cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

qwen3.8-27b-uncensored-hauhaucs-aggressive-mtp

LM-STUDIO GGUF

qwen35 · 27B

Good

Sep 20, 2026 · AMD Ryzen 7 5800X 8-Core Processor

Global Score

77 vs 78

Hardware Fit

92 vs 56

Quality Score

70 vs 87

Hardware

cogito:8b qwen3.8-27b-uncens…

MachineMacBook AirSystem manufacturer

CPUApple M4AMD Ryzen 7 5800X 8-Core Processor

Cores1016

RAM32 GB31 GB

GPUApple M4Navi 44 [Radeon RX 9060 XT]

OSmacOS 26.3Ubuntu 26.04.1 LTS

Archarm64x64

Power Modebalancedperformance

Performance

cogito:8b qwen3.8-27b-uncens…

Tokens/sec21.07.0

First chunk312 ms19 ms

TTFT312 ms1.2 s

Load time0.8 sN/A

Memory usage10.4 GB15.6 GB

Memory %33%50%

HW Fit Score Breakdown

cogito:8b

Speed

42/50

TTFT

20/20

Memory

30/30

qwen3.8-27b-uncensored-…

Speed

11/50

TTFT

20/20

Memory

25/30

Quality

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

qwen3.8-27b-uncensored-…

Reasoning

17/20

Coding

19/20

Instruction

15/20

Structured

15/15

Math

11/15

Multilingual

10/10

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

View cogito:8b details | View qwen3.8-27b-uncens… details

Run yours and compare

$ npm install -g metrillm@latest

$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest