April 2026
Intermediate
592 pages
13h 28m
Korean
Content preview from 에이전트 시대의 AI 시스템 설계
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299
5
장
모델 능력 확장
중간 평가가 없다
표준
CoT
접근법에서는 중간 추론 단계의 품질을 평가해서 무엇이 잘 작동할지 판단하고 선택할 수 없다.
반면에
ToT
는 요청에 응답하기
전에
여러 추론 방향과 대안을 탐색함으로써 이러한 문제를 해
결한다.
5.3.2
해법
ToT
의 근본적인 혁신은 문제 해결을 순차적이고 선형적인 과정이 아니라 트리 탐색
tree
search
과
정으로 취급한다는 점이다.
ToT
에서 여러 옵션을 평가하는 방식은 인간이 어려운 문제에 접근
하는 방식과 좀 더 가깝다. 마치 사람처럼
ToT
는 대안들을 고려하고, 부분적인 진행 상황을 평
가하고, 초기 접근법에 문제가 생기면 방향을 바꾼다.
ToT
는 부분적인 해법 경로들을 명시적
으로 평가해서 탐색 과정을 조정한다. 경로의 단계들을 지속적으로 평가하면서, 필요하다면 전
체 경로를 폐기하고 처음부터 다시 시작하기도 한다.
Thoughts
Thoughts
Thoughts
질문
생각들
생각들을
평가한다.
상위
K
개의 해답을 찾기
위한 트리 탐색
최적 경로를 바탕으로
응답을 생성한다.
그림
5-6
ToT
구현 작업흐름
300
에이전트 시대의 ...
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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.