---
title: "Discussion on \"From \"You Have a Bug\" to \"Here's the Root Cause\" — Adding AI Code Analysis to My App Review Pipeline\" | Hashnode"
description: "Discussion on \"From \"You Have a Bug\" to \"Here's the Root Cause\" — Adding AI Code Analysis to My App Review Pipeline\". TL;DR: I built an app review pipeline that classifies bugs and crashes. It was useful but stopped at \"what's wrong.\" I extended it to answer \"where in the code\" and \"what to change\" — using a Pydantic"
url: "https://hashnode.com/posts/from-you-have-a-bug-to-here-s-the-root-cause-adding-ai-code-analysis-to-my-app-review-pipeline/6a22d746bdc172ef88405031"
---

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# [From "You Have a Bug" to "Here's the Root Cause" — Adding AI Code Analysis to My App Review Pipeline](https://blogs.ashish-mishra.com/from-you-have-a-bug-to-here-s-the-root-cause-adding-ai-code-analysis-to-my-app-review-pipeline?utm_source=hashnode&utm_medium=feed)

TL;DR: I built an app review pipeline that classifies bugs and crashes. It was useful but stopped at "what's wrong." I extended it to answer "where in the code" and "what to change" — using a Pydantic

Jun 5 · 13 min read · blogs.ashish-mishra.com  
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[Ashish Mishra](https://hashnode.com/@oritibi)

@oritibi · Bengaluru, Karnataka, India

  
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