April 2026
Intermediate
592 pages
13h 28m
Korean
Content preview from 에이전트 시대의 AI 시스템 설계
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312
에이전트 시대의 AI 시스템 설계
대기 주입
대기 주입
wait
-
injection
또는
예산 강제
budget
forcing
라는 아이디어는 기발하면서도 간단하다. 핵심 아
이디어는 모델이 출력 생성을 종료하려고 할 때
Wait
(기다려 )라는 단어를 주입하는 것이다.
생성의 막바지에서 시퀀스 종료 토큰 (
EOS
)을
Wait
라는 단어로 대체하면 모델은 생성을 계속
한다. 추가적인 생성 과정에서 모델은 자신이 이전에 생성한 응답을 재평가하게 되며, 결과적
으로 원래의 응답보다 훨씬 더 성찰적인 응답이 만들어진다.
5.3.5
참고문헌
ToT
개념은 야오
Yao
등의 논문 「
Tree
of
Thoughts
:
Deliberate
Problem
Solving
with
Large
Language
Models
」(
2023
,
https
://
arxiv
.
org
/
abs
/
2305
.
10601
)에 자세히 설
명되어 있다. 대기 주입은 뮈니그호프
Muennighoff
등이 제안했다 (
2025
,
https
://
arxiv
.
org
/
abs
/
2501
.
19393
). 해당 논문 저자들이 제공한 오픈 소스 예제가
https
://
oreil
.
ly
/
w
_
X
-
m
에 있다.
5.4
패턴
15
: 어댑터 조정
어댑터 조정
Adapter
Tuning
패턴은 작은 예시 데이터셋으로 추가 신경망 층 몇 개를 효율적으로 훈
련함으로써 기초 모델이 특화된 작업을 수행하도록 미세조정하는 것을 말한다.
5.4.1
문제
GPT
나 제미나이, 클로드 같은 사전훈련된 기초 모델은 매우 강력하다. 다양한 작업을 수행할 ...
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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.