---
title: "Discussion on \"Three Modes of AI Specification: Insights from Practice\" | Hashnode"
description: "Discussion on \"Three Modes of AI Specification: Insights from Practice\". Turning AI from unchecked creativity into disciplined product execution"
url: "https://hashnode.com/posts/three-modes-of-ai-specification-insights-from-practice/68a598b1efee7c6cb82d20b7"
---

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# [Three Modes of AI Specification: Insights from Practice](https://striketarget.hashnode.dev/three-modes-of-ai-specification-insights-from-practice?utm_source=hashnode&utm_medium=feed)

Turning AI from unchecked creativity into disciplined product execution

Aug 20, 2025 · 4 min read · striketarget.hashnode.dev  
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## Written by

[munair](https://hashnode.com/@munair)

@munair · Seoul, South Korea

  
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shorting greed

infectious content marketing strategist. capoeira wellness practitioner. derivatives trader and virtuous financier.

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