---
title: "Discussion on \"The Test Pyramid Doesn't Survive Contact with an LLM\" | Hashnode"
description: "Discussion on \"The Test Pyramid Doesn't Survive Contact with an LLM\". The test pyramid was built for deterministic software. LLM systems break it. Here is the five-layer AI Quality Stack that replaces it."
url: "https://hashnode.com/posts/the-test-pyramid-doesn-t-survive-contact-with-an-llm/69fde26af239332df4c476a7"
---

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# [The Test Pyramid Doesn't Survive Contact with an LLM](https://nohappypath.com/the-test-pyramid-doesn-t-survive-contact-with-an-llm?utm_source=hashnode&utm_medium=feed)

The test pyramid was built for deterministic software. LLM systems break it. Here is the five-layer AI Quality Stack that replaces it.

May 8 · 8 min read · nohappypath.com  
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-   [#ai](https://hashnode.com/tag/ai)
-   [#software-testing](https://hashnode.com/tag/software-testing)
-   [#ai-safety](https://hashnode.com/tag/ai-safety)
-   [#quality-engineering](https://hashnode.com/tag/quality-engineering)
-   [#llm](https://hashnode.com/tag/llm)

## Written by

[Rahul Srivastava](https://hashnode.com/@rahulsriv)

@rahulsriv · Dubai, UAE

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

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