February 2026
Intermediate to advanced
406 pages
4h 57m
Chinese
Content preview from Kubernetes 上的生成式人工智能 (Chinese Edition)
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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.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.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.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.
第四部分：AI驱动的 应用程序
在探讨了如何在Kubernetes上运行LLMs进行推理和调优后，我们将视角从单一模型服务转向构建完整的AI驱动应用程序。 LLM服务很少独立运行：它们通常集成于更庞大的系统中，该系统协调对话界面、用于上下文检索的向量数据库以及生成式模型服务之间的流程。
本部分首先阐述AI驱动应用的架构模式——从聊天界面到事件驱动后端，并引入检索增强生成（RAG）技术以将模型输出锚定于外部知识，同时探讨智能体工作流中LLMs如何协调工具调用与多步推理。 从架构转向运维，我们将探讨智能体系统特有的生产挑战：安全性、状态管理、可观测性、成本控制及可靠性，同时介绍标准化工具与智能体通信的协议，如模型上下文协议（MCP）和智能体间通信协议（A2A）。
本部分各章节具体涵盖以下内容：
-
第8章《AI驱动应用》阐述了聊天、事件驱动和批处理等AI应用的架构模式，并深入探讨了RAG与智能体工作流。
-
第9章《生产环境中的代理应用运行》运用MCP和A2A协议，解决生产环境中的安全、状态、可观测性、成本及可靠性挑战。
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.