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Muse-Glimmer 30B (GGUF, kquant 17GB)

Tested Rank #18 of 33 · 4/8 GAUNTLET progress
Generalist — 75 / 100 G Agentic — 77 / 100 A Understanding — pending U Needle — pending N Thinking — 100 / 100 T Live — pending L Engineering — pending E Throughput — 11.1 / 100 T

Hollow markers & dashed spokes: axis not yet scored

G
75
A
77
U
N
T
100
L
E
T
11.1

Specification

Parameters
30B (unconfirmed -- filename-derived, see note)
Architecture
muse-glimmer
Size on disk
17 GB
Quantization
kquant (unconfirmed exact scheme -- filename says "kquant", not a standard llama.cpp quant label)
Format
GGUF
Reasoning (CoT)
No
Internal ID
M24
Mean speed
18.2 tok/s across suites
Stall census
0 stalls in 22 observed tests (0.0%)

Suite results

Suite Score Avg / 20 Tests tok/s
General capability (13-task real-workload suite) 1a 195 / 260 15 13/13 15.4
Agentic tool-calling & protocol adherence 1b 123.2 / 160 15.4 8/8 21

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.