cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

zai-org/glm-4.7-flash

LM-STUDIO GGUF

deepseek2 · 30B · Q4_K_M

Excellent

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score

77 vs 83

Hardware Fit

92 vs 86

Quality Score

70 vs 81

Hardware

cogito:8b zai-org/glm-4.7-fl…

MachineMacBook AirASUS

CPUApple M4AMD Ryzen 7 7800X3D 8-Core Processor

Cores1016

RAM32 GB31 GB

GPUApple M4NVIDIA GeForce RTX 4090, Raphael

OSmacOS 26.3cachyos rolling

Archarm64x64

Power Modebalancedlow-power

Performance

cogito:8b zai-org/glm-4.7-fl…

Tokens/sec21.0102.9

First chunk312 ms5 ms

TTFT312 ms153 ms

Load time0.8 sN/A

Memory usage10.4 GB20.8 GB

Memory %33%68%

HW Fit Score Breakdown

cogito:8b

Speed

42/50

TTFT

20/20

Memory

30/30

zai-org/glm-4.7-flash

Speed

50/50

TTFT

20/20

Memory

16/30

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

zai-org/glm-4.7-flash

Reasoning

13/20

Coding

19/20

Instruction

14/20

Structured

15/15

Math

10/15

Multilingual

10/10

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

View cogito:8b details | View zai-org/glm-4.7-fl… 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