---
title: "Discussion on \"Why Generic Synthetic Examples Fail in Category-Specific Scenarios\" | Hashnode"
description: "Discussion on \"Why Generic Synthetic Examples Fail in Category-Specific Scenarios\". A targeted generator-prompt change, what 93.6% actually means, and lessons from AI Waiter"
url: "https://hashnode.com/posts/why-generic-synthetic-examples-fail-in-category-specific-scenarios/6aea14df5ea170c1ad922669"
---

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# [Why Generic Synthetic Examples Fail in Category-Specific Scenarios](https://idirocco.hashnode.dev/why-generic-synthetic-examples-fail-in-category-specific-scenarios?utm_source=hashnode&utm_medium=feed)

A targeted generator-prompt change, what 93.6% actually means, and lessons from AI Waiter

6d ago · 4 min read · idirocco.hashnode.dev  
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-   [#ai-engineering](https://hashnode.com/tag/ai-engineering)
-   [#synthetic-data](https://hashnode.com/tag/synthetic-data)
-   [#prompt-engineering](https://hashnode.com/tag/prompt-engineering)
-   [#llm-evaluation](https://hashnode.com/tag/llm-evaluation)

## Written by

[Ignacio Di Rocco](https://hashnode.com/@idirocco)

@idirocco · Argentina

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

Building products, exploring AI, and sharing the engineering behind them.

Software engineer and product builder applying AI to turn ideas into real-world products. I write about AI engineering, experiments, and lessons learned along the way.

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