--- id: e6f7a8b9-c0d1-4e2f-3a4b-5c6d7e8f9a0b category: "10_Wiki/Topics/AI" confidence_score: 0.99 tags: [pev-loop, execution, verification, agent, harness, reliability] last_reinforced: 2026-05-01 github_commit: "wikification-pev-loop" --- # Plan-Execute-Verify (PEV) Loop ## πŸ“Œ ν•œ 쀄 톡찰 (The Karpathy Summary) > PEV λ£¨ν”„λŠ” μ—μ΄μ „νŠΈκ°€ 즉ν₯적으둜 ν–‰λ™ν•˜λŠ” 것을 λ°©μ§€ν•˜κΈ° μœ„ν•΄ κ³„νš, μ œν•œλœ μ‹€ν–‰, μ—„κ²©ν•œ κ²€μ¦μ˜ 3단계λ₯Ό κ°•μ œν•˜μ—¬ 자율 μ‹œμŠ€ν…œμ˜ μ‹ λ’°μ„±κ³Ό μ•„ν‚€ν…μ²˜ 일관성을 보μž₯ν•˜λŠ” 핡심 μ‹€ν–‰ νŒ¨ν„΄μ΄λ‹€. ## πŸ“– κ΅¬μ‘°ν™”λœ 지식 (Synthesized Content) ### 1. 3단계 μ‹€ν–‰ νŒŒμ΄ν”„λΌμΈ - **Plan (κ³„νš)**: 문제λ₯Ό λͺ…μ‹œμ μœΌλ‘œ λΆ„ν•΄ν•˜κ³  수용 κΈ°μ€€(Acceptance Criteria)을 ν¬ν•¨ν•œ 상세 κ³„νšμ„ μˆ˜λ¦½ν•œλ‹€. μ΄λŠ” μΆ”λ‘ μ˜ λΉ„κ²°μ •μ„± 문제λ₯Ό μ€„μ΄λŠ” 역할을 ν•œλ‹€. - **Execute (μ‹€ν–‰)**: 수립된 κ³„νšμ˜ λ²”μœ„ λ‚΄μ—μ„œλ§Œ 도ꡬλ₯Ό ν˜ΈμΆœν•œλ‹€. μ‹€ν–‰ μ „ 게이트(Pre-execution gates)κ°€ κ°œμž…ν•˜μ—¬ 인자 μœ νš¨μ„± 및 κΆŒν•œμ„ μ‹€μ‹œκ°„μœΌλ‘œ ν†΅μ œν•œλ‹€. - **Verify (검증)**: λ‹¨μˆœ 성곡 μ—¬λΆ€λ₯Ό λ„˜μ–΄ κ³„νšκ³Όμ˜ μΌμΉ˜μ„±(Plan Alignment)을 ν‰κ°€ν•œλ‹€. μ‹€νŒ¨ μ‹œ ꡬ체적인 μ—λŸ¬ ν”Όλ“œλ°±μ„ μΆ”λ‘  λ£¨ν”„λ‘œ λŒλ €λ³΄λ‚΄ μžκ°€ μˆ˜μ •μ„ μœ λ„ν•œλ‹€. ### 2. ν•˜λ„€μŠ€ 게이트 (Harness Gates) - **Pre-execution gates**: 도ꡬ 호좜 μ „ μž‘μ—… 곡간 및 κΆŒν•œμ„ ν™•μΈν•˜μ—¬ λ²”μœ„λ₯Ό λ²—μ–΄λ‚œ 행동을 μ›μ²œ μ°¨λ‹¨ν•œλ‹€. - **Post-execution verification**: λ¦°ν„°, ν…ŒμŠ€νŠΈ λŸ¬λ„ˆ, μ•„ν‚€ν…μ²˜ κ·œμΉ™ 검사 등을 톡해 결과물의 ν’ˆμ§ˆμ„ λ³΄μ¦ν•œλ‹€. ### 3. μ‹ λ’°μ„± 쀑심 섀계 - '일단 해보고 ν™•μΈν•˜κΈ°(Generate-and-Check)' λ°©μ‹μ˜ ν•œκ³„λ₯Ό κ·Ήλ³΅ν•˜κ³ , ν•˜λ„€μŠ€ κ³„μΈ΅μ—μ„œ 결정둠적 κ·œμΉ™μ„ κ°•μ œν•¨μœΌλ‘œμ¨ μ—”ν„°ν”„λΌμ΄μ¦ˆ κΈ‰μ˜ μ•ˆμ •μ„±μ„ ν™•λ³΄ν•œλ‹€. ## ⚠️ λͺ¨μˆœ 및 μ—…λ°μ΄νŠΈ (Contradictions & RL Update) - **μ§€μ—° μ‹œκ°„ μ˜€λ²„ν—€λ“œ**: 단계λ₯Ό κ°•μ œν•¨μ— 따라 κ°„λ‹¨ν•œ μž‘μ—…μ—μ„œλ„ 처리 μ‹œκ°„μ΄ μ¦κ°€ν•˜λ©° 토큰 μ†Œλͺ¨λŸ‰μ΄ λŠ˜μ–΄λ‚œλ‹€. - **검증 둜직의 λ³΅μž‘μ„±**: λ‹¨μˆœνžˆ μ½”λ“œκ°€ μ‹€ν–‰λ˜λŠ”μ§€λ₯Ό λ„˜μ–΄ μ•„ν‚€ν…μ²˜ κ·œμΉ™ μ€€μˆ˜ μ—¬λΆ€λ₯Ό νŒλ‹¨ν•˜λŠ” 'κ³„νš μΌμΉ˜μ„±' 검증 둜직 κ΅¬ν˜„μ— 높은 기술적 λ‚œμ΄λ„κ°€ λ”°λ₯Έλ‹€. ## πŸ”— 지식 μ—°κ²° (Graph) - **Parent**: 10_Wiki/Topics/AI - **Related**: [[Agent Harness|Agent Harness]], Pre-execution gates, Plan alignment, Generate-and-Check - **Raw Source**: 00_Raw/Plan-Execute-Verify (PEV) Loop ## πŸ’» GitHub 동기화 μžλ™ν™” μ›Œν¬ν”Œλ‘œμš° 1. Stage: git add . 2. Commit: `git commit -m "[P-Reinforce] Wikify Plan-Execute-Verify (PEV) Loop Architecture"` 3. Push: `git push origin main`