---
title: "munair (@munair) | Hashnode"
description: "shorting greed. Read the latest articles by munair on Hashnode."
url: "https://hashnode.com/@munair"
---

@munair

# munair

@munair · Seoul, South Korea · Joined May 2022

shorting greed

[Website](http://munair.com/)

### [The Illusion of Precision: Why a Single Expected Move Is a Bet on the Wrong Model](https://striketarget.hashnode.dev/the-illusion-of-precision-why-a-single-expected-move-is-a-bet-on-the-wrong-model?utm_source=hashnode&utm_medium=feed)

Systematic discipline through convergence analysis for institutional trading desks

10 min read · [striketarget.hashnode.dev](https://striketarget.hashnode.dev/the-illusion-of-precision-why-a-single-expected-move-is-a-bet-on-the-wrong-model?utm_source=hashnode&utm_medium=feed)

[Sep 3, 2025](https://hashnode.com/posts/the-illusion-of-precision-why-a-single-expected-move-is-a-bet-on-the-wrong-model/68b81a725ddc5a060f8bab25)

### [The Metrics That Matter: How Striketarget Data Is Evolving](https://striketarget.hashnode.dev/the-metrics-that-matter-how-striketarget-data-is-evolving?utm_source=hashnode&utm_medium=feed)

How AI-Augmented Discipline Eliminates Trading Noise

7 min read · [striketarget.hashnode.dev](https://striketarget.hashnode.dev/the-metrics-that-matter-how-striketarget-data-is-evolving?utm_source=hashnode&utm_medium=feed)

[Aug 26, 2025](https://hashnode.com/posts/the-metrics-that-matter-how-striketarget-data-is-evolving/68ada7aa555cffed53dcbbc6)

### [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

4 min read · [striketarget.hashnode.dev](https://striketarget.hashnode.dev/three-modes-of-ai-specification-insights-from-practice?utm_source=hashnode&utm_medium=feed)

[Aug 20, 2025](https://hashnode.com/posts/three-modes-of-ai-specification-insights-from-practice/68a598b1efee7c6cb82d20b7)

### [Solving AI Scope Creep](https://striketarget.hashnode.dev/solving-ai-scope-creep-the-framework-that-keeps-creativity-from-running-wild?utm_source=hashnode&utm_medium=feed)

How Striketarget’s development process turned a runaway AI assistant into a disciplined product partner

4 min read · [striketarget.hashnode.dev](https://striketarget.hashnode.dev/solving-ai-scope-creep-the-framework-that-keeps-creativity-from-running-wild?utm_source=hashnode&utm_medium=feed)

[Aug 17, 2025](https://hashnode.com/posts/solving-ai-scope-creep-the-framework-that-keeps-creativity-from-running-wild/68a12ddded10c5f487f4ea18)