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5 ๋ถ„ ์†Œ์š”
์›๋ฌธ: Dev.to

Source: Dev.to

๋ฌธ์ œ ๊ฐœ์š”

์‚ฌ๋ž‘์€ ๋ˆˆ์ด ๋ฉ€์ง€๋งŒ, ํ”„๋กœ๋•์…˜์—์„œ๋Š” ๋ˆˆ์ด ๋จผ ์‹ ๋ขฐ๊ฐ€ ์น˜๋ช…์ ์ธ ์•„ํ‚คํ…์ฒ˜ ๊ฒฐํ•จ์ž…๋‹ˆ๋‹ค.
์ด๋ฒˆ ๋ฐœ๋ Œํƒ€์ธ ๋ฐ์ด์—, ๋‹ค๋ฅธ ์‚ฌ๋žŒ๋“ค์ด ํ™”ํ•™ ์ž‘์šฉ์— ๋Œ€ํ•ด ์ด์•ผ๊ธฐํ•  ๋•Œ ์šฐ๋ฆฌ๋Š” ์ƒํƒœ ๋ถ„๊ธฐ์— ๋Œ€ํ•ด ์ด์•ผ๊ธฐํ•ฉ์‹œ๋‹ค. ์Šคํƒ์—์„œ ๊ฐ€์žฅ ๋…์„ฑ์ธ ๊ด€๊ณ„๋Š” ๊ฒ€์ฆ๋˜์ง€ ์•Š์€ ๋ฆฌ๋“œ ์—์ด์ „ํŠธ์™€ ํŠนํ™”๋œ ์›Œ์ปค ์‚ฌ์ด์˜ ๊ด€๊ณ„์ž…๋‹ˆ๋‹ค. ์—„๊ฒฉํ•œ ๊ฒ€์ฆ์ด ์—†์œผ๋ฉด ์—์ด์ „ํŠธ๋“ค์€ ์„œ๋กœ์˜ ๋ฌธ์žฅ์„ ๊ฐ€์žฅ ๋‚˜์œ ๋ฐฉ์‹์œผ๋กœ ์™„์„ฑํ•˜๊ฒŒ ๋ฉ๋‹ˆ๋‹ค: ์กด์žฌํ•˜์ง€ ์•Š๋Š” ์ปจํ…์ŠคํŠธ๋ฅผ ํ™˜๊ฐํ•ด๋‚ด๋Š” ๊ฒƒ์ด์ฃ .

์ž์œจ ์‹œ์Šคํ…œ์˜ ์‹ ๋ขฐ์„ฑ์€ ๋” ๋‚˜์€ ํ”„๋กฌํ”„ํŠธ์— ๊ด€ํ•œ ๊ฒƒ์ด ์•„๋‹ˆ๋ผ, ๋” ๋‚˜์€ ๊ฒฝ๊ณ„์— ๊ด€ํ•œ ๊ฒƒ์ž…๋‹ˆ๋‹ค. ๊ฒ€์ฆ ๋ ˆ์ด์–ด ์—†์ด ์—์ด์ „ํŠธ๊ฐ€ ์ „์—ญ ์ƒํƒœ๋ฅผ ์—…๋ฐ์ดํŠธํ•˜๋„๋ก ํ—ˆ์šฉํ•˜๋ฉด, ๋ณธ์งˆ์ ์œผ๋กœ ๋น„๊ฒฐ์ •์  ํ”„๋กœ์„ธ์Šค๊ฐ€ ์ง„์‹ค์˜ ๊ทผ์›์„ ์žฌ์ž‘์„ฑํ•˜๊ฒŒ ๋ฉ๋‹ˆ๋‹ค.

Actorโ€‘Critic ํŒจํ„ด

์„ ํ˜•์ ์ธ ๋ช…๋ น ์ฒด์ธ ๋Œ€์‹  Actorโ€‘Critic ํŒจํ„ด์„ ๋ฐฐ์น˜ํ•ฉ๋‹ˆ๋‹ค. ์ด๋Š” ๋ฌธ์ œ ํ•ด๊ฒฐ์˜ ์ฐฝ์˜์  ๊ณผ์ •(Actor)๊ณผ ๊ฒ€์ฆ์˜ ๊ฒฝ์ง๋œ ๊ณผ์ •(Critic)์„ ๋ถ„๋ฆฌํ•ฉ๋‹ˆ๋‹ค.

  • Actor๋Š” ํ•ด๊ฒฐ์ฑ…์„ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค.
  • Critic์€ ๋‹ค๋ฅธ ์ œ์•ฝ๊ณผ ๋„๊ตฌ ์ง‘ํ•ฉ์— ์˜ํ•ด ๊ด€๋ฆฌ๋˜๋ฉฐ, ์ž‘์—…์ด ์ƒํƒœ์— ์ปค๋ฐ‹๋˜๊ธฐ ์ „์— ์Šน์ธ์„ ํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.

์ธ๊ฐ„์€ ๋ชจ๋“  ์ž‘์—…์— ๋Œ€ํ•œ ๋ณ‘๋ชฉ์ด ์•„๋‹ˆ๋ผ, ์ค‘์š”ํ•œ ํ–‰๋™์— ๋Œ€ํ•ด ๊ณ ๋ฌด๊ฒฐํ•จ ๊ฒŒ์ดํŠธ ๋’ค์— ์œ„์น˜ํ•ฉ๋‹ˆ๋‹ค.

๋‹ค์ด์–ด๊ทธ๋žจ

graph TD
    A[User Request] --> B{Lead Orchestrator}
    B --> C[Actor Agent: Generation]
    C --> D[Proposed Action/Code]
    D --> E{Critic Agent: Validation}
    E -- Rejected: Hallucination Detected --> C
    E -- Approved: Schema Validated --> F[Human-in-the-Loop Gate]
    F -- Approved --> G[Production Execution]
    F -- Denied --> B
    G --> H[Update Global State]

์—์ฝ” ์ฑ”๋ฒ„ ํšจ๊ณผ

Actor ์—์ด์ „ํŠธ๊ฐ€ ์‹ค์ˆ˜๋ฅผ ํ•˜๊ณ  ์˜ค์ผ€์ŠคํŠธ๋ ˆ์ดํ„ฐ๊ฐ€ ์ด๋ฅผ ์‚ฌ์‹ค๋กœ ๋ฐ›์•„๋“ค์ด๋ฉด, ๊ทธ๋ž˜ํ”„์˜ ๋ชจ๋“  ํ›„์† ๋‹จ๊ณ„๊ฐ€ ๊ฑฐ์ง“ ์œ„์— ๊ตฌ์ถ•๋ฉ๋‹ˆ๋‹ค. ์šฐ๋ฆฌ๋Š” ๋…๋ฆฝ์ ์ธ ์ง„์‹ค ์›์ฒœ(์ฝ๊ธฐ ์ „์šฉ ๋ฐ์ดํ„ฐ๋ฒ ์ด์Šค๋‚˜ Actor๊ฐ€ ์˜ํ–ฅ์„ ๋ฏธ์น  ์ˆ˜ ์—†๋Š” ์ •์  ๋ฌธ์„œ ์ €์žฅ์†Œ)์— Critic์ด ์ ‘๊ทผํ•˜๋„๋ก ํ•จ์œผ๋กœ์จ ์ด๋ฅผ ์ฐจ๋‹จํ•ฉ๋‹ˆ๋‹ค.

ํ”„๋กœ์„ธ์Šค๊ฐ€ Humanโ€‘inโ€‘theโ€‘Loop ๊ฒŒ์ดํŠธ์— ๋„๋‹ฌํ•  ๋•Œ์ฏค, ์—์ด์ „ํŠธ ๊ฐ„์˜ โ€œ๊ด€๊ณ„โ€๋Š” ์ด๋ฏธ ์žก์Œ์„ ๊ฑธ๋Ÿฌ๋ƒˆ์Šต๋‹ˆ๋‹ค. ์ธ๊ฐ„์€ ๊ธฐ๋ณธ ๋…ผ๋ฆฌ ์˜ค๋ฅ˜๋ฅผ ๊ณ ์น˜๋Š” ๊ฒƒ์ด ์•„๋‹ˆ๋ผ, ๊ณ ์ˆ˜์ค€ ์ „๋žต ์Šน์ธ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

Actorโ€‘Critic ์˜ค์ผ€์ŠคํŠธ๋ ˆ์ด์…˜์˜ ์žฅ์ 

  • ํ† ํฐ ๋‚ญ๋น„ ๊ฐ์†Œ โ€“ ์˜ค๋ฅ˜๋ฅผ ์กฐ๊ธฐ์— ์žก์•„๋‚ด๋ฉด ์ž˜๋ชป๋œ ์ „์ œ์— ๊ธฐ๋ฐ˜ํ•œ ๋น„์šฉ์ด ๋งŽ์ด ๋“œ๋Š” ์žฅ๊ธฐ ๋ฃจํ”„๋ฅผ ๋ฐฉ์ง€ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  • ๊ฐ์‚ฌ ๊ฐ€๋Šฅ์„ฑ โ€“ Actor์™€ Critic ์‚ฌ์ด์˜ ๋ชจ๋“  ๋ถˆ์ผ์น˜๊ฐ€ ๋กœ๊ทธ๋กœ ๋‚จ์•„, ํ”„๋กฌํ”„ํŠธ๋‚˜ ๋„๊ตฌ๋ฅผ ์–ด๋””์„œ ๊ฐœ์„ ํ•ด์•ผ ํ•˜๋Š”์ง€ ๋ช…ํ™•ํžˆ ํŒŒ์•…ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
  • ๊ฑฐ๋ฒ„๋„Œ์Šค โ€“ Actor๋ฅผ ๋” ์ €๋ ดํ•œ ๋ชจ๋ธ๋กœ ๊ต์ฒดํ•˜๋ฉด์„œ๋„, ํ’ˆ์งˆ ๊ด€๋ฆฌ๋ฅผ ์œ„ํ•ด ๊ณ ์„ฑ๋Šฅ ๋ชจ๋ธ์„ Critic์œผ๋กœ ์œ ์ง€ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๊ฒฐ๋ก 

์ฒซ ๋ฒˆ์งธ ํ”„๋กœํ† ํƒ€์ž…์— ์‚ฌ๋ž‘์— ๋น ์ง€๋Š” ๊ฒƒ์„ ๋ฉˆ์ถ”์„ธ์š”. ์ž์‹ ์˜ ๊ฐ€์ •์„ ์Šค์Šค๋กœ ๋„์ „ํ•˜๋Š” ์˜ค์ผ€์ŠคํŠธ๋ ˆ์ด์…˜ ๋ ˆ์ด์–ด๋ฅผ ๊ตฌ์ถ•ํ•˜์‹ญ์‹œ์˜ค.

๊ฐ€์žฅ ๋นˆ๋ฒˆํ•œ ์—์ด์ „ํŠธ ์‹คํŒจ ๋ชจ๋“œ์— ๋Œ€ํ•œ ๊ตฌ์ฒด์ ์ธ Critic ์Šคํ‚ค๋งˆ๋ฅผ ์„ค๊ณ„ํ•ด ๋“œ๋ฆด๊นŒ์š”?

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