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laguna-xs-2.1

OLLAMA GGUF
Excellent

Aug 1, 2026 · AMD RYZEN AI MAX+ 395

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Marginal

Mar 5, 2026 · AMD RYZEN AI MAX+ 395

Global Score
84 vs 57
Hardware Fit
100 vs 61
Quality Score
77 vs 55

Hardware

laguna-xs-2.1 qwen3.5:9b
MachineAZW GTR ProAZW GTR Pro
CPUAMD RYZEN AI MAX+ 395AMD RYZEN AI MAX+ 395
Cores3232
RAM125 GB125 GB
GPURadeon 8060SAMD Radeon 8060S
OSUbuntu 24.04.4 LTSUbuntu 24.04.4 LTS
Archx64x64
Power Modelow-powerlow-power

Performance

laguna-xs-2.1 qwen3.5:9b
Tokens/sec65.930.3
First chunk281 ms205 ms
TTFT281 ms8.7 s
Load time9.9 s5.6 s
Memory usage30.1 GB18.8 GB
Memory %24%15%

HW Fit Score Breakdown

laguna-xs-2.1

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

qwen3.5:9b

Speed
30/50
TTFT
1/20
Memory
30/30

Quality

laguna-xs-2.1

Reasoning
8/20
Coding
18/20
Instruction
16/20
Structured
14/15
Math
11/15
Multilingual
10/10
Reasoning: Weak Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

qwen3.5:9b

Reasoning
17/20
Coding
2/20
Instruction
7/20
Structured
8/15
Math
12/15
Multilingual
9/10
Reasoning: Strong Coding: Poor Instruction Following: Weak Structured Output: Adequate 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