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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

qwen/qwen3.5-35b-a3b

LM-STUDIO GGUF

qwen35moe · 35B · Q6_K

Not Rec.

Sep 19, 2026 · AMD Ryzen 7 5800X 8-Core Processor

Global Score
77 vs 72
Hardware Fit
38 vs 35
Quality Score
93 vs 88

Hardware

winnow-12b qwen/qwen3.5-35b-a3b
MachineGMKtec EVO-X3System manufacturer
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 7 5800X 8-Core Processor
Cores3216
RAM120 GB32 GB
GPUAMD Radeon(TM) 8060S GraphicsAMD Radeon RX 9060 XT
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Home 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

winnow-12b qwen/qwen3.5-35b-a3b
Tokens/sec12.98.3
First chunk19 ms32 ms
TTFT9.7 s2.0 s
Load time86.2 sN/A
Memory usage51.3 GB28.9 GB
Memory %43%91%

HW Fit Score Breakdown

winnow-12b

Speed
11/50
TTFT
0/20
Memory
27/30

qwen/qwen3.5-35b-a3b

Speed
13/50
TTFT
17/20
Memory
5/30

Quality

winnow-12b

Reasoning
19/20
Coding
19/20
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

qwen/qwen3.5-35b-a3b

Reasoning
16/20
Coding
19/20
Instruction
16/20
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
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest