hf.co/Edge-Quant/Nanbeige4.1-3B-Q8_0-GGUF:Q8_0
OLLAMA GGUFllama · 3.93B · unknown
Aug 22, 2026 · Apple M1 Pro
qwen/qwen3.6-35b-a3b
LM-STUDIO GGUFqwen35moe · 35B · Q4_K_M
Aug 19, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
52 vs 85
Hardware Fit
75 vs 74
Quality Score
42 vs 89
Hardware
hf.co/Edge-Quant/N… qwen/qwen3.6-35b-a3b
MachineMacBook ProMicro-Star International Co., Ltd. MS-7E51
CPUApple M1 ProAMD Ryzen 7 9700X 8-Core Processor
Cores1016
RAM16 GB31 GB
GPUApple M1 ProNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.6.2Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
hf.co/Edge-Quant/N… qwen/qwen3.6-35b-a3b
Tokens/sec43.522.1
First chunk225 ms9 ms
TTFT30.0 s588 ms
Load time2.7 sN/A
Memory usage8.2 GB20.5 GB
Memory %51%66%
HW Fit Score Breakdown
hf.co/Edge-Quant/Nanbei…
Speed
50/50
TTFT
0/20
Memory
25/30
qwen/qwen3.6-35b-a3b
Speed
37/50
TTFT
20/20
Memory
17/30
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
qwen/qwen3.6-35b-a3b
Reasoning
16/20
Coding
18/20
Instruction
18/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest