models · poolside

Laguna-XS-2.1

Catalogued from local.ai local-inference benchmark index at Quarantine — unverified, pending attestation.

What this registry has checked

Quarantine. We hold the publisher’s own published hash for these weights and have recorded it against this entry. We have not downloaded and hashed the weights ourselves, so the hash is the publisher’s claim, not our measurement.

Method	hf-published-sha256

Re-check this yourself → Source → Full record →

What is recorded

Publisher	poolside
Origin	Not recorded. The harvest wrote its own source name into this field, which tells us nothing about jurisdiction.
Licence	OpenMDW-1.1
Parameters	33,442,617,088 (33.4B)
Context window	262,144 tokens
Modality	text->text
Architecture	laguna
Layers	40
Hidden size	2048
Attention	GQA (48 heads, 8 KV)
Native precision	BF16
Downloads reported upstream	63,504

Measured on real hardware

None of these runs are ours. Each figure is the reporter’s, linked to their own evidence, under their own trust label. The number shown is single-stream decode — one user, concurrency 1 — because aggregate throughput across many users is a different quantity and reads as far faster than anyone will see.

Reported to local-ai-registry

Hardware	Engine	Build measured	Decode, 1 stream	Label	Reported by
Intel Arc Pro B70	llama.cpp	Q4_K_M	87.8 tok/s @ 2,048	candidate	localmaxxing
Intel Arc Pro B60	llama.cpp	Q4_K_M	72.5 tok/s @ 2,048	candidate	localmaxxing
Measured outside 2K–32K context — decode speed depends heavily on context, so these are not comparable with the rows above
Radeon AI PRO R9700 ×3 devices	llama.cpp	Q8_0	100 tok/s @ 792	candidate	localmaxxing

From local-ai-registry (MIT), commit 124959d: 4 runs across 4 machines, 0 validated — model revision and runtime pinned, launch accepted — and 4 candidate, their label for useful evidence without a reproducible-launch promise.

Measured by local.ai

Hardware	Build measured	Decode @ 8K	Memory @ 8K	Decode mode
NVIDIA RTX PRO 6000 Blackwell 96GB	Q4_K_M	263 tok/s	32.0 GB	ordinary
MacBook Pro M5 Max 128GB · 40-core GPU	Q4_K_M	145 tok/s	27.2 GB	ordinary
Mac Studio M3 Ultra 96GB · 80-core GPU	Q4_K_M	107 tok/s	31.6 GB	ordinary
MacBook Pro M4 Max 128GB · 40-core GPU	Q4_K_M	106 tok/s	29.4 GB	ordinary
Mac Studio M3 Ultra 96GB · 80-core GPU	Q4_K_M	102 tok/s	31.6 GB	ordinary
Mac Studio M3 Ultra 96GB · 60-core GPU	Q4_K_M	101 tok/s	31.2 GB	ordinary
NVIDIA DGX Spark 128GB	Q4_K_M	79.5 tok/s	31.6 GB	ordinary
MacBook Pro M5 Pro 64GB · 20-core GPU	Q4_K_M	78.2 tok/s	29.6 GB	ordinary

Measured by local.ai, not by us: 15 runs, 7 more not listed. Each names its engine pinned by image digest and the exact serve command, in the full record.

Elsewhere in the registry

All models → Browse with filters → What will run on my hardware? →

Registry record as of 2026-09-26. Identity, licence and parameter count are properties of a release and do not move; tier can, and the verify link above re-checks it against the live registry rather than this page.