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Qwen3.8-27B MLX 4bit (lmstudio-community)
untested Rank #22 of 36 · 3/8 GAUNTLET progress
Hollow markers & dashed spokes: axis not yet scored
G
82.5
A
100
U
—
N
—
T
n/d
L
—
E
—
T
9
Specification
- Parameters
- 27B dense
- Architecture
- qwen3_5
- Size on disk
- 15 GB
- Quantization
- 4bit
- Format
- MLX
- Class
- Standard
- Reasoning (CoT)
- Yes — emits reasoning tokens
- Internal ID
- M25h
- Mean speed
- 21.4 tok/s across suites
- Model card
- huggingface.co
Suite results
Suite Score Avg / 20 Tests tok/s Run
General capability (13-task real-workload suite) 1a 214.5 / 260 19.5 11/13 20.6 run 2026-09-02
| Test | Category | Score | tok/s | |
|---|---|---|---|---|
| A1 | Dev/Ops Scripting | 20/20 | 25.1 | |
| A2 | Dev/Ops Scripting | 18/20 | 18.8 | |
| A4 | Dev/Ops Scripting | 19/20 | 21.9 | |
| A5 | Dev/Ops Scripting | 20/20 | 20.3 | |
| A6 | Dev/Ops Scripting | 20/20 | 21.6 | |
| B1 | Document Processing | 20/20 | 22.2 | |
| B2 | Document Processing | 20/20 | 21.5 | |
| C1 | Content Production | 20/20 | 15.1 | |
| C2 | Content Production | 18/20 | 15.2 | |
| C3 | Content Production | 20/20 | 20.9 | |
| C4 | Content Production | 19/20 | 24.3 |
Category mean Dev/Ops Scripting 19.4Document Processing 20Content Production 19.3
Agentic tool-calling & protocol adherence 1b 160 / 160 20 8/8 22.1 run 2026-09-02
| Test | Category | Score | tok/s | |
|---|---|---|---|---|
| WA1 | Tool Calling & Protocol Adherence | 20/20 | 24.9 | |
| WA2 | Tool Calling & Protocol Adherence | 20/20 | 25.4 | |
| WA3 | Tool Calling & Protocol Adherence | 20/20 | 25 | |
| WA4 | Tool Calling & Protocol Adherence | 20/20 | 23.5 | |
| WA5 | Tool Calling & Protocol Adherence | 20/20 | 20.8 | |
| WB1 | Agent Robustness & State Management | 20/20 | 18.4 | |
| WB2 | Agent Robustness & State Management | 20/20 | 19.3 | |
| WB3 | Agent Robustness & State Management | 20/20 | 19.9 |
Category mean Tool Calling & Protocol Adherence 20Agent Robustness & State Management 20
Each test is LLM-judged 0–20 against a fixed rubric; suite max = tests × 20. Rows with a ▶ expand to the per-test breakdown. Where fewer tests ran than the suite total, unrun tests count as zero toward the axis score. See methodology.