LM

Topics

🤖 Agent	🧠 Model	🚀 Runner	⚙️ GPU & Driver	Evaluation
ZooCode axe MCP Continue.dev SKILL	hf (Model Management) Qwen 3.8 27B Qwen 2.5 Coder Devstral Small 2 24B starcoder2 3B Qwen 3.6 27B Muse Glimmer Gemma 4 Experience	llama-swap llama.cpp for SYCL llama.cpp for OpenVINO llama.cpp for TurboQuant lemonade for AMD NPU vLLM SGLang	Intel Arc Pro B70 Install driver Install oneAPI (SYCL) Install OpenVINO .bashrc for B70 Experiment AMD Ryzen AI 7 350 Experiment Tools Install nvtop	Performance Security Hallucination

News

• SWE Pro Benchmark for models < 32B
• OpenVINO 2026.3 supports Ubuntu 26 - 2026-08-04

Decision Tree for tinkering with Intel Arc Pro B70

File Path	/images/quickmmd/LM-tinkering-b70.svg
File Size	38.28 KB
Last modified	15:52:34
Time of SVG loading	2.05 second(s)
Time of SVG convertion	0.00 second(s)
Cache Detected	No
MD5 of incoming syntax	21abe2056cfe77003ba4668a164a2ccd
MD5 of cached syntax	fd23e138fa4d5347e21c50dee2125da0
SVG Engine	Kroki API
Kroki API URL	http://kroki:8000
Mermaid syntax Reference	https://mermaid.js.org/intro/syntax-reference.html
QuickMMD Version	1.0.0 - About QuickMMD

flowchart LR
  subgraph Hardware
    A(Got B70):::node-okay
  end

  subgraph OS
    B1(Install<br>Ubuntu 26.04):::node-okay
    A --> B1
  end

  subgraph Driver
    C1(Install PPA driver<br>26.27.39122.14):::node-okay
    C2(Install oneAPI<br>2026.1.1.20260724):::node-okay
    C3(Install OpenVINO):::node-okay
    C1 --> C2 & C3
    B1 --> C1
  end

  subgraph Runtime
    D1[Build llama.cpp for<br>SYCL]:::node-okay
    D2[Build llama.cpp for<br>OpenVINO<br>not stable yet]:::node-warn
    %% D3[Build SGLang for<br>SYCL]:::node-todo
    %% D4[Build SGLang for<br>OpenVINO]:::node-todo
    C2 --> D1
    C3 --> D2
    %% C2 --> D3
    %% C3 --> D4
  end

  subgraph Tools
    T1(Install<br>pipx)
    T2(Install<br>hf)
    T3(Install<br>nvtop)
    T4(Install<br>tmux)
    T5(Install<br>llama-swap)
    T1 --> T2
    B1 --> T1
    B1 --> T3
    B1 --> T4
    B1 --> T5
  end

  subgraph Models
    M1(Qwen3.8-27B)
    M2(Devstral-Small-2)
    M3(Muse-Glimmer-30B)
    T2 --> M1 & M2 & M3
  end

  subgraph env
    V1(Optimize<br>.bashrc)
    V2(Optimize<br>lmsw.yaml)
    C2 --> V1
    C3 --> V1
    T2 --> V1
    T4 ---> V1
    T5 ---> V2
  end

  subgraph Service
    Z(service<br>llama-swap \<br>  -config lmsw.yaml \<br>  -listen 0.0.0.0:9876)
    M1 --> Z
    D1 --> Z
    V2 --> Z
  end

  classDef node-okay fill:#efe,stroke:#393
  classDef node-warn fill:#fff0e0,stroke:#d63
  classDef node-fail fill:#fee,stroke:#d33
  classDef node-todo fill:#eee,stroke:#777