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hf.co/Edge-Quant/Nanbeige4.1-3B-Q8_0-GGUF:Q8_0

OLLAMA GGUF

llama · 3.93B · unknown

Not Rec.

Aug 22, 2026 · Apple M1 Pro

qwen3.6-35b-a3b-claude-4.7-opus-reasoning-distilled-apex-mtp

LM-STUDIO GGUF

qwen35moe · 35B

Excellent

Jun 19, 2026 · AMD Ryzen 5 5600X 6-Core Processor

Global Score
52 vs 89
Hardware Fit
75 vs 90
Quality Score
42 vs 88

Hardware

hf.co/Edge-Quant/N… qwen3.6-35b-a3b-cl…
MachineMacBook ProGigabyte Technology Co., Ltd. B550M AORUS PRO
CPUApple M1 ProAMD Ryzen 5 5600X 6-Core Processor
Cores1012
RAM16 GB47 GB
GPUApple M1 ProAD106 [GeForce RTX 4060 Ti]
OSmacOS 26.6.2cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

hf.co/Edge-Quant/N… qwen3.6-35b-a3b-cl…
Tokens/sec43.542.2
First chunk225 ms40 ms
TTFT30.0 s2.7 s
Load time2.7 sN/A
Memory usage8.2 GB21.9 GB
Memory %51%47%

HW Fit Score Breakdown

hf.co/Edge-Quant/Nanbei…

Speed
50/50
TTFT
0/20
Memory
25/30

qwen3.6-35b-a3b-claude-…

Speed
50/50
TTFT
14/20
Memory
26/30

Quality

hf.co/Edge-Quant/Nanbei…

Reasoning
13/20
Coding
1/20
Instruction
7/20
Structured
1/15
Math
13/15
Multilingual
7/10
Reasoning: Adequate Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate

qwen3.6-35b-a3b-claude-…

Reasoning
19/20
Coding
16/20
Instruction
14/20
Structured
14/15
Math
15/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest