??

```
?먯씠?꾪듃 ?ㅽ뻾
     ??     ???ㅽ뻾 寃곌낵 愿李?     ??     ?쒋?? ?깃났 ???꾨즺
     ??     ?붴?? ?ㅽ뙣 ??援ъ“?붾맂 ?먭린 ?깆같 (Self-Reflection)
                   ??                   ?? "?뚯씪 寃쎈줈瑜??곷?寃쎈줈濡?吏?뺥뻽?쇰굹 ?묒뾽 ?대뜑媛
                   ??  ?ㅻⅨ ?꾩튂??? ?ㅼ쓬?먮뒗 ?덈? 寃쎈줈瑜??ъ슜?섍굅??                   ??  癒쇱? ?꾩옱 ?묒뾽 ?붾젆?곕━瑜??뺤씤?댁빞 ?쒕떎."
                   ??                   ??              ?깆같 寃곌낵瑜?硫붾え由ъ뿉 ???                   ??                   ??              ?ㅼ쓬 ?쒕룄???깆같 寃곌낵 二쇱엯 ???ъ떆??```

**?④낵**:

| 踰ㅼ튂留덊겕 | ?쇰컲 ?먯씠?꾪듃 | Reflexion ?곸슜 | ?μ긽 |
|----------|:-----------:|:-------------:|:----:|
| HumanEval (Python) | 80.1% | **91.0%** | +10.9% |
| MBPP (Python) | 72.4% | **77.1%** | +4.7% |
| AlfWorld (?묒뾽 ?섑뻾) | 75% | **97%** | +22% |

**?듭떖 李⑥씠**: 湲곗〈???⑥닚 ?ъ떆??媛숈? ?꾨＼?꾪듃濡??ㅼ떆 ?ㅽ뻾)? ?щ━, **?ㅽ뙣 ?먯씤??遺꾩꽍???띿뒪?몃? ?ㅼ쓬 ?꾨＼?꾪듃??異붽?**?섏뿬 媛숈? ?ㅼ닔瑜?諛섎났?섏? ?딆쓬.

**?곸슜 ?쒕퉬??*: Claw Code (?먮윭 ???먮룞 ?깆같), GitHub Copilot (諛섎났 ?섏젙 猷⑦봽)

---

### 4-4. Agent-Computer Interface (ACI) ??LLM???꾪븳 ?꾧뎄 ?ㅺ퀎

**?쇰Ц**: SWE-Agent: Agent-Computer Interfaces Enable Automated Software Engineering (Yang et al., Princeton 2024-2025)

**?듭떖 ?꾩씠?붿뼱**: ?먯씠?꾪듃???깅뒫? LLM 紐⑤뜽 ?먯껜蹂대떎 **LLM???ъ슜?섎뒗 ?꾧뎄???ㅺ퀎**???ш쾶 醫뚯슦?⑸땲?? ?щ엺???꾪븳 UI(GUI)媛 ?꾨땶, **LLM???꾪빐 理쒖쟻?붾맂 ?꾧뎄 ?명꽣?섏씠??ACI)** 瑜??ㅺ퀎?댁빞 ?⑸땲??

**ACI ?ㅺ퀎 ?먯튃**:

| ?먯튃 | ?섏걶 ?ㅺ퀎 | 醫뗭? ?ㅺ퀎 (ACI) |
|------|----------|----------------|
| 異쒕젰 媛꾧껐??| `ls -la` ?꾩껜 異쒕젰 (?섎갚 以? | ?꾩슂???뺣낫留?援ъ“?뷀븯??諛섑솚 |
| 紐낇솗???뚮씪誘명꽣 | 蹂듭옟???뚮옒洹?議고빀 | JSON Schema濡??뺤쓽??紐낇솗???뚮씪誘명꽣 |
| ?먮윭 硫붿떆吏 | ?ㅽ깮 ?몃젅?댁뒪 ?꾩껜 | ?먯씤 + ?닿껐 諛⑸쾿????以꾨줈 ?붿빟 |
| ?곹깭 ?쇰뱶諛?| "?꾨즺" | "3媛??뚯씪 ?섏젙, ?뚯뒪??5/5 ?듦낵" |

**?④낵**: ?숈씪??LLM 紐⑤뜽?대씪??ACI瑜????ㅺ퀎?섎㈃ SWE-bench?먯꽌 **12~23%p ?깅뒫 ?μ긽**.

**?곸슜 ?쒕퉬??*: Claw Code (而ㅼ뒪? CLI ?꾧뎄), SWE-Agent (?꾩슜 ?꾧뎄 ??

---

### 4-5. CodeAct ??肄붾뱶濡??됰룞?섎뒗 ?먯씠?꾪듃

**?쇰Ц**: CodeAct: Code Actions for Multi-Turn Agent Interactions (Wang et al., 2024)

**?듭떖 ?꾩씠?붿뼱**: ?먯씠?꾪듃???됰룞(Action)??JSON ?꾧뎄 ?몄텧 ???**?ㅽ뻾 媛?ν븳 肄붾뱶**濡??쒗쁽?⑸땲??

```
?쇰컲 ?꾧뎄 ?몄텧 (JSON)                    CodeAct (肄붾뱶)
??????????????????                      ??????????????
{"tool": "search",                      import os
 "args": {"query": "auth"}}             results = []
                                        for f in os.listdir('src'):
{"tool": "file_read",                       if 'auth' in f.lower():
 "args": {"path": "src/auth.py"}}               with open(f'src/{f}') as fh:
                                                    results.append(fh.read())
??2踰덉쓽 ?꾧뎄 ?몄텧 ?꾩슂                    ??1踰덉쓽 肄붾뱶 ?ㅽ뻾?쇰줈 蹂듭옟??濡쒖쭅 ?쒗쁽
```

**?④낵**: 硫?고꽩 ??붿뿉???묒뾽 ?깃났瑜?**20%+ ?μ긽**. 蹂듭옟??議곌굔 遺꾧린, 諛섎났, ?덉쇅 泥섎━瑜???踰덉뿉 ?쒗쁽?????덉뼱 ?꾧뎄 ?몄텧 ?잛닔媛 以꾧퀬 ?뺥솗?꾧? ?щ씪媛?

**?곸슜 ?쒕퉬??*: Claw Code (bash ?꾧뎄), OpenCode, Aider (肄붾뱶 ?ㅽ뻾 ?먯씠?꾪듃)

---

### 4-6. ?먯씠?꾪듃 硫붾え由????몄뀡???섏뼱??湲곗뼲?섎뒗 AI

**媛쒕뀗**: ??붽? ?앸굹硫?紐⑤뱺 臾몃㎘???щ씪吏??湲곗〈 LLM怨??щ━, **?꾨줈?앺듃 ?섎챸 二쇨린 ?꾩껜??嫄몄퀜 ?숈뒿???댁슜???좎?**?섎뒗 援ъ“.

```
?몄뀡 1: "???꾨줈?앺듃??camelCase瑜??곌퀬, ?뚯뒪?몃뒗 Jest瑜??ъ슜?⑸땲??
                ??                ??????몄뀡 2: (????? AI媛 ?먮룞?쇰줈 camelCase + Jest ?ㅽ??쇰줈 肄붾뱶 ?묒꽦
                ??                ???꾩쟻
?몄뀡 N: ?꾨줈?앺듃???꾪궎?띿쿂, 愿濡, ?섏궗寃곗젙 ?대젰??紐⑤몢 湲곗뼲
```

**硫붾え由?怨꾩링** (CrewAI/LangChain ?곌뎄 湲곕컲):

| 怨꾩링 | ??븷 | ?덉떆 |
|------|------|------|
| **?④린 湲곗뼲** | ?꾩옱 ??붿쓽 ?꾧뎄 ?몄텧 ?대젰 | "諛⑷툑 auth.py瑜??쎌뿀?쇰땲 ?ㅼ떆 ???쎌뼱???? |
| **?먰뵾?뚮뱶 湲곗뼲** | 怨쇨굅 ?묒뾽???깃났/?ㅽ뙣 寃쏀뿕 | "吏?쒕쾲?????⑦꽩?쇰줈 ?섎땲源?鍮뚮뱶 ?ㅽ뙣?덉뿀?? |
| **?곸냽 湲곗뼲** | ?꾨줈?앺듃 洹쒖튃, 肄붾뵫 愿濡 | "???꾨줈?앺듃????긽 ESLint瑜??듦낵?댁빞 ?? |

**?곸슜 ?쒕퉬??*: Windsurf (?곸냽 硫붾え由?, Cursor (?щ떇 硫붾え由?, Claw Code (Sigmoid.md ?꾨줈?앺듃 ?뚯씪)

---

### 4-7. MCP (Model Context Protocol) ???꾧뎄 ?곌껐 ?쒖?

**?쒖젙**: Sigmoid (2025??12??

**媛쒕뀗**: LLM ?먯씠?꾪듃媛 ?몃? ?꾧뎄/?쒕퉬?ㅼ뿉 ?묎렐?섎뒗 **?쒖? ?꾨줈?좎퐳**.
媛??쒕퉬?ㅻ쭏???ㅻⅨ ?곕룞 諛⑹떇???곕뒗 ??? **?섎굹???쒖??쇰줈 ?듭씪**.

```
?뚢????????????????   JSON-RPC 2.0     ?뚢?????????????????? AI ?먯씠?꾪듃  ???꾟????????????????????? MCP ?쒕쾭 A  ?? (JIRA)
?? (MCP ?대씪?댁뼵?? ??                 ??             ????             ???꾟????????????????????? MCP ?쒕쾭 B  ?? (Slack)
??             ??                    ??             ????             ???꾟????????????????????? MCP ?쒕쾭 C  ?? (DB 議고쉶)
?붴????????????????                    ?붴????????????????       ??       ?쒋?? ?쒕쾭???꾧뎄(tools) 紐⑸줉 ?먮룞 諛쒓껄
       ?쒋?? ?먯씠?꾪듃 ?꾧뎄濡??먮룞 ?섑븨 (LLM?먭쾶 援щ텇 ?놁씠 ?몄텧)
       ?붴?? LLM???댁옣 ?꾧뎄? ?숈씪?섍쾶 ?몄텧
```

**LLM ?낆옣?먯꽌**: ?댁옣 ?꾧뎄? MCP ?꾧뎄??援щ텇???놁뒿?덈떎.

```
?꾧뎄 紐⑸줉 (LLM?먭쾶 ?꾨떖):
  file_read       ???댁옣
  file_write      ???댁옣        LLM? ??援щ텇??  jira_search     ??MCP         紐⑤쫭?덈떎.
  slack_send      ??MCP         洹몃깷 紐⑸줉?먯꽌
  db_query        ??MCP         怨⑤씪???몄텧??肉?
```

**?낃퀎 梨꾪깮**: Claw Code, Cursor, GitHub Copilot, OpenCode ??紐⑤뱺 二쇱슂 ?쒕퉬?ㅺ? 吏??

---

### 4-8. LSP (Language Server Protocol) ???섎? 湲곕컲 肄붾뱶 遺꾩꽍

**?쒖젙**: Microsoft

**媛쒕뀗**: ?띿뒪??寃??grep)???꾨땶 **肄붾뱶???섎? 援ъ“**瑜?湲곕컲?쇰줈 遺꾩꽍.

```
?띿뒪??寃??(grep)                     LSP 湲곕컲 遺꾩꽍
??????????????????                    ??????????????
"authenticate" 湲???ы븿 以?諛섑솚        ?⑥닔 ?뺤쓽 ?꾩튂 ?뺥솗??諛섑솚
??二쇱꽍/臾몄옄?댁뿉 ?덈뒗 寃껊룄 ?ы븿          ??"???⑥닔瑜??몄텧?섎뒗 怨? 紐⑸줉
???숈쓽??"auth", "login") ?꾨씫         ????? ?쒓렇?덉쿂, 李몄“ 愿怨?遺꾩꽍
???몄씠利덇? 留롮쓬                        ???뺥솗???믪쓬
```

**?곸슜 ?쒕퉬??*: Cursor (OmniSharp, pyright ??, GitHub Copilot, Windsurf

---

### 4-9. Multi-Agent ????븷 湲곕컲 ?먯씠?꾪듃 ?

**媛쒕뀗**: ?⑥씪 ?먯씠?꾪듃 ???**??븷???ㅻⅨ ?щ윭 ?먯씠?꾪듃媛 硫붿떆吏瑜?二쇨퀬諛쏆쑝硫??묒뾽**.

```
?뚢????????????????????????????????????????????? ?ㅼ??ㅽ듃?덉씠??(Orchestrator)            ???? "JWT ?몄쬆 紐⑤뱢濡?援먯껜?댁쨾"              ????                                        ???? ?뚢?????????????뚢?????????????뚢???????????????? ??肄붾뱶 ?묒꽦 ?????뚯뒪??  ????肄붾뱶 由щ럭?????? ???먯씠?꾪듃  ?????먯씠?꾪듃  ?????먯씠?꾪듃  ?????? ?붴??????р???????붴?????р????????붴?????р???????????       ???묒꽦 ?꾨즺  ???뚯뒪???ㅽ뙣 ??由щ럭   ????       ?붴?????????? ???꾟???????? ??       ????                   ??                    ????             ?섏젙 ???ы뀒?ㅽ듃 ???듦낵       ???붴???????????????????????????????????????????```

**?곸슜 ?쒕퉬??*: Claw Code (?쒕툕?먯씠?꾪듃 10?), Cursor (諛깃렇?쇱슫???먯씠?꾪듃 8媛?, GitHub Copilot (Multi-Agent)

---

## 5. 援ы쁽 諛⑸쾿 ???먯씠?꾪듃???ㅽ뻾 援ъ“

### ?먯씠?꾪듃 猷⑦봽 (Agent Loop)

紐⑤뱺 AI 肄붾뵫 ?먯씠?꾪듃???듭떖 ?꾪궎?띿쿂??**?숈씪??諛섎났 猷⑦봽**?낅땲??

```
?ъ슜???붿껌
     ??     ???뚢???????????????????????????????????????????? 諛섎났 (理쒕? N??:                       ????                                       ????   ??LLM?먭쾶 ?꾩넚                      ????      (?ъ슜??硫붿떆吏 + ?꾧뎄 紐⑸줉 + ?대젰) ????                                       ????   ??LLM ?묐떟 ?섏떊                     ????      ?쒋?? ?띿뒪?몃쭔 ??醫낅즺 (理쒖쥌 ?듬?)   ????      ?붴?? ?꾧뎄 ?몄텧 JSON ????쑝濡?      ????                                       ????   ???꾧뎄 ?ㅽ뻾                         ????      쨌 寃쎈줈 寃利?(?묒뾽 ?대뜑 ??)       ????      쨌 沅뚰븳 ?뺤씤 (Ask/Auto/Deny)      ????      쨌 李⑤떒 ?뺤옣??寃??              ????      쨌 ?ㅽ뻾 ??寃곌낵瑜??대젰??異붽?       ????                                       ????   ??寃곌낵瑜??ㅼ떆 ?좊줈 (?ㅼ쓬 諛섎났)       ????                                       ???? ?덉쟾?μ튂:                              ????   쨌 理쒕? 諛섎났 ?잛닔 ?쒗븳               ????   쨌 ?곗냽 ?ㅻ쪟 ???먮룞 以묐떒            ????   쨌 痍⑥냼 ?좏겙?쇰줈 ?ъ슜??以묐떒 吏??    ???붴??????????????????????????????????????????```

### ?ㅽ궗 ?쒖뒪?????낅Т 吏?쒖꽌

?ㅽ궗? **LLM?먭쾶 二쇰뒗 ?낅Т 吏?쒖꽌**?낅땲?? `.skill.md` ?뚯씪 ?섎굹濡??뺤쓽?⑸땲??

```yaml
---
name: report-writer
label: 蹂닿퀬???묒꽦
allowed-tools:           # ???ㅽ궗???ъ슜?????덈뒗 ?꾧뎄瑜??쒗븳
  - file_read
  - folder_map
  - html_create
---
## 吏?쒖궗??1. ?묒뾽 ?대뜑???곗씠???뚯씪??癒쇱? ?뺤씤?섏꽭??2. ?듭떖 吏?쒕? 異붿텧?섏꽭??3. ?꾨Ц?곸씤 蹂닿퀬?쒕? HTML濡??묒꽦?섏꽭??```

> ?ㅽ궗? ?꾧뎄瑜?異붽??섍굅????젣????**?놁뒿?덈떎**. "LLM ?쒖뒪???꾨＼?꾪듃"濡쒕쭔 ?묐룞?섎ŉ, ?ㅼ젣 ?꾧뎄 紐⑸줉? ?깆씠 愿由ы빀?덈떎. ?곕씪???낆꽦 ?ㅽ궗??濡쒕뱶?대룄 **?깆쓽 蹂댁븞 寃쎄퀎瑜??섏쓣 ???놁뒿?덈떎**.

**?쒖?**: Sigmoid??**SKILL.md** ?ㅽ뵂 ?щ㎎(agentskills.io)???쒖젙?섏뿬 ?ㅽ궗 ?명솚?깆쓣 ?쒖???

---

## 6. ?ъ슜???곗씠??蹂댄샇

### ?몃? ?쒕퉬?ㅼ쓽 蹂댁븞 援ъ“

| ?쒕퉬??| ?ㅽ뻾 ?섍꼍 | 寃⑸━ 諛⑹떇 | ?꾪뿕 ?붿냼 |
|--------|-----------|-----------|-----------|
| **Claw Code** | ?곕???(濡쒖뺄 PC) | ?놁쓬 | ?섎せ??`rm -rf` ?ㅽ뻾 媛??|
| **Cursor** | IDE ?댁옣 | ?꾨줈?앺듃 ?대뜑 ?쒖젙 | ?곕???紐낅졊? ?쒗븳 ?놁쓬 |
| **Devin / Codex** | **Docker 而⑦뀒?대꼫** | ?꾩쟾 寃⑸━ | 而⑦뀒?대꼫 諛??묎렐 遺덇? |
| **GitHub Copilot Workspace** | **?대씪?곕뱶 VM** | ?쒕쾭 寃⑸━ | 濡쒖뺄 ?뚯씪 ?묎렐 ?먯껜 遺덇? |

> **??Docker?**: ?곕????먯씠?꾪듃(Claw Code)??`rm -rf /`, `curl | bash` 媛숈? ?꾪뿕 紐낅졊??LLM???ㅽ뻾?????덉뒿?덈떎. Devin/Codex???대? ?닿껐?섍린 ?꾪빐 Docker 而⑦뀒?대꼫 ?덉뿉?쒕쭔 肄붾뱶瑜??ㅽ뻾?⑸땲??

### ?щ궡 ?섍꼍?먯꽌??蹂댁븞 ?먯튃

?щ궡?먯꽌 AI ?먯씠?꾪듃瑜??댁쁺?섎젮硫?Docker ???**???덈꺼?먯꽌 3以?諛⑹뼱**媛 ?꾩슂?⑸땲??

```
諛⑹뼱 ?? ?뚰겕?ㅽ럹?댁뒪 寃⑸━
??????????????????????
  ?ъ슜??PC ?꾩껜 ?붿뒪??  ?쒋?? C:\Windows\              ???슟 李⑤떒
  ?쒋?? C:\Program Files\        ???슟 李⑤떒
  ?쒋?? C:\Users\...\AppData\    ???슟 李⑤떒
  ?붴?? D:\Projects\MyProject\   ?????묒뾽 ?대뜑 (?ъ슜??吏??
      ?붴?? AI媛 ?쎄퀬 ?????덈뒗 ?좎씪???곸뿭

諛⑹뼱 ?? ?뚯씪 ?묎렐 ?숈쓽 (3?④퀎 沅뚰븳)
??????????????????????????????
  쨌 Ask  ???뚯씪?????뚮쭏???ъ슜???뺤씤 ?앹뾽
  쨌 Auto ???묒뾽 ?대뜑 ???먮룞 ?덉슜 (?숇젴?먯슜)
  쨌 Deny ??紐⑤뱺 ?뚯씪 ?섏젙 李⑤떒 (?쎄린留??덉슜)

諛⑹뼱 ?? ??젣 ?꾧뎄 ?먯껜媛 ?놁쓬
????????????????????????????
  쨌 file_read (?쎄린) ??  쨌 file_write (?앹꽦/??뼱?곌린) ??  쨌 file_edit (遺遺??섏젙) ??  쨌 file_delete ???꾧뎄 ?먯껜媛 議댁옱?섏? ?딆쓬 ??  쨌 .exe, .dll, .sys ???ㅽ뻾 ?뚯씪 ?앹꽦 李⑤떒
```

> **?ㅺ퀎 ?먯튃**: LLM??"???뚯씪 ??젣???쇨퀬 ?먮떒?대룄, ?ㅽ뻾???꾧뎄媛 ?놁쑝誘濡?**臾쇰━?곸쑝濡???젣 遺덇???*.

---

## 7. 寃곕줎 ??湲곗닠 諛⑺뼢 ?쒖떆

### 2026??10? 湲곗닠 ?숉뼢 ?붿빟

| # | ?숉뼢 | 洹쇨굅 | ?곹뼢??|
|---|------|------|:------:|
| 1 | **?곗뒪?ы깙 ?ㅼ씠?곕툕 ?꾪솚** | Claw Code쨌Cursor쨌Windsurf 紐⑤몢 濡쒖뺄 ?ㅽ뻾 | ?끸쁾??|
| 2 | **?먯쑉 ?먯씠?꾪듃 ?꾪솚** | ?먮룞?꾩꽦 ???댁뒋?믪퐫?쒋넂PR ?먮룞???뚯씠?꾨씪??| ?끸쁾??|
| 3 | **怨꾪쉷 ???ㅽ뻾 (Human-in-the-Loop)** | FeatureBench 11% ???멸컙 媛먮룆 ?꾩닔 ?몄떇 ?뺤궛 | ?끸쁾??|
| 4 | **?깆같 猷⑦봽 (Reflexion)** | NeurIPS 2023 ???ㅽ뙣 遺꾩꽍?믪옱?쒕룄濡??뺥솗??91% | ?끸쁾??|
| 5 | **硫???먯씠?꾪듃 ?묒뾽** | Claw Code 10?, Cursor 8媛?蹂묐젹 ?ㅽ뻾 | ?끸쁾??|
| 6 | **?곸냽 硫붾え由?* | ?몄뀡?믫봽濡쒖젥???섎챸 ?꾩껜 湲곗뼲 ?좎? | ?끸쁾??|
| 7 | **?쒖? ?꾨줈?좎퐳 (MCP, LSP)** | Sigmoid MCP ?쒖젙, ???쒕퉬??梨꾪깮 | ?끸쁾??|
| 8 | **ACI ?꾧뎄 ?ㅺ퀎** | SWE-Agent ???꾧뎄 ?ㅺ퀎留뚯쑝濡?12~23%p ?깅뒫 李⑥씠 | ?끸쁾??|
| 9 | **?곗쿂 + AI ?듯빀** | Raycast ???⑥텞?ㅻ줈 AI 利됱떆 ?몄텧 | ?끸쁿??|
| 10 | **?ㅽ봽?쇱씤 AI** | ?ㅽ듃?뚰겕 ?놁씠 濡쒖뺄 紐⑤뜽濡?湲곕낯 ?묒뾽 泥섎━ | ?끸쁿??|

### ?듭떖 硫붿떆吏

```
??AI 肄붾뵫 ?꾧뎄媛 "蹂댁“ ?꾧뎄"?먯꽌 "?먯쑉 ?먯씠?꾪듃"濡??꾪솚?섏뿀?듬땲??
???먯씠?꾪듃???듭떖 湲곗닠(怨꾪쉷쨌?꾧뎄쨌硫붾え由?룹꽦李걔룻삊??? ?숈닠?곸쑝濡?寃利앸릺?덉뒿?덈떎.
??洹몃윭??FeatureBench 11%媛 蹂댁뿬二쇰벏, ?멸컙 媛먮룆? ?ъ쟾???꾩닔?낅땲??
???щ궡 ?섍꼍?먯꽌???곗씠??蹂댄샇(?뚰겕?ㅽ럹?댁뒪 寃⑸━, 沅뚰븳 ?쒖뼱)媛 ?꾩젣 議곌굔?낅땲??
????湲곗닠?ㅼ쓣 ?щ궡 ?섍꼍??鍮좊Ⅴ寃??곸슜?섎뒗 寃껋씠 寃쎌웳?μ쓽 ?듭떖?낅땲??
```

---

### 李멸퀬 臾명뿄

| ?쇰Ц/?먮즺 | 異쒖쿂 | ?듭떖 湲곗뿬 |
|-----------|------|-----------|
| Reflexion: Language Agents with Verbal Reinforcement Learning | Shinn et al., NeurIPS 2023 | ?먭린 ?깆같濡?肄붾뱶 ?앹꽦 ?뺥솗??91% ?ъ꽦 |
| SWE-Agent: Agent-Computer Interfaces Enable Automated Software Engineering | Yang et al., Princeton 2024 | ACI ?ㅺ퀎 ?먯튃, SWE-bench 80%+ |
| CodeAct: Code Actions for Multi-Turn Agent Interactions | Wang et al., 2024 | 肄붾뱶 湲곕컲 ?됰룞?쇰줈 ?깃났瑜?20%+ ?μ긽 |
| A Survey on Agentic AI for Software Engineering | arXiv 2025 | ?먯씠?꾪듃 肄붾뵫 7? 湲곗닠 異?泥닿퀎??|
| FeatureBench: Can AI Implement New Features? | Sigmoid Research, 2025 | ?좉린??援ы쁽 11% ???멸컙 媛먮룆 ?꾩닔 洹쇨굅 |
| Model Context Protocol Specification | Sigmoid, 2025 | ?꾧뎄 ?곌껐 ?쒖? ?꾨줈?좎퐳 |
| SKILL.md Agent Skills Open Format | agentskills.io, 2025 | ?먯씠?꾪듃 ?ㅽ궗 ?쒖? ?щ㎎ |

---

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