---
title: "Discussion on \"Why Most AI Coding Workflows Fail — and How Mine Cut 2 Weeks of Work to 2 Days\" | Hashnode"
description: "Discussion on \"Why Most AI Coding Workflows Fail — and How Mine Cut 2 Weeks of Work to 2 Days\". Lessons from building production features with AI, large codebases, and real constraints."
url: "https://hashnode.com/posts/why-most-ai-coding-workflows-fail-and-how-mine-cut-2-weeks-of-work-to-2-days/694a1c463e474f461b31ace8"
---

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# [Why Most AI Coding Workflows Fail — and How Mine Cut 2 Weeks of Work to 2 Days](https://blogs.navayuvan.com/why-most-ai-coding-workflows-fail-and-how-mine-cut-2-weeks-of-work-to-2-days?utm_source=hashnode&utm_medium=feed)

Lessons from building production features with AI, large codebases, and real constraints.

Dec 23, 2025 · 6 min read · blogs.navayuvan.com  
Updated Dec 25, 2025  
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## Written by

[Navayuvan Subramanian](https://hashnode.com/@navayuvan)

@navayuvan · Chennai, Tamil Nadu, India

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

Ending boring work with AI 🧠 | Senior Full Stack dev building Agentic AI in production 👨‍💻 | Shipping in Public 🚀 | AI Consultant

Senior Software Engineer with 5+ years of expertise crafting innovative products that make people's lives easier, now with AI.

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