winnow-12b
LM-STUDIO GGUFgemma4 · 12B · Q8_0
Nov 1, 2026 · AMD RYZEN AI MAX+ 395
glm-4.7-flash-reap-39-i1
LM-STUDIO GGUFdeepseek2 · Q5_K_M
Aug 20, 2026 · AMD Ryzen 7 9700X 8-Core Processor
Global Score
77 vs 80
Hardware Fit
38 vs 97
Quality Score
93 vs 73
Hardware
winnow-12b glm-4.7-flash-reap…
MachineGMKtec EVO-X3Micro-Star International Co., Ltd. MS-7E51
CPUAMD RYZEN AI MAX+ 395AMD Ryzen 7 9700X 8-Core Processor
Cores3216
RAM120 GB31 GB
GPUAMD Radeon(TM) 8060S GraphicsNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSMicrosoft Windows 11 Pro 10.0.26300Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced
Performance
winnow-12b glm-4.7-flash-reap…
Tokens/sec12.9154.8
First chunk19 ms13 ms
TTFT9.7 s70 ms
Load time86.2 sN/A
Memory usage51.3 GB12.6 GB
Memory %43%41%
HW Fit Score Breakdown
winnow-12b
Speed
11/50
TTFT
0/20
Memory
27/30
glm-4.7-flash-reap-39-i1
Speed
50/50
TTFT
20/20
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
glm-4.7-flash-reap-39-i1
Reasoning
13/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
7/15
Multilingual
5/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Weak Multilingual: Adequate
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