hf.co/TheDrummer/Cydonia-24B-v4.3-GGUF:Q4_K_M
OLLAMA GGUFllama · 23.6B · unknown
Oct 2, 2026 · Cortex-X925
cogito:8b
OLLAMA GGUFllama · 8.0B · Q4_K_M
Mar 6, 2026 · Apple M4
Global Score
30 vs 77
Hardware Fit
48 vs 92
Quality Score
22 vs 70
Hardware
hf.co/TheDrummer/C… 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/TheDrummer/C… cogito:8b
Tokens/sec14.421.0
First chunk5450 ms312 ms
TTFT5.5 s312 ms
Load time22.7 s0.8 s
Memory usage18.5 GB10.4 GB
Memory %15%33%
HW Fit Score Breakdown
hf.co/TheDrummer/Cydoni…
Speed
14/50
TTFT
4/20
Memory
30/30
cogito:8b
Speed
42/50
TTFT
20/20
Memory
30/30
Quality
hf.co/TheDrummer/Cydoni…
Reasoning
16/20
Coding
0/20
Instruction
0/20
Structured
0/15
Math
6/15
Multilingual
0/10
Reasoning: Strong Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Weak 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
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