winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
huihui-devstral-small-2-24b-instruct-2512-abliterated-i1
LM-STUDIO GGUFmistral3 · 24B · Q4_K_S
Sep 19, 2026 · AMD Ryzen 7 5800X 8-Core Processor
Global Score
77 vs 78
Hardware Fit
38 vs 74
Quality Score
93 vs 79
Hardware
winnow-12b huihui-devstral-sm…
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 huihui-devstral-sm…
Tokens/sec12.917.5
First chunk19 ms20 ms
TTFT9.7 s279 ms
Load time86.2 sN/A
Memory usage51.3 GB15.6 GB
Memory %43%49%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
huihui-devstral-small-2…
Speed
29/50
TTFT
20/20
Memory
25/30
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
huihui-devstral-small-2…
Reasoning
16/20
Coding
17/20
Instruction
15/20
Structured
14/15
Math
7/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Weak 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