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Laguna S 2.1 (Q4_K_M GGUF)

Candidate Rank #11 of 33 · 5/8 GAUNTLET progress
Generalist — 86 / 100 G Agentic — 96 / 100 A Understanding — pending U Needle — pending N Thinking — 100 / 100 T Live — pending L Engineering — 83.5 / 100 E Throughput — 32.6 / 100 T

Hollow markers & dashed spokes: axis not yet scored

G
86
A
96
U
N
T
100
L
E
83.5
T
32.6

Specification

Parameters
118B total / 8B active (MoE, 10-of-256 experts + 1 shared)
Architecture
laguna
Size on disk
71.2 GB
Quantization
Q4_K_M
Format
GGUF
Reasoning (CoT)
No
Internal ID
M20
Mean speed
53.3 tok/s across suites
Stall census
0 stalls in 29 observed tests (0.0%)
Model card
huggingface.co

Suite results

Suite Score Avg / 20 Tests tok/s
General capability (13-task real-workload suite) 1a 223.6 / 260 17.2 13/13 59.5
Agentic tool-calling & protocol adherence 1b 153.6 / 160 19.2 8/8 37.4
Coding depth 1c 100.2 / 120 16.7 6/6 63

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.