hf.co/bloomer010/Ling-3.0-tiny-GGUF:Q8_0
OLLAMA GGUFbailingmoe3 · 7.89B · unknown
Aug 23, 2026 · Apple M1 Pro
cogito:8b
OLLAMA GGUFllama · 8.0B · Q4_K_M
Mar 6, 2026 · Apple M4
Global Score
68 vs 77
Hardware Fit
93 vs 92
Quality Score
57 vs 70
Hardware
hf.co/bloomer010/L… cogito:8b
MachineMacBook ProMacBook Air
CPUApple M1 ProApple M4
Cores1010
RAM16 GB32 GB
GPUApple M1 ProApple M4
OSmacOS 26.6.2macOS 26.3
Archarm64arm64
Power Modebalancedbalanced
Performance
hf.co/bloomer010/L… cogito:8b
Tokens/sec58.921.0
First chunk208 ms312 ms
TTFT208 ms312 ms
Load time4.4 s0.8 s
Memory usage8.5 GB10.4 GB
Memory %53%33%
HW Fit Score Breakdown
hf.co/bloomer010/Ling-3…
Speed
50/50
TTFT
20/20
Memory
23/30
cogito:8b
Speed
42/50
TTFT
20/20
Memory
30/30
Quality
hf.co/bloomer010/Ling-3…
Reasoning
19/20
Coding
17/20
Instruction
3/20
Structured
1/15
Math
15/15
Multilingual
2/10
Reasoning: Strong Coding: Strong Instruction Following: Poor Structured Output: Poor Math: Strong 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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