---
title: "Discussion on \"From Hackathon to Production: Why I Built the Code Review Tool I Couldn't Find Anywhere Else\" | Hashnode"
description: "Discussion on \"From Hackathon to Production: Why I Built the Code Review Tool I Couldn't Find Anywhere Else\". I vibe coded a hackathon project. Then I hand built DeltaReview — an AI code diff analyzer. Here's what I learned shipping as a CS student founder."
url: "https://hashnode.com/posts/from-hackathon-to-production-why-i-built-the-code-review-tool-i-couldn-t-find-anywhere-else/6a209ba262114de6758d4565"
---

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# [From Hackathon to Production: Why I Built the Code Review Tool I Couldn't Find Anywhere Else](https://blog.tawakalstudio.com/from-hackathon-to-production-why-i-built-the-code-review-tool-i-couldn-t-find-anywhere-else?utm_source=hashnode&utm_medium=feed)

I vibe coded a hackathon project. Then I hand built DeltaReview — an AI code diff analyzer. Here's what I learned shipping as a CS student founder.

Jun 3 · 6 min read · blog.tawakalstudio.com  
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## Written by

[Rida](https://hashnode.com/@ridacyber)

@ridacyber · New York, USA

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

Developer. Founder. Woman in tech. All three at once.

I'm Rida — a CS student, solo founder of TawakalStudio, and a builder who doesn't wait for permission. I write about what I'm actually making: dev tools, client work, shipping under pressure, and what it looks like to be a young woman carving space in tech one project at a time. No polish. Just the real thing.

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