The Leanpub 60 Day 100% Happiness Guarantee
Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.
See full terms...
Prompt, Context, Harness, and Loop Fundamentals for Systems Engineers
Learn how Prompt, Context, Harness, and Loop work together to turn AI assistance into verifiable engineering work. Visual explanations connect the fundamentals to practical software tasks, review, and team workflows.
Minimum price
$8.00
$19.00
About the Book
This book is for systems engineers, junior software engineers, and developers who are beginning to use AI in software projects but are unsure how to turn fluent model output into reliable engineering work.
AI-Driven Development A Visual Guide presents the essential foundation beginners need before attempting larger or more autonomous workflows. It explains AI-driven development as a four-part engineering system: Prompt defines the task, Context supplies current project knowledge, Harness provides controlled tools and feedback, and Loop turns an initial proposal into an evidence-based result.
Clear illustrations and diagrams make relationships, processes, architecture, data movement, responsibility boundaries, and security controls easier to grasp. Practical examples connect the concepts to work readers are likely to encounter after joining a team, including repository preparation, small ticket-to-pull-request changes, requirements and design, implementation, code review, verification, privacy, governance, and the cautious scaling of autonomy.
The book deliberately focuses on the concepts beginners need first. Intermediate and advanced practices are introduced only as practical signposts, so readers can recognize when those techniques may become useful without being asked to memorize a large specialist reference.
Main learning topics:
• AI models, tools, agents, and human accountability
• Prompt design for bounded, verifiable engineering tasks
• Context selection, retrieval, freshness, and provenance
• Development harnesses, permissions, isolation, and feedback
• Evidence-driven investigation, change, verification, and review loops
• Repository readiness and a small change from ticket to pull request
• Requirements, design, implementation, refactoring, and code review
• Evaluation, observability, security, privacy, and safe execution
• Team practices, governance, and controlled autonomy
After finishing the book, readers should be able to explain how the four elements work together, prepare a small task for supervised AI assistance, recognize common sources of unreliable output, select appropriate evidence, and participate more confidently in practical AI-assisted software work.
About the Author
I write practical books and guides on technology and software, with a focus on making complex topics easier to understand. I enjoy sharing clear, useful information that readers can apply in practice.
Click the buttons to get the free sample in PDF or EPUB, or read the sample online here
Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.
See full terms...
We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.
(Yes, some authors have already earned much more than that on Leanpub.)
Learn more about writing on Leanpub
If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).
Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.
Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.
Learn more about Leanpub's ebook formats and where to read them
You can use Leanpub to easily write, publish and sell in-progress and completed ebooks and online courses!
Leanpub is a powerful platform for serious authors, combining a simple, elegant writing and publishing workflow with a store focused on selling in-progress ebooks.
Leanpub is a magical typewriter for authors: just write in plain text, and to publish your ebook, just click a button. (Or, if you are producing your ebook your own way, you can even upload your own PDF and/or EPUB files and then publish with one click!) It really is that easy.