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adityakale/kotakneo

OLLAMA GGUF
Good

Aug 5, 2026 · AMD RYZEN AI MAX+ 395

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.0B · Q4_K_M

Excellent

Oct 31, 2026 · Intel Gen Intel® Core™ i9-12900H

Global Score
77 vs 85
Hardware Fit
100 vs 100
Quality Score
67 vs 79

Hardware

adityakale/kotakneo qwen3.5:9b
MachineAZW GTR ProMicro-Star International Co., Ltd. Stealth GS77 12UH
CPUAMD RYZEN AI MAX+ 395Intel Gen Intel® Core™ i9-12900H
Cores3220
RAM125 GB32 GB
GPURadeon 8060SIntel(R) Iris(R) Xe Graphics, NVIDIA GeForce RTX 3080 Laptop GPU
OSUbuntu 24.04.4 LTSMicrosoft Windows 11 Home 10.0.26200
Archx64x64
Power Modelow-powerbalanced

Performance

adityakale/kotakneo qwen3.5:9b
Tokens/sec81.241.4
First chunk183 ms162 ms
TTFT183 ms162 ms
Load time2.5 s8.1 s
Memory usage17.8 GB5.9 GB
Memory %14%19%

HW Fit Score Breakdown

adityakale/kotakneo

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

qwen3.5:9b

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

Quality

adityakale/kotakneo

Reasoning
11/20
Coding
14/20
Instruction
16/20
Structured
14/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Poor Multilingual: Strong

qwen3.5:9b

Reasoning
14/20
Coding
15/20
Instruction
15/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View adityakale/kotakneo details | View qwen3.5:9b 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