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Qwen3.6-27B Fable-Fusion-711 Uncensored Heretic NEO-MAX Q8_0 GGUF

Keeper Rank #7 of 33 · 6/8 GAUNTLET progress
Generalist — 89 / 100 G Agentic — 99.5 / 100 A Understanding — pending U Needle — 90.5 / 100 N Thinking — 97.7 / 100 T Live — pending L Engineering — 89 / 100 E Throughput — 6.7 / 100 T

Hollow markers & dashed spokes: axis not yet scored

G
89
A
99.5
U
N
90.5
T
97.7
L
E
89
T
6.7

Specification

Parameters
27B
Architecture
qwen3.6 hybrid Gated DeltaNet/Attention (same base architecture as M7)
Size on disk
29.79 GB
Quantization
Q8_0
Format
GGUF
Reasoning (CoT)
Yes — emits reasoning tokens
Internal ID
M15
Mean speed
11 tok/s across suites
Stall census
1 stall in 43 observed tests (2.3%)
Reasoning appetite
2,046 tokens mean · 16,383 max
Model card
huggingface.co

Suite results

Suite Score Avg / 20 Tests tok/s
General capability (13-task real-workload suite) 1a 231.4 / 260 17.8 13/13 12.8
Agentic tool-calling & protocol adherence 1b 159.2 / 160 19.9 8/8 12.4
Coding depth 1c 106.8 / 120 17.8 6/6 14
Content-production depth 1e 118.8 / 120 19.8 6/6 15.2
Long-context retrieval & synthesis 1g 118.8 / 120 19.8 6/6 7
Long-context multi-needle (MRCR) 1g2 44.1 / 60 14.7 3/3 4.5

Each test is LLM-judged 0–20 against a fixed rubric; suite max = tests × 20. Where fewer tests ran than the suite total, unrun tests count as zero toward the axis score. See methodology.