Back to leaderboard

qwopus3.6-35b-a3b-coder-mtp

LM-STUDIO GGUF

qwen35moe · 35B · Q4_K_M

Excellent

Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

Global Score
84 vs 77
Hardware Fit
79 vs 92
Quality Score
86 vs 70

Hardware

qwopus3.6-35b-a3b-… cogito:8b
MachineASUSMacBook Air
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4
Cores1610
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 4090, RaphaelApple M4
OScachyos rollingmacOS 26.3
Archx64arm64
Power Modeperformancebalanced

Performance

qwopus3.6-35b-a3b-… cogito:8b
Tokens/sec108.421.0
First chunk15 ms312 ms
TTFT319 ms312 ms
Load timeN/A0.8 s
Memory usage25.0 GB10.4 GB
Memory %82%33%

HW Fit Score Breakdown

qwopus3.6-35b-a3b-coder…

Speed
50/50
TTFT
20/20
Memory
9/30

cogito:8b

Speed
42/50
TTFT
20/20
Memory
30/30

Quality

qwopus3.6-35b-a3b-coder…

Reasoning
16/20
Coding
19/20
Instruction
14/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

cogito:8b

Reasoning
14/20
Coding
13/20
Instruction
13/20
Structured
15/15
Math
5/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
View qwopus3.6-35b-a3b-… details | View cogito:8b 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