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hf.co/mradermacher/Phr00tyMix-v4-32B-i1-GGUF:Q4_K_M

OLLAMA GGUF

qwen2 · 32.8B · Q4_K_M

Not Rec.

Oct 2, 2026 · Cortex-X925

cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
18 vs 77
Hardware Fit
60 vs 92
Quality Score
0 vs 70

Hardware

hf.co/mradermacher… cogito:8b
MachineNVIDIA NVIDIA_DGX_SparkMacBook Air
CPUCortex-X925Apple M4
Cores2010
RAM122 GB32 GB
GPUDevice 2e12Apple M4
OSUbuntu 24.04.5 LTSmacOS 26.3
Archarm64arm64
Power Modeperformancebalanced

Performance

hf.co/mradermacher… cogito:8b
Tokens/sec10.821.0
First chunk103 ms312 ms
TTFT103 ms312 ms
Load time6.3 s0.8 s
Memory usage26.5 GB10.4 GB
Memory %22%33%

HW Fit Score Breakdown

hf.co/mradermacher/Phr0…

Speed
10/50
TTFT
20/20
Memory
30/30

cogito:8b

Speed
42/50
TTFT
20/20
Memory
30/30

Quality

hf.co/mradermacher/Phr0…

Reasoning
0/20
Coding
0/20
Instruction
0/20
Structured
0/15
Math
0/15
Multilingual
0/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

cogito:8b

Reasoning
14/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View hf.co/mradermacher… details | View cogito:8b details

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