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winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

qwen3-coder:30b-a3b-q8_0

OLLAMA GGUF

qwen3moe · 30.5B · Q8_0

Excellent

Jun 18, 2026 · Intel Core™ Ultra 9 285HX

Global Score
77 vs 90
Hardware Fit
38 vs 89
Quality Score
93 vs 90

Hardware

winnow-12b qwen3-coder:30b-a3…
MachineGMKtec EVO-X3Micro-Star International Co., Ltd. Titan 18 HX AI A2XWJG
CPUAMD RYZEN AI MAX+ 395Intel Core™ Ultra 9 285HX
Cores3224
RAM120 GB63 GB
GPUAMD Radeon(TM) 8060S GraphicsIntel(R) Graphics, NVIDIA GeForce RTX 5090 Laptop GPU
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Home Single Language 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

winnow-12b qwen3-coder:30b-a3…
Tokens/sec12.943.1
First chunk19 ms957 ms
TTFT9.7 s957 ms
Load time86.2 s52.0 s
Memory usage51.3 GB33.6 GB
Memory %43%53%

HW Fit Score Breakdown

winnow-12b

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

qwen3-coder:30b-a3b-q8_0

Speed
46/50
TTFT
19/20
Memory
24/30

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-coder:30b-a3b-q8_0

Reasoning
17/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View winnow-12b details | View qwen3-coder:30b-a3… details

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