Sign-In
Cart
Context Engineering for Multi-Agent Systems: Move beyond prompting to build a Context Engine, a transparent architecture of context and reasoning
Paperback
ISBN13: 9781806690053
Publisher: Packt Publishing
Published: Nov 18 2025
Pages: 396
Weight: 1.49
Height: 0.81 Width: 7.50 Depth: 9.25
Language: English
Build AI that thinks in context using semantic blueprints, multi-agent orchestration, memory, RAG pipelines, and safeguards to create your own Context Engine
Free with your book: DRM-free PDF version + access to Packt's next-gen Reader*
Key Features:
- Design semantic blueprints to give AI structured, goal-driven contextual awareness
- Orchestrate multi-agent workflows with MCP for adaptable, context-rich reasoning
- Engineer a glass-box Context Engine with high-fidelity RAG, trust, and safeguards
Book Description:
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
What You Will Learn:
- Develop memory models to retain short-term and cross-session context
- Craft semantic blueprints and drive multi-agent orchestration with MCP
- Implement high-fidelity RAG pipelines with verifiable citations
- Apply safeguards against prompt injection and data poisoning
- Enforce moderation and policy-driven control in AI workflows
- Repurpose the Context Engine across legal, marketing, and beyond
- Deploy a scalable, observable Context Engine in production
Who this book is for:
This book is for AI engineers, software developers, system architects, and data scientists who want to move beyond ad hoc prompting and learn how to design structured, transparent, and context-aware AI systems. It will also appeal to ML engineers and solutions architects with basic familiarity with LLMs who are eager to understand how to orchestrate agents, integrate memory and retrieval, and enforce safeguards.
Table of Contents
- The Semantic Blueprint: From Prompt to Context
- Building a Multi-Agent System with MCP
- Building the Context-Aware Multi-Agent System
- Assembling the Context Engine
- Hardening the Context Engine
- Building the Summarizer Agent for Context Reduction
- High-Fidelity RAG and Defense: The NASA-Inspired Research Assistant
- Architecting for Reality: Moderation, Latency, and Policy-Driven AI
- Architecting for Brand and Agility: The Strategic Marketing Engine
- The Blueprint for Production-Ready AI
1 different editions
Also available
Also from
Rothman, Denis
RAG-Driven Generative AI: Build custom retrieval augmented generation pipelines with LlamaIndex, Deep Lake, and Pinecone
Rothman, Denis
Paperback
Also in
Marketing
Dummies Guide to Starting Your Own Business: Essential Steps to Launching and Scaling a Successful Small Business Venture
Press, Essywrites
Paperback
Revenge of the Tipping Point: Overstories, Superspreaders, and the Rise of Social Engineering
Gladwell, Malcolm
Paperback
Brought to You by: How Corporations Warped the Truth, Conned the Public, and Broke Democracy
Westervelt, Amy
Hardcover
Stupider People Have Done It: Marketing Truths, Career Moves, and Life Advice for Doers
Schwedelson, Jay
Hardcover
Predictable Revenue: Turn Your Business Into a Sales Machine with the $100 Million Best Practices of Salesforce.com
Tyler, Marylou
Ross, Aaron
Hardcover
Ofertas de $100M: Cómo presentar ofertas tan buenas que la gente sienta que es estúpida si dice que no
Hormozi, Alex
Hardcover
$100m Lost Chapters: Lost Treasures from $100M Offers, $100M Leads, and $100M Money Models
Hormozi, Alex
Hardcover
Crossing the Chasm, 3rd Edition: Marketing and Selling Disruptive Products to Mainstream Customers
Moore, Geoffrey A.
Paperback
Prospectos de $100M: Cómo conseguir que los desconocidos quieran comprar lo que vendes
Hormozi, Alex
Paperback
The AI Edge: Sales Strategies for Unleashing the Power of AI to Save Time, Sell More, and Crush the Competition
Blount, Jeb
Iannarino, Anthony
Hardcover
Alchemy: The Dark Art and Curious Science of Creating Magic in Brands, Business, and Life
Sutherland, Rory
Paperback
Odds Are It's Marketing: A Practical Guide to Spotting Trends, Building Strategy, and Driving Growth
Ling, Shanise
Paperback
Inside the Tornado: Strategies for Developing, Leveraging, and Surviving Hypergrowth Markets
Moore, Geoffrey A.
Paperback
The Million-Dollar Financial Services Practice: A Proven System for Becoming a Top Producer
Mullen Jr, David J.
Paperback
Clean Winners: Sustainability Strategy That Puts Customers First
Challagalla, Goutam
Dalsace, Frederic
Hardcover
Cold Calling Sucks (And That's Why It Works): A Step-by-Step Guide to Calling Strangers in Sales
Farrokh, Armand
Cegelski, Nick
Paperback
Predictable Revenue: Turn Your Business Into a Sales Machine with the $100 Million Best Practices of Salesforce.com
Tyler, Marylou
Ross, Aaron
Paperback
El año de 12 semanas: Logra en 12 semanas lo que otros hacen en 12 meses
Moran, Brian P.
Lennington, Michael
Paperback
Revenge of the Tipping Point: Overstories, Superspreaders, and the Rise of Social Engineering
Gladwell, Malcolm
Hardcover
The 1-Page Marketing Plan: Get New Customers, Make More Money, and Stand Out from the Crowd
Dib, Allan
Paperback
Yes!: 50 Scientifically Proven Ways to Be Persuasive
Goldstein, Noah J.
Martin, Steve J.
Cialdini, Robert
Paperback
2024 Ultimate Guide To E-commerce Growth: 7 Unexpected KPIs To Scale An E-commerce Shop To $10 Million Plus
Hammersley, Ian
Hammersley, Mark
Paperback
The Leader's Brain, Updated and Expanded: Unlock Peak Performance in Work and Life with Neuroscience
Platt, Michael
Paperback
How Brands Grow 2 Revised Edition: Including Emerging Markets, Services, Durables, B2B and Luxury Brands
Romaniuk, Jenni
Sharp, Bryon
Hardcover
Obviously Awesome: How to Nail Product Positioning so Customers Get it, Buy it, Love it
Dunford, April
Paperback
What Would Tequila Do?: The Playbook For Thriving Despite Corporate Bullshit. 52 Shots. No Filler.
Campher, Henk
Paperback
Designing Brand Identity: A Comprehensive Guide to the World of Brands and Branding
Wheeler, Alina
Meyerson, Rob
Hardcover
How to Write a Marketing Plan: Define Your Strategy, Plan Effectively and Reach Your Marketing Goals
Westwood, John
Paperback
Satisfaction: How Every Great Company Listens to the Voice of the Customer
Power, James
Denove, Chris
Paperback
Sales Truth: Debunk the Myths. Apply Powerful Principles. Win More New Sales.
Weinberg, Mike
Paperback
Be a Sequoia, Not a Bonsai: The Seven Growth Secrets of the World's Most Successful Companies
Darveau-Garneau, Nicolas
Hardcover
The 22 Immutable Laws of Branding: How to Build a Product or Service Into a World-Class Brand
Ries, Al
Ries, Laura
Paperback
The Human Element: Overcoming the Resistance That Awaits New Ideas
Nordgren, Loran
Schonthal, David
Hardcover
Get Clients Now! (Tm): A 28-Day Marketing Program for Professionals, Consultants, and Coaches
Hayden, C.
Paperback
Trust Is the Strategy: Building Your Law Firm's Brand With Integrity
Hargroder, Megan
Amarir, Molly
Paperback
The AI Marketing Canvas, Second Edition: A Five-Step AI Plan for Marketers
Lecinski, Jim
Venkatesan, Rajkumar
Paperback
Haciendo que el Primer Círculo Funcione: La base para la duplicación en el mercadeo en red
Gage, Randy
Paperback
Marketing 7.0: A Guide for Thinking Marketers in the Age of AI
Setiawan, Iwan
Kotler, Philip
Kartajaya, Hermawan
Hardcover
Day Trading Attention: How to Actually Build Brand and Sales in the New Social Media World
Vaynerchuk, Gary
Hardcover
Why We Buy: The Science of Shopping--Updated and Revised for the Internet, the Global Consumer, and Beyond
Underhill, Paco
Paperback
The Power of Visual Storytelling: How to Use Visuals, Videos, and Social Media to Market Your Brand
Walter, Ekaterina
Gioglio, Jessica
Paperback
Blue Ocean Strategy, Enhanced Edition: How to Create Uncontested Market Space and Make the Competition Irrelevant
Mauborgne, Renée
Kim, W. Chan
Hardcover
High-Profit Prospecting: Powerful Strategies to Find the Best Leads and Drive Breakthrough Sales Results
Hunter Csp, Mark
Paperback
One Million Followers, Updated Edition: How I Built a Massive Social Following in 30 Days
Kane, Brendan
Hardcover
#1 Bestseller: How You Can Become A Bestselling Author In Only 30 Minutes A Day
Watson, Aaron
Merryman, Lyndsey
Allen, Robert G.
Paperback
Sales EQ: How Ultra High Performers Leverage Sales-Specific Emotional Intelligence to Close the Complex Deal
Blount, Jeb
Hardcover
The Best Attorney Never Wins: Why Great Lawyers Go Broke and Average Ones Build Empires
Perone, Angelo
Hardcover
$100M Offers Summary and Workbook: How To Make Offers So Good People Feel Stupid Saying No
Hormozi, Alex
Hardcover
Takeaways: Ideas, Strategies and Encouragement for the Nonprofit Public Relations Professional
Whitt, Marc C.
Hardcover
Hbr's 10 Must Reads on Marketing, Updated and Expanded (Featuring Marketing Myopia by Theodore Levitt)
Levitt, Theodore
Reichheld, Fred
Review, Harvard Business
Paperback
Storybrand 2.0 Edición Actualizada: Clarifica Tu Mensaje Y Los Clientes Escucharán
Miller, Donald
Paperback
When in Doubt, Make Applesauce! Core Habits of the Masterful Public Relations Professional
Whitt, Marc C.
Hardcover
Stories That Stick: How Storytelling Can Captivate Customers, Influence Audiences, and Transform Your Business
Hall, Kindra
Hardcover
Smart Pricing: How Google, Priceline, and Leading Businesses Use Pricing Innovation for Profitabilit
Raju, Jagmohan
Zhang, Z.
Paperback
The Luxury Strategy: Break the Rules of Marketing to Build Luxury Brands
Bastien, Vincent
Kapferer, Jean-Noël
Hardcover
Cashvertising: How to Use More Than 100 Secrets of Ad-Agency Psychology to Make Big Money Selling Anything to Anyone
Whitman, Drew Eric
Paperback
Get Found: The No-Fluff Guide to Ranking Higher and Becoming Your Customers' First Choice
Diamante, Matt
Paperback
Focus: How to Plan Strategy and Improve Execution to Achieve Growth
Mittal, Vikas
Sridhar, Shrihari
Hardcover
No B.S. Guide to Making Them Believe: How John R. Brinkley Used His 21 Lost Marketing Secrets to Build a Notorious Medical Empire and Make Millions
Kennedy, Dan S.
Kessler, Chip
Paperback
The Experience Economy, with a New Preface by the Authors: Competing for Customer Time, Attention, and Money
Pine II, B. Joseph
Gilmore, James H.
Hardcover
The Multiply Method: Simple Systems for Building a Solid, Sustainable Network Marketing Team
Robbins, Sarah
Hardcover
Obvious Adams (Special Edition): The Story of a Successful Businessman
Updegraff, Robert Rawls
Paperback
Agent-Powered Growth: Deploy AI Agents That Build Your Marketing Pipeline 24/7
Sjouwerman, Stu
Hardcover
How to Become a Rainmaker: The Rules for Getting and Keeping Customers and Clients
Fox, Jeffrey J.
Hardcover
Story Business: Why Stories Rule the World and How They Can Reinvent Your Business
McMahon, Gavin
Paperback
It's Not About You: Winning New Business In A Crowded Agency World
Boehler, Stephen
Boehler, Robin
Paperback
The 22 Immutable Laws of Marketing: Exposed and Explained by the World's Two
Trout, Jack
Ries, Al
Paperback
Any Insights Yet?: Connect the dots. Create new categories. Transform your business.
Kocek, Chris
Paperback
The Best Story Wins: How to Leverage Hollywood Storytelling in Business and Beyond
Luhn, Matthew
Paperback
Pick Up the Phone and Sell: How Proactive Calls to Customers and Prospects Can Double Your Sales
Goldfayn, Alex
Hardcover
AI-Powered Content Marketing and SEO: Impact, Risks, and Strategies for Brands
Halasz, Jenny
Seda, Catherine
Paperback
Wholesale MBA: How to Sell Consumer Goods to Distributors, Retailers, and Consumers
Olson, Jorge S.
Piancone, Sandro
Paperback
Design Research Mastery: How to Lead Research That Builds Buy-In and Great Products
Fortier, Sara
Paperback
Obviously Awesome: How to Nail Product Positioning so Customers Get it, Buy it, Love it
Dunford, April
Hardcover
No B.S. Marketing to the Affluent: No Holds Barred, Take No Prisoners, Guide to Getting Really Rich
Kennedy, Dan S.
Fischer, Martin J.
Paperback
How to Write an Exceptional Business Plan: A Step-by-Step Guide to Winning Investors, Lenders, and Success
Cheeks, Ashley
Paperback
$100m Lost Chapters: Lost Treasures from $100M Offers, $100M Leads, and $100M Money Models
Hormozi, Alex
Paperback
The Youtube Formula: How Anyone Can Unlock the Algorithm to Drive Views, Build an Audience, and Grow Revenue
Eves, Derral
Hardcover
Trust Me, I'm Lying: Confessions of a Media Manipulator (Large Print Edition)
Holiday, Ryan
Paperback
Valuable and Visible: Redefining Personal Branding by Leading with Impact Over Image
Errecarte, Vanessa
Hardcover
The Growth Dilemma: Managing Your Brand When Different Customers Want Different Things
Hamilton, Ryan
Wilson, Annie
Hardcover
Get Together: How to Build a Community with Your People
Huynh, Kevin
Sotto, Kai Elmer
Richardson, Bailey
Hardcover
Duct Tape Marketing Revised and Updated: The World's Most Practical Small Business Marketing Guide
Jantsch, John
Paperback
Exceptional Experiences: Five Luxury Levers to Elevate Every Aspect of Your Business
James, Neen
Hardcover
The Visible Expert Revolution: How to Turn Ordinary Experts into Thought Leaders, Rainmakers and Industry Superstars
Harr, Elizabeth
Feldman, Karl
Frederiksen, Lee
Paperback
Build Your Beverage Empire - Third Edition: Start Your New Beverage Business
Olson, Jorge S.
Paperback
The Youtube Formula: How Anyone Can Unlock the Algorithm to Drive Views, Build an Audience, and Grow Revenue
Eves, Derral
Hardcover
Marketing Made Simple: A Step-By-Step Storybrand Guide for Any Business
Miller, Donald
Peterson, J. J.
Paperback
Sponsor Magnet: How to Attract, Price, & Execute Your Dream Brand Partnerships
Moore, Justin
Paperback
The Power of Broke: How Empty Pockets, a Tight Budget, and a Hunger for Success Can Become Your Greatest Competitive Advantage
John, Daymond
Paisner, Daniel
Paperback
Objections: The Ultimate Guide for Mastering the Art and Science of Getting Past No
Blount, Jeb
Hardcover
$100M Leads Summary & Workbook: How to Get Strangers To Want To Buy Your Stuff
Hormozi, Alex
Paperback