---
title: "Discussion on \"AI-Generated Code Passes the Demo and Fails the Review: A Practical Quality Checklist\" | Hashnode"
description: "Discussion on \"AI-Generated Code Passes the Demo and Fails the Review: A Practical Quality Checklist\". AI coding assistants have changed how fast we ship. They haven't changed what production demands. This guide covers the seven predictable ways AI-generated code fails and the concrete, automatable checks that catch each one before merge."
url: "https://hashnode.com/posts/ai-generated-code-passes-the-demo-and-fails-the-review-a-practical-quality-checklist/6ad1eb48735d07241dec974b"
---

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# [AI-Generated Code Passes the Demo and Fails the Review: A Practical Quality Checklist](https://sarah-dyne.hashnode.dev/ai-generated-code-passes-the-demo-and-fails-the-review-a-practical-quality-checklist?utm_source=hashnode&utm_medium=feed)

AI coding assistants have changed how fast we ship. They haven't changed what production demands. This guide covers the seven predictable ways AI-generated code fails and the concrete, automatable checks that catch each one before merge.

Oct 16 · 7 min read · sarah-dyne.hashnode.dev  
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[Sarah](https://hashnode.com/@sarahdyne)

@sarahdyne · London, UK

  
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