April 2026
Intermediate
592 pages
13h 28m
Korean
Content preview from 에이전트 시대의 AI 시스템 설계
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244
에이전트 시대의 AI 시스템 설계
The
study
shows
...
An
investigation
revealed
...
Research
indicates
...
출처
1
: [
Smith
et
al
.,
2023
]
생성된 문장
1
주의 메커니즘
(어떤 입력 토큰이 출력 토큰에
영향을 주는지 추적)
메타데이터를 포함한 입력 청크들
생성된 출력(토큰 귀속 정보 포함)
토큰 귀속을 통한
LLM
생성
출처
2
: [
Jane
Doe
,
2024
]
출처
1
의 영향:
71
%
출처
2
의 영향:
29
%
출처: [
Smith
et
al
.,
2023
]
그림
4-7
출처 표시를 위한 토큰 수준 귀속 추적
토큰 수준 접근법은 귀속 정보를 잃지 않으면서
LLM
의 윤문 문제를 해결한다. 또한 최종 응답
에 대해 여러 소스 (공급원, 원천 )가 혼합된 귀속도 지원한다. 이 글을 쓰는 시점에서 토큰 수
준 귀속은 활발한 연구 분야이다. 상용 수준의 오픈 소스 구현체는 아직 없다.
245
4
장
지식 추가: 고급
가드레일
RAG
파이프라인 전반에 가드레일
guardrail
을 적용함으로써
LLM
이 ‘통제 불능’ 상태가 될 가능성
을 줄일 수 있다 (그림
4
-
8
).
다음은 문서 저장소에서 청크를 검색하기 전에 적용할 만한 가드레일이다.
•
도메인 이탈 탐지를 통해 유해하거나 부적절한 쿼리를 걸러낸다.
•
RAG
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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.