---
title: "Discussion on \"Serving Your Own Model with llama.cpp: GPU Offload, Caching, and the Trap of a Stuck Wrong Answer\" | Hashnode"
description: "Discussion on \"Serving Your Own Model with llama.cpp: GPU Offload, Caching, and the Trap of a Stuck Wrong Answer\". Serving a GGUF model with llama.cpp, caching answers in SQL, and a demo of why a cached wrong answer doesn't just go away on its own."
url: "https://hashnode.com/posts/serving-llm-llamacpp-cache-wrong-answer-trap/6ab68b524750c7424a5bd7aa"
---

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Discussion

# [Serving Your Own Model with llama.cpp: GPU Offload, Caching, and the Trap of a Stuck Wrong Answer](https://shaka-ai.hashnode.dev/serving-llm-llamacpp-cache-wrong-answer-trap?utm_source=hashnode&utm_medium=feed)

Serving a GGUF model with llama.cpp, caching answers in SQL, and a demo of why a cached wrong answer doesn't just go away on its own.

Sep 25 · 7 min read · shaka-ai.hashnode.dev  
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-   [#serving](https://hashnode.com/tag/serving)
-   [#llm](https://hashnode.com/tag/llm)
-   [#llama](https://hashnode.com/tag/llama)

## Written by

[Muhammad Ariel Shakaramiro](https://hashnode.com/@arielshakaramiro)

@arielshakaramiro

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

Newbie for AI Learning | Builder | Developer | AI Enthusiast

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