---
title: "Discussion on \"Rolling Out LLM Changes Without Breaking Users\" | Hashnode"
description: "Discussion on \"Rolling Out LLM Changes Without Breaking Users\". Model upgrades, prompt changes, new features — every rollout can break the things you already shipped. Shadow traffic, canaries, A/B tests, and the prompt migration nobody tells you about."
url: "https://hashnode.com/posts/rolling-out-llm-changes/69dc4ed2844dcb109325e0a9"
---

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Discussion

# [Rolling Out LLM Changes Without Breaking Users](https://ai-zero-to-hero.hashnode.dev/rolling-out-llm-changes?utm_source=hashnode&utm_medium=feed)

Model upgrades, prompt changes, new features — every rollout can break the things you already shipped. Shadow traffic, canaries, A/B tests, and the prompt migration nobody tells you about.

Apr 13 · 13 min read · ai-zero-to-hero.hashnode.dev  
Read the article

-   [#ab-testing](https://hashnode.com/tag/ab-testing)
-   [#canary](https://hashnode.com/tag/canary)
-   [#deployment](https://hashnode.com/tag/deployment)
-   [#llm](https://hashnode.com/tag/llm)
-   [#rollout](https://hashnode.com/tag/rollout)

## Written by

[Rahul Sehrawat](https://hashnode.com/@rahulseh1998)

@rahulseh1998

  
[View profile](https://hashnode.com/@rahulseh1998)

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