qwen3.6-35b-a3b-claude-4.7-opus-reasoning-distilled-apex-mtp

qwen35moe · 35B

THINKING MODEL ECO MODE

Gigabyte Technology Co., Ltd. B550M AORUS PRO (AMD Ryzen 5 5600X 6-Core Processor)

47 GB · cachyos rolling

Tested on June 19, 2026 · Submitted by backend

Top 4% Compare

Global Score

92 /100

Excellent

Hardware Fit

87/100

Quality

94/100

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Hardware

Machine: Gigabyte Technology Co., Ltd. B550M AORUS PRO
CPU: AMD Ryzen 5 5600X 6-Core Processor
Cores: 12 threads (6 cores)
Frequency: 3.7 GHz
RAM: 47 GB
GPU: AD106 [GeForce RTX 4060 Ti]
OS: cachyos rolling
Arch: x64
Power Mode: low-power

Performance

Tokens/sec Tokens generated per second — higher is better: 42.6
Standard deviation Variation of speed across benchmark runs — lower means more consistent: ±1.3
First chunk latency Delay before the first streamed chunk arrives from runtime: 13 ms
Time to first token How fast the model starts responding — lower is better: 3.1 s
Load time Time to load the model into memory before inference: N/A
Memory usage RAM consumed during inference — percentage of total system memory: 23.2 GB (49%)
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: ~586

Score breakdown

Speed

50/50

Time to first token

12/20

Memory

25/30

Quality

Reasoning

20/20

Coding

16/20

Instruction following

19/20

Structured output

15/15

Math

14/15

Multilingual

10/10

Category levels

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

Metadata

Spec version: 0.2.1
Runtime: LM Studio 0.4.16+1
Model format: GGUF
Hardware profile: BALANCED
Result hash: 5b4b17c53d13ec7ac64f93834830b0d5f5518a402e84141ab11455e80e0f3c6c

Interpretation

Hardware fit: 87/100. Overall suitability: EXCELLENT (Global 92/100). Category profile: Reasoning: Strong, Coding: Strong, Instruction Following: Strong, Structured Output: Strong, Math: Strong, Multilingual: Strong.

Warnings

Model memory footprint is estimated via LM Studio CLI rather than measured from a fresh load.
System was in low-power mode during this benchmark.

Bench Environment

Thermal: nominal Swap delta: +0.1 GB CPU load: avg 42% (peak 51%)

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