April 2026
Intermediate
592 pages
13h 28m
Korean
Content preview from 에이전트 시대의 AI 시스템 설계
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226
에이전트 시대의 AI 시스템 설계
쿼리 확장이 사용자의 질문에 담긴 의도나 뉘앙스를 제대로 보존하지 못할 수 있다는 점도 유
념해야 한다. 페르시아 왕에 관해 질문하는 사용자는 그 왕이 스키타이인이나 인도인과 맺은
동맹에는 관심이 없을 수 있다. 하지만 기초 모델이 그런 정보를 추가해서 쿼리를 확장한다면,
페르시아에서 멀리 떨어진 곳에서의 전투에 관한 문구가 포함된 답변이 만들어질 것이다. 상황
에 따라서는 이러한 의도 변화 때문에 모델이 오작동을 일으킬 수도 있다.
그래프
RAG
역시 항상 잘 작동하지는 않는다. 특히 유관 청크들을 식별하는 방식에서 오류가
있을 수 있다. 설계가 부실한 솔루션은 서로 충돌하는 정보나 문서의 이전 버전을 가져올 수 있
다는 점을 유념해야 한다.
4.1.5
참고문헌
HyDE
는 검색 대상 콘텐츠가 질문 자체와는 일치하지 않지만 그에 대한 가상 답변과는 일
치할 때(비록 그 가상 답변이 틀렸더라도 ) 검색 성능을 개선하는 한 방법으로서 가오
Gao
등
이
2022
년에 처음 소개했다 (
https
://
arxiv
.
org
/
abs
/
2212
.
10496
). 쿼리 확장은 정
보 검색
information
retrieval
(
IR
) 분야에서 오랜 역사가 있다. 아자드
Azad
와 디팍
Deepak
은 다양한 기
법을 개괄했다 (
2017
,
https
://
arxiv
.
org
/
abs
/
1708
.
00247
). 한편 송
Song
과 정
Zheng
은
LLM
이 등장하면서 쿼리 확장, 분해, 중의성 해소, 추상화
abstraction
로
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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.