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# Local Deploy & Inference — Global Fix Map
<details>
<summary><strong>🏥 Quick Return to Emergency Room</strong></summary>
<br>
> You are in a specialist desk.
> For full triage and doctors on duty, return here:
>
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/README.md)
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)
>
> Think of this page as a sub-room.
> If you want full consultation and prescriptions, go back to the Emergency Room lobby.
</details>
A beginner-friendly hub to **stabilize locally hosted LLMs** on your own machine or cluster.
Use this folder when it looks like the “model is broken” but the **real cause is infra settings**: tokenizer mismatch, rope scaling, kv-cache size, build flags, or server parameters.
Every guide links back to WFGY with measurable acceptance targets. No infra rebuild required.