November 2025
Intermediate to advanced
396 pages
9h 28m
English
Content preview from Context Engineering for Multi-Agent SystemsBecome 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.
3
Building the Context-Aware Multi-Agent System
In the last chapter, weidx_dc9631d4 created a multi-agent system (MAS) using MCP. It worked, but it came with one big limitation: its knowledge was simulated. That was fine for learning, but it also meant the agents were stuck inside a sandbox that we predefined. They couldn’t reach out for real information or adapt their behavior in the moment. In this chapter, we’re going to break them out of that box. Our agents will finally connect to external data through a live information pipeline built on a vector store.
This isidx_63729266 where things get exciting. We’re about to introduce a more powerful architecture: the dual RAG MAS. It uses Retrieval-Augmented Generation (RAG) in twoidx_c41fab94 ways. ...
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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.
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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.