---
title: "Discussion on \"What AI Actually Did to My Software Development Velocity\" | Hashnode"
description: "Discussion on \"What AI Actually Did to My Software Development Velocity\". A same-product comparison of AI-assisted output, testing, delivery speed, and the bottleneck that moved to judgment"
url: "https://hashnode.com/posts/what-ai-actually-did-to-my-software-development-velocity/6ab55d2d9f0fe47f5595de2d"
---

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# [What AI Actually Did to My Software Development Velocity](https://samiralibabic.hashnode.dev/what-ai-actually-did-to-my-software-development-velocity?utm_source=hashnode&utm_medium=feed)

A same-product comparison of AI-assisted output, testing, delivery speed, and the bottleneck that moved to judgment

Sep 24 · 12 min read · samiralibabic.hashnode.dev  
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-   [#ai](https://hashnode.com/tag/ai)
-   [#software-development](https://hashnode.com/tag/software-development)
-   [#engineering](https://hashnode.com/tag/engineering)
-   [#founders](https://hashnode.com/tag/founders)

## Written by

[Samir Alibabic](https://hashnode.com/@samiralibabic)

@samiralibabic · Munich, Germany

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

Software Engineer | Entrepreneur

I build things on the Internet.

## Responses 1

Markdown supported · ⌘↵ to post

[Brian · AI News](https://hashnode.com/@brianainews)

[Sep 24](https://hashnode.com/posts/what-ai-actually-did-to-my-software-development-velocity/6ab55d2d9f0fe47f5595de2d/comment/6ab55fae72360a089ca474ec)

Tracing that only keeps the final answer hides the tool call that broke. I open one span per tool call so I can replay the exact branch that failed.