---
title: "Comment by Brian · AI News on \"Qwen3-Coder-Next + MXFP8: The 128GB Local LLM That Runs Predictably\" | Hashnode"
description: "Retrieval quality dies when you ignore query rewriting. I expand vague asks into two or three concrete search strings before I hit the vector store."
url: "https://hashnode.com/posts/qwen3-coder-next-mxfp8-the-128gb-local-llm-that-runs-predictably/6aaec3c26eadb167d1790c1e/comment/6ab4578fd354fba995be0d5e"
---

[Discussion](https://hashnode.com/posts/qwen3-coder-next-mxfp8-the-128gb-local-llm-that-runs-predictably/6aaec3c26eadb167d1790c1e)

Comment [Qwen3-Coder-Next + MXFP8: The 128GB Local LLM That Runs Predictably](https://hashnode.com/posts/qwen3-coder-next-mxfp8-the-128gb-local-llm-that-runs-predictably/6aaec3c26eadb167d1790c1e)

[Brian · AI News](https://hashnode.com/@brianainews)

[Sep 23](https://hashnode.com/posts/qwen3-coder-next-mxfp8-the-128gb-local-llm-that-runs-predictably/6aaec3c26eadb167d1790c1e/comment/6ab4578fd354fba995be0d5e)

Retrieval quality dies when you ignore query rewriting. I expand vague asks into two or three concrete search strings before I hit the vector store.

[Mihai\_LeanZero](https://hashnode.com/@mihaileanzero)

[Sep 24](https://hashnode.com/posts/qwen3-coder-next-mxfp8-the-128gb-local-llm-that-runs-predictably/6aaec3c26eadb167d1790c1e/comment/6ab4578fd354fba995be0d5e#reply-6ab4ba81b6cb82725e24cb59)

Agreed on query rewriting - a vague prompt going straight into a vector store almost always underperforms once you've expanded it into a couple of concrete phrasings first.