April 2026
Intermediate
592 pages
13h 28m
Korean
Content preview from 에이전트 시대의 AI 시스템 설계
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398
에이전트 시대의 AI 시스템 설계
6.4.5
참고문헌
DSPy
는
2023
년 오마르 카타브
Omar
Khattab
를 비롯한 스탠퍼드 연구진이 발표한 논문(
https
:
//
arxiv
.
org
/
abs
/
2310
.
03714
)에서 소개되었다.
6.5
요약
생성형
AI
애플리케이션을 구축할 때 신뢰성은 중요한 관심사이다. 애플리케이션이 기반하는
기초 모델이 일관성 없거나, 부정확하거나, 환각이 포함된 출력을 생성한다면 사용자의 신뢰를
잃게 된다. 이번 장에서는 신뢰성 문제의 다양한 측면을 다루는 네 가지 패턴을 제시했다. 심판
형
LLM
은 프롬프팅, 머신러닝, 미세조정 접근법을 통해 출력의 체계적인 평가를 가능하게 한
다. 성찰은 모델이 자신의 응답을 비평하고 개선할 수 있게 한다. 의존성 주입은 견고한 애플리
케이션 아키텍처를 위해 테스트 가능하고 모의 실행이 가능한 컴포넌트를 생성한다. 그리고 프
롬프트 최적화는 다양한 입력에 대해 신뢰성을 극대화하기 위해 프롬프트를 체계적으로 정련
한다. [표
6
-
1
]은 이 패턴들을 요약한 것이다.
표
6-1
신뢰성을 높이는 패턴들
패턴 문제 해법 용례
심판형
LLM
(패턴
17
)
생성형
AI
가 수행하는 작업은
정답이 없는 개방형이기 때문
에 생성형
AI
의 역량을 평가
하기 어렵다.
모델 비교, 개선 추적, 추가 개선
지침으로 사용할 수 있는 ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.