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Qwen3-Next-80B:80B

OLLAMA GGUF

qwen3next · 79.7B · unknown

Not Rec.

Aug 18, 2026 · Intel Core™ Ultra X7 358H

qwen3.6:35b

OLLAMA GGUF

qwen35moe · 36.0B · Q4_K_M

Not Rec.

May 25, 2026 · Apple M4 Pro

Global Score
19 vs 70
Hardware Fit
52 vs 66
Quality Score
5 vs 71

Hardware

Qwen3-Next-80B:80B qwen3.6:35b
MachineGMKtec NucBox EVO-T2SMacBook Pro
CPUIntel Core™ Ultra X7 358HApple M4 Pro
Cores1614
RAM64 GB48 GB
GPUIntel(R) Arc(TM) B390 GPUApple M4 Pro
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.4.1
Archx64arm64
Power Modebalancedbalanced

Performance

Qwen3-Next-80B:80B qwen3.6:35b
Tokens/sec1000000.030.6
First chunk5563 ms304 ms
TTFT30.0 s30.0 s
Load time72.5 s10.0 s
Memory usage61.3 GB28.1 GB
Memory %97%59%

HW Fit Score Breakdown

Qwen3-Next-80B:80B

Speed
50/50
TTFT
0/20
Memory
2/30

qwen3.6:35b

Speed
45/50
TTFT
0/20
Memory
21/30

Quality

Qwen3-Next-80B:80B

Reasoning
0/20
Coding
0/20
Instruction
5/20
Structured
0/15
Math
0/15
Multilingual
0/10
Reasoning: Poor Coding: Poor Instruction Following: Weak Structured Output: Poor Math: Poor Multilingual: Poor

qwen3.6:35b

Reasoning
18/20
Coding
12/20
Instruction
12/20
Structured
6/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Adequate Structured Output: Weak Math: Strong 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