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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

qwen3.5:35b-a3b-q4_K_M

OLLAMA GGUF

qwen35moe · 36.0B · Q4_K_M

Excellent

Aug 22, 2026 · Intel Xeon® E5-2637 v3

Global Score
77 vs 90
Hardware Fit
38 vs 98
Quality Score
93 vs 86

Hardware

winnow-12b qwen3.5:35b-a3b-q4…
MachineGMKtec EVO-X3Dell Inc. Precision Tower 7910
CPUAMD RYZEN AI MAX+ 395Intel Xeon® E5-2637 v3
Cores3216
RAM120 GB96 GB
GPUAMD Radeon(TM) 8060S GraphicsNVIDIA GeForce RTX 3090, NVIDIA GeForce RTX 3060
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 10 Pro 10.0.19045
Archx64x64
Power Modebalancedbalanced

Performance

winnow-12b qwen3.5:35b-a3b-q4…
Tokens/sec12.948.4
First chunk19 ms1085 ms
TTFT9.7 s1.1 s
Load time86.2 s22.2 s
Memory usage51.3 GB22.9 GB
Memory %43%24%

HW Fit Score Breakdown

winnow-12b

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

qwen3.5:35b-a3b-q4_K_M

Speed
50/50
TTFT
18/20
Memory
30/30

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

qwen3.5:35b-a3b-q4_K_M

Reasoning
16/20
Coding
18/20
Instruction
16/20
Structured
15/15
Math
11/15
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