cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

llama4:scout

OLLAMA GGUF

llama4 · 108.6B · Q4_K_M

Excellent

Oct 3, 2026 · Cortex-X925

Global Score

77 vs 81

Hardware Fit

92 vs 64

Quality Score

70 vs 88

Hardware

cogito:8b llama4:scout

MachineMacBook AirNVIDIA NVIDIA_DGX_Spark

CPUApple M4Cortex-X925

Cores1020

RAM32 GB122 GB

GPUApple M4Device 2e12

OSmacOS 26.3Ubuntu 24.04.5 LTS

Archarm64arm64

Power Modebalancedperformance

Performance

cogito:8b llama4:scout

Tokens/sec21.019.6

First chunk312 ms677 ms

TTFT312 ms677 ms

Load time0.8 s13.1 s

Memory usage10.4 GB63.4 GB

Memory %33%52%

HW Fit Score Breakdown

cogito:8b

Speed

42/50

TTFT

20/20

Memory

30/30

llama4:scout

Speed

20/50

TTFT

20/20

Memory

24/30

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

llama4:scout

Reasoning

17/20

Coding

19/20

Instruction

16/20

Structured

13/15

Math

13/15

Multilingual

10/10

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

View cogito:8b details | View llama4:scout 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