---
title: "Discussion on \"The Final Polish: Purging Technical Debt, Designing Handover Architectures, and Closing the Loop (Week 7)\" | Hashnode"
description: "Discussion on \"The Final Polish: Purging Technical Debt, Designing Handover Architectures, and Closing the Loop (Week 7)\". A lesson in sustainability. Inside the final sprint to eliminate legacy naming, build localized candidate data summaries, and document clean handover architectures."
url: "https://hashnode.com/posts/the-final-polish-purging-debt-and-handover-architectures-week-7/6a670dc3b8ac05ecd6adede5"
---

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# [The Final Polish: Purging Technical Debt, Designing Handover Architectures, and Closing the Loop (Week 7)](https://shakiran.hashnode.dev/the-final-polish-purging-debt-and-handover-architectures-week-7?utm_source=hashnode&utm_medium=feed)

A lesson in sustainability. Inside the final sprint to eliminate legacy naming, build localized candidate data summaries, and document clean handover architectures.

Jul 27 · 4 min read · shakiran.hashnode.dev  
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## Written by

[Shakiran Nannyombi](https://hashnode.com/@shakiran)

@shakiran · Kampala, Uganda

  
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Coding designs to life

I’m a software engineer and developer building at the intersection of AI, data, and user experience. I work with JavaScript and Python to create applications that are not just functional but intuitive and impactful. My tech journey hasn’t been about waiting to feel ready; it’s been about building, learning, and figuring things out along the way. That mindset has led me to explore machine learning, frontend engineering, and UI/UX design in a hands-on way. I’m focused on growing into an AI engineer while contributing to solutions that solve real-world problems. I’m especially interested in projects that combine data, design, and intelligence to improve how people interact with technology. Open to collaborations, learning opportunities, and building meaningful tech.

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