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qwen3.8-9b-heretic-uncensored-nvfp4

LM-STUDIO GGUF

qwen35 · 9B · Q8_0

Excellent

Aug 20, 2026 · AMD Ryzen 7 9700X 8-Core Processor

cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
82 vs 77
Hardware Fit
100 vs 92
Quality Score
74 vs 70

Hardware

qwen3.8-9b-heretic… cogito:8b
MachineMicro-Star International Co., Ltd. MS-7E51MacBook Air
CPUAMD Ryzen 7 9700X 8-Core ProcessorApple M4
Cores1610
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsApple M4
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.3
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3.8-9b-heretic… cogito:8b
Tokens/sec130.121.0
First chunk20 ms312 ms
TTFT99 ms312 ms
Load timeN/A0.8 s
Memory usage6.5 GB10.4 GB
Memory %21%33%

HW Fit Score Breakdown

qwen3.8-9b-heretic-unce…

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

cogito:8b

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

Quality

qwen3.8-9b-heretic-unce…

Reasoning
14/20
Coding
14/20
Instruction
13/20
Structured
14/15
Math
9/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

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 qwen3.8-9b-heretic… details | View cogito:8b details

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$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest