hf.co/Edge-Quant/Nanbeige4.1-3B-Q8_0-GGUF:Q8_0
OLLAMA GGUFllama · 3.93B · unknown
Aug 22, 2026 · Apple M1 Pro
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
52 vs 78
Hardware Fit
75 vs 74
Quality Score
42 vs 79
Hardware
hf.co/Edge-Quant/N… huihui-devstral-sm…
MachineMacBook ProSystem manufacturer
CPUApple M1 ProAMD Ryzen 7 5800X 8-Core Processor
Cores1016
RAM16 GB32 GB
GPUApple M1 ProAMD Radeon RX 9060 XT
OSmacOS 26.6.2Microsoft Windows 11 Home 10.0.26200
Archarm64x64
Power Modebalancedbalanced
Performance
hf.co/Edge-Quant/N… huihui-devstral-sm…
Tokens/sec43.517.5
First chunk225 ms20 ms
TTFT30.0 s279 ms
Load time2.7 sN/A
Memory usage8.2 GB15.6 GB
Memory %51%49%
HW Fit Score Breakdown
hf.co/Edge-Quant/Nanbei…
Speed
50/50
TTFT
0/20
Memory
25/30
huihui-devstral-small-2…
Speed
29/50
TTFT
20/20
Memory
25/30
Quality
hf.co/Edge-Quant/Nanbei…
Reasoning
13/20
Coding
1/20
Instruction
7/20
Structured
1/15
Math
13/15
Multilingual
7/10
Reasoning: Adequate Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate
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
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