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During the last year, I have been developing PoCs using AI tools such as Kiro, Codex... and other ADEs. Like many devs, I started by focusing on the questions. How to write better prompts, how to get better code, how to make AI generate more code?... But after months of working this way, I realized something... the biggest challenge was not generating code, the biggest challenge was preserving intent. As projects grow, architectures evolve, requirements change, and

Published 15 Jun 2026

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During the last year, I have been developing PoCs using AI tools such as Kiro, Codex... and other ADEs. Like many devs, I started by focusing on the questions. How to write better prompts, how to get better code, how to make AI generate more code?... But after months of working this way, I realized something... the biggest challenge was not generating code, the biggest challenge was preserving intent. As projects grow, architectures evolve, requirements change, and
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