January 2026
Intermediate
404 pages
7h 22m
Korean
Content preview from AI 에이전트 엔지니어링
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287
10
장
운영 환경 모니터링
운영
환경 모니터링
10
CHAPTER
프로덕트 오너, 머신러닝 엔지니어, 사이트 신뢰성 엔지니어 (
SRE
) 중 누구든 에이전트가 프
로덕션에 들어가면 무엇을 왜 하는지 볼 수 있어야 합니다. 에이전틱 시스템을 배포하는 일은
절반에 불과합니다. 진짜 과제는 에이전트가 동적이고 예측 불가능하며 고위험 환경에서 운영
되기 시작하면서부터입니다. 모니터링은 현실로부터 학습하는 방법입니다. 문제가 커지기 전
에 실패를 포착하고 사용자가 알아차리기 전에 회귀를 식별하며 실환경 신호에 맞춰 시스템을
적응시키는 수단입니다.
기존 소프트웨어와 달리 에이전트는 확률적으로 작동합니다. 파운데이션 모델에 의존하고 도
구를 체이닝하며 경계가 없는 사용자 입력에 반응합니다. 모든 시나리오를 망라하는 테스트를
작성할 수 없습니다. 그래서 모니터링이 배포된 에이전트 인프라의 신경계 역할을 합니다.
모니터링은 문제 탐지에 그치지 않습니다. 학습과 반복을 가속하는 촘촘한 피드백 루프의 중추
입니다. 모니터링을 잘하는 팀은 더 빨리 학습하고 더 안전하게 배포하며 배포할 때마다 신뢰
성을 개선합니다.
이 장에서는 오픈 소스 모니터링에 집중합니다. 어라이즈
AX
, 랭퓨즈
Langfuse
같은 우수한 상용
플랫폼이 있지만 여기서는 자체 호스팅과 자유로운 확장이 가능한 도구에 ...
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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.