
Agentify
The Art, Science, and Engineering of Successful AI Agents
By: Michael Palmer
Paperback | 14 November 2025
At a Glance
428 Pages
22.9 x 15.2 x 2.21
Paperback
$81.75
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AI agents are beginning to upend software in a fundamental way. Over the next decade, the familiar SaaS model will be displaced by complex adaptive systems that act as autonomous coworkers: observing context, taking initiative, delivering outcomes. The shift has already begun, embedded in workflows you use today, but it will accelerate as agents become more competent, trustworthy, and human-like. This book is for those building this future. Grounded in complex systems theory and AI research and engineering, but balanced by design and product thinking, AGENTIFY draws on work with dozens of teams building AI agents today.
Packed with lessons that outlast the weekly flux of new models and frameworks, AGENTIFY combines research depth, engineering rigor, product acumen, and design craft in one meticulous volume. AGENTIFY shows how agents differ from apps: continuous planning loops, memory, tool use, meta-learning, and world modeling. It also develops architectural patterns for autonomy and oversight. Topics include reinforcement learning, synthetic and curated training data, fine-tuning and tool formation, protocols, precision context engineering, and subagent orchestration. Case studies, research surveys, and insights from work with dozens of real teams will help you to ship agents that deliver outcomes.
Here you'll find the foundational patterns, trade-offs, and mental models to navigate the future of software. No other resource in print today spans as many dimensions critical to your agents' success.
Industry Reviews
"AGENTIFY is the most important technology book I've read in a decade. The same rigor that separates winning hedge funds and private-equity portfolios from the rest (deep domain moats, adaptive feedback loops, and robust risk control) is now required to build winning AI agents. Every investor and founder allocating capital to autonomous agents needs to read this book - twice."
- John Botti, Wall Street Veteran, former Chief Investment Officer of multi-billion dollar credit hedge fund
"Michael Palmer has a rare ability to deconstruct the complex 'black box' of AI into actionable engineering principles. AGENTIFY brilliantly balances the science of machine learning with the art of user-centric design. Whether you are a developer, an executive, or an investor, the insight in this book will fundamentally change how you understand the mechanics and the potential of AI agents in the modern economy."
- Dan Benveniste, CEO and Founder, SkillWaze
"This is the book you need to understand what it means for AI agents to act with autonomy. By weaving together the challenges of autonomy, accountability, and trust with the opportunities of an augmented digital workforce AGENTIFY offers a compelling yet balanced vision of the possible. Rather than either warning or celebrating, Palmer invites readers to grapple with the relationship we will need to develop with systems that act on their own on our behalf. Essential reading for anyone who wants to understand not just the technology, but the future of human agency in a world of autonomous machines."
- Gil Yehuda, Head of Open Source at a major American bank
"Few books today capture the real-world practicality of agentic AI. AGENTIFY does. It's an essential read for any founder or team shaping the next generation of intelligent systems, with clear insight into where today's AI still has limits. Every founder should read it."
- Swaroop 'Kittu' Kolluri, Founder and Managing Director, Neotribe Ventures
"AGENTIFY offers a rare blend of vision and depth on AI agents. For those actively building in the o�°eld, it can help turn strategy into real business outcomes."
- John Burns, Chairman, Board of Directors (multiple companies)
"Michael's deep technical expertise and decades of product lead- ership shine through in AGENTIFY. While AI Agents are a daily topic in tech and venture circles at this point, rarely do those conversations reveal a clear vision of realistic end goals with paths to achieve them for most use cases. AGENTIFY carefully illustrates some of the most plausible outcomes in the rapidly evolving agentic world and is a valuable read for those trying to see around the corners of AI evolution to come."
- Paul Longhenry, General Partner, TheFounderVC
"AGENTIFY performs the difficult task of smoothly transition- ing from foundational AI theory to practical technical concepts, all
woven together with beautiful narrative examples. This is an essential read for any modern-day founder building an AI product."
- Brent Hobson, CEO, Wytebox
"Every business line risk manager should own a copy of this toolkit! It's written for the practitioner by someone who has deployed agents on almost every commercially available pipeline. This book is filled with real world advice for managing risk while rapidly scaling agents as products based on actual practice, using terms like think out loud instead of explainability to set the bar for effective risk management."
- Jeff Terry, Former Chair, The Clearing House Enterprise Risk Committee, Financial Services Technology Risk Executive
PART I: FROM TOOLS TO AGENTS
1. Software as Colleague & Teammate
2. The Evolution of Software Products
3. Where We Are Today
4. What Is True Agency?
PART II: THE NEW COMPETITIVE ADVANTAGE
5. Adapt, Specialize, Survive, Flourish
6. Agents Can Be Everywhere at Once
7. Feedback: The New Beautiful UI
8. New Challenges for Designers
9. The Insight Factory: Simulate Your Domain
10. Dream, Distill, Differentiate: Your Agent's Data Moat
PART III: ON THE VERGE OF AUTONOMY
11. A Skeptic's Point of View
12. The Role of Reinforcement Learning
13. Tool Use Explosion
14. Simulating Agency & Hierarchical Goals
15. Higher Order Cognition: Creativity, Taste, Humor & Judgment
16. Coding Agents: A Bellwether
17. The Wild West of Social & Crypto Agents
PART IV: ARCHITECTURE & DEVELOPMENT
18. The Infinite Agentic Loop
19. Agent Situational Awareness: Harness Hallucinations
20. Tools, Tuning, Reasoning & Protocols
21. Context Engineering, Memory & Knowledge
22. Beyond Vibes: Rigorous AI Software Development
23. Open Source Agentic Frameworks
24. The Future of Scrum, Kanban, Agile, etc.
PART V: RISK, ROBUSTNESS, & SECURITY
25. Transparency from the Ground Up
26. Simulation for Security & Robustness
27. Controlling Agent Autonomy
28. Agent Identity, Agent Liability
PART VI: THE PATH AHEAD
29. AGI Research Frontiers
30. Perilous Predictions
31. Product Manager as Behavioral Psychologist
32. Finding Your Personal Path
ISBN: 9798993196213
Published: 14th November 2025
Format: Paperback
Language: English
Number of Pages: 428
Audience: Professional and Scholarly
Publisher: Taos Research Corporation
Dimensions (cm): 22.9 x 15.2 x 2.21
Weight (kg): 0.57
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