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Context Engineering for Multi-Agent Systems

Context Engineering for Multi-Agent Systems

By : Denis Rothman
4 (1)
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Context Engineering for Multi-Agent Systems

Context Engineering for Multi-Agent Systems

4 (1)
By: Denis Rothman

Overview of this book

Generative AI is powerful, yet often unpredictable. This guide shows you how to turn that unpredictability into reliability by thinking beyond prompts and approaching AI like an architect. At its core is the Context Engine, a glass-box, multi-agent system you’ll learn to design and apply across real-world scenarios. Written by an AI guru and author of various cutting-edge AI books, this book takes you on a hands-on journey from the foundations of context design to building a fully operational Context Engine. Instead of relying on brittle prompts that give only simple instructions, you’ll begin with semantic blueprints that map goals and roles with precision, then orchestrate specialized agents using the Model Context Protocol. As the engine evolves, you’ll integrate memory and high-fidelity retrieval with citations, implement safeguards against data poisoning and prompt injection, and enforce moderation to keep outputs aligned with policy. You’ll also harden the system into a resilient architecture, then see it pivot across domains, from legal compliance to strategic marketing, proving its domain independence. By the end of this book, you’ll be equipped with the skills to engineer an adaptable, verifiable architecture you can repurpose across domains and deploy with confidence. *Email sign-up and proof of purchase required
Table of Contents (16 chapters)
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12
Other Books You May Enjoy
13
Index

4

Assembling the Context Engine

In the previous chapters, we learned how to engineer context and build agentic systems from the ground up. But as those systems grow to have more agents, more responsibilities, more moving parts, they becomeidx_9aa55332 increasingly difficult to manage. That’s where the Context Engine comes in.

Think of the Context Engine as not just another piece of software but a structured orchestration layer, a thinking workflow designed to turn a vague idea, like a simple user request, into a fully formed, context-aware output. Think of it as the conductor of your agent orchestra. It doesn’t perform the tasks itself; instead, it coordinates, directs, and connects each specialist so they work in perfect sync.

In this chapter, we’ll start with a high-level look at the Context Engine’s architecture, then dive into the functions that bring it to life. You’ll see that at its core, the engine follows a simple yet powerful rhythm: plan,...

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