qwen3.6:35b-a3b-q8_0

qwen35moe · 36.0B · Q8_0

THINKING MODEL

ASUSTeK COMPUTER INC. GX10 (Cortex-X925)

122 GB · Ubuntu 24.04.4 LTS

Tested on July 7, 2026 · Submitted by enigmatracer

Top 34% Compare

Global Score

80 /100

Not Rec.

Hardware Fit

79/100

Quality

81/100

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Ollama

ollama pull qwen3.6:35b-a3b-q8_0

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ollama.com/library/qwen3.6

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GGUF versions & quantizations

Hardware

Machine: ASUSTeK COMPUTER INC. GX10
CPU: Cortex-X925
Cores: 20 total (20 perf)
Frequency: 3.35 GHz
RAM: 122 GB
GPU: Device 2e12
OS: Ubuntu 24.04.4 LTS
Arch: arm64
Power Mode: performance

Performance

Tokens/sec Tokens generated per second — higher is better: 55.5
Standard deviation Variation of speed across benchmark runs — lower means more consistent: ±0.0
First chunk latency Delay before the first streamed chunk arrives from runtime: 528 ms
Time to first token How fast the model starts responding — lower is better: 30.0 s
Load time Time to load the model into memory before inference: 32.6 s
Memory usage RAM consumed during inference — percentage of total system memory: 41.0 GB (34%)
Total tokens Total number of tokens generated across all benchmark prompts: 1429
Thinking tokens (est.) Estimated internal reasoning tokens — models with "thinking" generate more tokens: ~774

Score breakdown

Speed

50/50

Time to first token

0/20

Memory

29/30

Quality

Reasoning

18/20

Coding

13/20

Instruction following

17/20

Structured output

10/15

Math

13/15

Multilingual

10/10

Category levels

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

Metadata

Spec version: 0.2.1
Runtime: Ollama 0.30.5
Model format: GGUF
Hardware profile: HIGH-END
Result hash: 473adcac4ffec8117079caa1c9e3b39bb338b29267a796835c28e945832e242c

Interpretation

Hardware fit: 79/100. Overall suitability: NOT RECOMMENDED (Global 80/100). Category profile: Reasoning: Strong, Coding: Adequate, Instruction Following: Strong, Structured Output: Adequate, Math: Strong, Multilingual: Strong.

Disqualifiers

Time to first token too high: 30000ms (maximum: 11500ms for HIGH-END profile)

Bench Environment

Thermal: nominal CPU load: avg 5% (peak 6%)

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