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mistralai/devstral-small-2-2512

LM-STUDIO MLX

mistral3 · 24B · 4bit

Good

Mar 4, 2026 · Apple M4

Ling-3.0-tiny-IQ4_XS:latest

OLLAMA GGUF

bailingmoe3 · 7.9B · IQ4_XS

Excellent

Aug 30, 2026 · Intel Core™ i7-7700HQ

Global Score
69 vs 87
Hardware Fit
50 vs 100
Quality Score
77 vs 82

Hardware

mistralai/devstral… Ling-3.0-tiny-IQ4_…
MachineMacBook AirASUSTeK COMPUTER INC. GL702VMK
CPUApple M4Intel Core™ i7-7700HQ
Cores108
RAM32 GB16 GB
GPUApple M4NVIDIA GeForce GTX 1060
OSmacOS 26.3Microsoft Windows 11 Home 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

mistralai/devstral… Ling-3.0-tiny-IQ4_…
Tokens/sec5.724.7
First chunk5007 ms283 ms
TTFT5.0 s283 ms
Load timeN/A45.8 s
Memory usage13.2 GB4.3 GB
Memory %41%27%

HW Fit Score Breakdown

mistralai/devstral-smal…

Speed
11/50
TTFT
9/20
Memory
30/30

Ling-3.0-tiny-IQ4_XS:la…

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

Quality

mistralai/devstral-smal…

Reasoning
16/20
Coding
18/20
Instruction
13/20
Structured
14/15
Math
6/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

Ling-3.0-tiny-IQ4_XS:la…

Reasoning
17/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
9/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong

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