---
title: "Discussion on \"Code Smell 314 - Model Collapse\" | Hashnode"
description: "Discussion on \"Code Smell 314 - Model Collapse\". When AI assistants repeatedly modify code without human oversight, code quality erodes through accumulated micro-decisions"
url: "https://hashnode.com/posts/code-smell-314-model-collapse/69111cc7b198c0a7a86f5236"
---

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# [Code Smell 314 - Model Collapse](https://maximilianocontieri.com/code-smell-314-model-collapse?utm_source=hashnode&utm_medium=feed)

When AI assistants repeatedly modify code without human oversight, code quality erodes through accumulated micro-decisions

Nov 9, 2025 · 5 min read · maximilianocontieri.com  
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-   [#code-smell-1](https://hashnode.com/tag/code-smell-1)
-   [#clean-code](https://hashnode.com/tag/clean-code)
-   [#refactoring](https://hashnode.com/tag/refactoring)
-   [#software-development](https://hashnode.com/tag/software-development)
-   [#programming-tips](https://hashnode.com/tag/programming-tips)

## Written by

[Maxi Contieri](https://hashnode.com/@mcsee)

@mcsee · Buenos Aires

  
[View profile](https://hashnode.com/@mcsee)

Software Engineer

I’m a senior software engineer loving clean code, and declarative designs. S.O.L.I.D. and agile methodologies fan.

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