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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

Good

Jul 31, 2026 · Intel Core™ i9-14900K

Global Score
77 vs 79
Hardware Fit
38 vs 62
Quality Score
93 vs 86

Hardware

winnow-12b qwen3.5:35b-a3b-q4…
MachineGMKtec EVO-X3Micro-Star International Co., Ltd. MS-7D98
CPUAMD RYZEN AI MAX+ 395Intel Core™ i9-14900K
Cores3232
RAM120 GB128 GB
GPUAMD Radeon(TM) 8060S GraphicsIntel(R) UHD Graphics 770, NVIDIA Quadro K4000
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

winnow-12b qwen3.5:35b-a3b-q4…
Tokens/sec12.916.4
First chunk19 ms787 ms
TTFT9.7 s787 ms
Load time86.2 s19.3 s
Memory usage51.3 GB21.8 GB
Memory %43%17%

HW Fit Score Breakdown

winnow-12b

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

qwen3.5:35b-a3b-q4_K_M

Speed
15/50
TTFT
17/20
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
17/20
Coding
17/20
Instruction
16/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate 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