hf.co/Edge-Quant/Nanbeige4.1-3B-Q8_0-GGUF:Q8_0

OLLAMA GGUF

llama · 3.93B · unknown

Not Rec.

Aug 22, 2026 · Apple M1 Pro

hf.co/LiquidAI/LFM2.5-2.6B-GGUF:F16

OLLAMA GGUF

lfm2 · 2.7B · unknown

Good

Aug 23, 2026 · Apple M1 Pro

Global Score

52 vs 61

Hardware Fit

75 vs 97

Quality Score

42 vs 46

Hardware

hf.co/Edge-Quant/N… hf.co/LiquidAI/LFM…

MachineMacBook ProMacBook Pro

CPUApple M1 ProApple M1 Pro

Cores1010

RAM16 GB16 GB

GPUApple M1 ProApple M1 Pro

OSmacOS 26.6.2macOS 26.6.2

Archarm64arm64

Power Modebalancedbalanced

Performance

hf.co/Edge-Quant/N… hf.co/LiquidAI/LFM…

Tokens/sec43.531.4

First chunk225 ms138 ms

TTFT30.0 s138 ms

Load time2.7 s3.7 s

Memory usage8.2 GB6.6 GB

Memory %51%41%

HW Fit Score Breakdown

hf.co/Edge-Quant/Nanbei…

Speed

50/50

TTFT

0/20

Memory

25/30

hf.co/LiquidAI/LFM2.5-2…

Speed

50/50

TTFT

20/20

Memory

27/30

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

hf.co/LiquidAI/LFM2.5-2…

Reasoning

14/20

Coding

13/20

Instruction

3/20

Structured

0/15

Math

14/15

Multilingual

2/10

Reasoning: Adequate Coding: Adequate Instruction Following: Poor Structured Output: Poor Math: Strong Multilingual: Poor

View hf.co/Edge-Quant/N… details | View hf.co/LiquidAI/LFM… details

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