winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
qwen3.6:35b-a3b-coding-nvfp4
OLLAMA GGUFnvfp4
May 25, 2026 · Apple M4 Pro
Global Score
77 vs 76
Hardware Fit
38 vs 77
Quality Score
93 vs 76
Hardware
winnow-12b qwen3.6:35b-a3b-co…
MachineGMKtec EVO-X3MacBook Pro
CPUAMD RYZEN AI MAX+ 395Apple M4 Pro
Cores3214
RAM120 GB48 GB
GPUAMD Radeon(TM) 8060S GraphicsApple M4 Pro
OSMicrosoft Windows 11 Pro 10.0.26300macOS 26.4.1
Archx64arm64
Power Modebalancedbalanced
Performance
winnow-12b qwen3.6:35b-a3b-co…
Tokens/sec12.972.7
First chunk19 ms147 ms
TTFT9.7 s30.0 s
Load time86.2 s5.7 s
Memory usage51.3 GB19.6 GB
Memory %43%41%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
qwen3.6:35b-a3b-coding-…
Speed
50/50
TTFT
0/20
Memory
27/30
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
qwen3.6:35b-a3b-coding-…
Reasoning
19/20
Coding
9/20
Instruction
13/20
Structured
12/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Weak Instruction Following: Adequate 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