Overview

For Whom Anyone building or testing with AI - founders, product managers, engineers, and marketers who want speed without surprises. What This Book Is Not a tool manual a prompt guide anti-AI What It Actually Is a framework to build faster without losing control. a method to consistently produce quality output a clear reality check Evidence, Not Hype Written by a top 1% global user of AI coding tools with 235,000+ lines of Vibe Code built and grounded in PhD research on AI-native development. It shows how: First-pass completeness drops across layers Errors shift and compound Rework moves from code to hidden responsibility Oversight becomes the real bottleneck Why It Matters This book helps you design with more accuracy, catch issues sooner, and eliminate hidden rework; saving time, money, and unnecessary frustration.

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