February 2025
Intermediate
376 pages
9h 25m
Japanese
Content preview from 仕組みからわかる大規模言語モデル 生成AI時代のソフトウェア開発入門
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マルチエージェントアーキテクチャ
6.2
マルチエージェントアーキテクチャは、エージェント同士の連携方法を決定するシステム構
造です。個々のエージェントは役割を持ち、環境や他のエージェントとの相互作用を通じて目
的を達成します。例えば、ソフトウェア開発では、複数のエージェントがコーディングやテス
トを担当し、チーム全体でプロジェクトを進めます。
マルチエージェントアーキテクチャは、単一エージェントアーキテクチャ、水平アーキテク
チャ、垂直アーキテクチャに分類されます。
6.2.1
単一エージェントアーキテクチャ
単一エージェントアーキテクチャは、一つのエージェントが推論、プランニング、ツールの
実行を全て行うアーキテクチャです。前章で紹介したLangChainのエージェントは、単一エー
ジェントアーキテクチャの一例です。
単一エージェントアーキテクチャの代表例として、ReAct[Yao et al. 2023]、RAISE[N. Liu
et al. 2024]、Reflexion[Shinn et al. 2023]、AutoGPT+P[Birr et al. 2024]、LATS[Zhou et
al. 2023] などが挙げられます。これらのアーキテクチャでは、行動を起こす前に必ず推論のス
テップが必要です。また、反復的に状態を更新し、目標に近づいていく点も共通しています。
6.2.2
水平アーキテクチャ
水平アーキテクチャは全てのエージェントが対等であり、一つのグループディスカッション
でタスクについて話し合うアーキテクチャです。 ...
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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.