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Agentic Programming

From prompts to production: a path to Al fluency

This book is 80% completeLast updated on 2026-06-21

The most important impact of AI on software development isn't that it writes code faster — it's that it changes what you can delegate. Agentic Programming is a practical roadmap for climbing the AI Fluency Ladder: from prompting to agentic workflows, verified execution, and ultimately autonomous software development.

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About

About

About the Book

Software development is changing. For the first time, developers are working alongside systems that actively participate in building software—and the most important shift isn't that AI writes code faster. It's that it changes what you can delegate.

Agentic Programming is a practical roadmap for that transition: from writing software directly to designing, guiding, verifying, and eventually orchestrating systems that create it.

At its center is the AI Fluency Ladder—five levels of delegation, from prompting and task delegation to agentic workflows, verified execution, and autonomous execution. The book shows how developers climb it, why a new bottleneck appears at each level, and how the developer's role changes along the way.

The first half builds the foundation: how AI systems actually behave, the mental models agentic programming depends on, and the failure modes of probabilistic systems. The second half is hands-on—it walks through building an agentic harness, the execution architecture that coordinates AI agents through workflows, verification, retries, and recovery, and makes higher levels of delegation reliable enough to trust.

It's written for software developers, architects, engineering leaders, and technical founders who want to understand how AI is changing software development. No machine-learning background required—the focus is the practical implications of working with AI systems, not the mathematics behind them.

This book is being published in progress. The core narrative is already here—the foundations, the AI Fluency Ladder, and the full harness-building material—while the final part is still being written and the diagrams remain in draft form (text placeholders that will be replaced with polished graphics). Early readers get every update free, including the finished diagrams and remaining chapters, and lock in today's price, which rises as the book is completed.

Author

About the Author

Jerod W. Wilkerson

Jerod W. Wilkerson is a Professor and Associate Chair of the Computer Science Department at Brigham Young University, where he teaches software engineering and advanced programming courses. Over three decades he has worked as a software engineer, consultant, founder, software engineering manager, software engineering director, researcher, and professor—alternating between industry and academia.

His research on software engineering and software quality has appeared in leading journals including IEEE Transactions on Software Engineering, and his consulting work has spanned organizations from startups to Fortune 500 companies and government agencies. His current work focuses on agentic programming, agentic harnesses, and how the role of the software engineer changes as AI systems become more capable.

Contents

Table of Contents

  • Preface
  • About This Book
  • Part I: Foundations of AI-Native Development
  • Chapter 1: How AI Actually Works
  • Chapter 2: The AI Fluency Ladder
  • Chapter 3: Mental Models for Agentic Programming
  • Chapter 4: Failure Modes of AI Systems
  • Chapter 5: What Is Agentic Programming?
  • Chapter 6: Tools for AI-Native Development
  • Part II: Climbing the AI Fluency Ladder
  • Chapter 7: From Prompting to Control (Level 0 → 1)
  • Chapter 8: From Control to Delegation (Level 1 → 2)
  • Chapter 9: From Delegation to Workflow Execution (Level 2 → 3)
  • Chapter 10: From Workflow Execution to Verified Execution (Level 3 → 4)
  • Chapter 11: From Verified Execution to Autonomous Execution (Level 4 → 5)
  • Part III: Building an Agentic Harness
  • Chapter 12: Harness Architecture (Before You Build)
  • Chapter 13: Getting Started
  • Chapter 14: Building Core Agents
  • Chapter 15: Verification and Reliability Systems
  • Chapter 16: Architecting Nondeterministic Execution
  • Chapter 17: Building a Level 3 Agentic Harness
  • Chapter 18: Hardening and Scaling the Harness
  • Chapter 19: Building a Level 4 Agentic Harness
  • Chapter 20: Designing a Level 5 Agentic Harness
  • Part IV: Leverage at Scale
  • Chapter 21: Maximizing Productivity with Agentic Systems
  • Chapter 22: The Future of Development
  • Appendix A: Building a Sample Level 3 Harness
  • Glossary
  • About the Author

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