---
title: "Discussion on \"How I generate LLM test cases that actually catch bugs\n\" | Hashnode"
description: "Discussion on \"How I generate LLM test cases that actually catch bugs\n\". Autoresearch LLM test generation as a hostile-judge loop: persona x scenario x adversarial evolution, cross-family judge, keep top 10 percent."
url: "https://hashnode.com/posts/how-i-generate-llm-test-cases-that-actually-catch-bugs/6a6884e2fd93a01e2ac9c611"
---

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# [How I generate LLM test cases that actually catch bugs](https://kartiknvjk.hashnode.dev/how-i-generate-llm-test-cases-that-actually-catch-bugs?utm_source=hashnode&utm_medium=feed)

Autoresearch LLM test generation as a hostile-judge loop: persona x scenario x adversarial evolution, cross-family judge, keep top 10 percent.

Jul 28 · 7 min read · kartiknvjk.hashnode.dev  
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-   [#autoresearch](https://hashnode.com/tag/autoresearch)
-   [#test-generation](https://hashnode.com/tag/test-generation)
-   [#synthetic-data](https://hashnode.com/tag/synthetic-data)
-   [#llm-evaluation](https://hashnode.com/tag/llm-evaluation)
-   [#adversarial-testing](https://hashnode.com/tag/adversarial-testing)
-   [#2026](https://hashnode.com/tag/2026)

## Written by

[Kartik N V J K](https://hashnode.com/@kartik-nvj)

@kartik-nvj

  
[View profile](https://hashnode.com/@kartik-nvj)

AI Developer | Making AI reliable, trustworthy & accessible to everyone | Active community contributor

I write when an idea won't leave me alone 🧠 Building AI agents and the tools to build AI agents. Love connecting AI with other fields and yapping about all of them. Follow along if that's your kind of thing.

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