models · cohere

North Mini Code

North Mini Code — catalogued from third-party evaluation data; no weights held by Sovereign Frontier.

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	cohere
Origin	Canada
Licence	Apache-2.0
Parameters	30,484,303,872 (30.5B)
Context window	256,000 tokens
Modality	text->text
Architecture	cohere2_moe
Layers	49
Hidden size	2048
Attention	GQA (32 heads, 4 KV)
Native precision	BF16
Pulls recorded here	8
Downloads reported upstream	11,855

Reported scores

GPQA Diamond	75.7
IFBench	57.6
Humanity's Last Exam	11.1

Reported by a third party and recorded here, not re-run by us. Source: artificialanalysis.ai/api/v2.

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
GeForce RTX 5090	llama.cpp	UD-Q6_K_XL	258 tok/s @ 8,192	candidate	localmaxxing
Measured outside 2K–32K context — decode speed depends heavily on context, so these are not comparable with the rows above
GeForce RTX 3090	llama.cpp	Q4_K_M	174 tok/s @ 512	candidate	localmaxxing
GeForce RTX 3060 ×2 devices	llama.cpp	Q4_K_M	102 tok/s @ 512	candidate	localmaxxing

From local-ai-registry (MIT), commit 124959d: 3 runs across 3 machines, 0 validated — model revision and runtime pinned, launch accepted — and 3 candidate, their label for useful evidence without a reproducible-launch promise.

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.