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Qwen3.8-27B MLX 8bit (lmstudio-community)

Retired Rank #53 of 53 · 2/8 GAUNTLET progress
Generalist — pending G Agentic — 97.5 / 100 A Understanding — pending U Needle — pending N Thinking — pending T Live — pending L Engineering — pending E Throughput — 5 / 100 T

Hollow markers & dashed spokes: axis not yet scored

G
—
A
97.5
U
—
N
—
T
n/d
L
—
E
—
T
5

Specification

Parameters
27B dense
Architecture
qwen3_5
Size on disk
28 GB
Quantization
8bit
Format
MLX
Runtime
LM Studio
Class
Standard
Reasoning (CoT)
Yes — emits reasoning tokens
Internal ID
M25g
Mean speed
17.1 tok/s across suites
Model card
huggingface.co

Suite results

Suite Score Avg / 20 Tests n tok/s Run
Agentic tool-calling & protocol adherence 1b 156 / 160 19.5 8/8 n=1 17.1 run 2026-09-12
Test Category Score tok/s
WA1 Tool Calling & Protocol Adherence 20/20 15.1
WA2 Tool Calling & Protocol Adherence 20/20 15.8
WA3 Tool Calling & Protocol Adherence 20/20 16.4
WA4 Tool Calling & Protocol Adherence 20/20 14.9
WA5 Tool Calling & Protocol Adherence 20/20 17.4
WB1 Agent Robustness & State Management 20/20 15.5
WB2 Agent Robustness & State Management 20/20 15.5
WB3 Agent Robustness & State Management 16/20 16.9

Category mean Tool Calling & Protocol Adherence 20Agent Robustness & State Management 18.7

Each test is LLM-judged 0–20 against a fixed rubric; suite max = tests × 20. An ADJ chip marks a cell carrying a subjective adjustment from the maintainer; the judged score is the one shown, is unchanged, and remains what the axes, ranks and tie bands are computed from. Hover for the reason. 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.