---
title: "Comment by netproxy on \"Ariadne: The Mathematics of Refactoring in the Age of AI\" | Hashnode"
description: "The multilingual-status example is a good entry point: using a display string as a shared invariant is the kind of mistake that feels harmless until it isn't. W"
url: "https://hashnode.com/posts/ariadne-the-mathematics-of-refactoring-in-the-age-of-ai/6ac1fc211b926d0ee0b9eb6f/comment/6ac2cf1038aa7c69feb139d6"
---

[Discussion](https://hashnode.com/posts/ariadne-the-mathematics-of-refactoring-in-the-age-of-ai/6ac1fc211b926d0ee0b9eb6f)

Comment [Ariadne: The Mathematics of Refactoring in the Age of AI](https://hashnode.com/posts/ariadne-the-mathematics-of-refactoring-in-the-age-of-ai/6ac1fc211b926d0ee0b9eb6f)

[netproxy](https://hashnode.com/@argumentmoney8117)

[Oct 4](https://hashnode.com/posts/ariadne-the-mathematics-of-refactoring-in-the-age-of-ai/6ac1fc211b926d0ee0b9eb6f/comment/6ac2cf1038aa7c69feb139d6)

The multilingual-status example is a good entry point: using a display string as a shared invariant is the kind of mistake that feels harmless until it isn't. What I found most interesting is the holonomy framing — that the same connections can demand different repairs depending on how corrections propagate is a genuinely non-obvious insight. And the distinction between knowing a repair exists (0 queries to decide) and actually constructing it (2 queries) is the kind of result that should shape what we let agents change unsupervised.

[Hiroyuki Nakahata](https://hashnode.com/@iroha1203)

[Oct 5](https://hashnode.com/posts/ariadne-the-mathematics-of-refactoring-in-the-age-of-ai/6ac1fc211b926d0ee0b9eb6f/comment/6ac2cf1038aa7c69feb139d6#reply-6ac3a229aca61af14999dca9)

Thanks for your comment! I’m glad you read the article. I chose to focus on refactoring AI-generated code, which I expect to become an increasingly important challenge in the age of AI. I’ll keep working on tools to bring Ariadne into everyday software development!