Overview

Identity

Canonical model: Yesidentity confidence: medium
Official checkpoints: CohereLabs/North-Mini-Code-1.0
Artifacts: None recorded
Provider deployments: 2
API aliases: cohere/north-mini-codenorth-mini-code
Folded evaluation variants: 0

Openness

Open weights— weights downloadable under Apache-2.0; commercial use allowed; redistribution allowed; derivatives allowed; 4 dimensions unknown.

Weights downloadable under a permissive or Creative Commons licence allowing commercial use; code or data may be missing.

Weights
Yes
Inference code
—
Training code
—
Training data
—
Dataset
—
Commercial use
Yes
Redistribution
Yes
Derivatives
Yes

Licence: Apache License 2.0 (permissive · SPDX Apache-2.0 · stated as “apache-2.0”)

dimensions marked null are unknown, not false

Key facts

Release date: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Model card: huggingface.co/CohereLabs/North-Mini-Code-1.0
Source:Hugging Face Hub (public pages, model cards, papers)T2observed 13 h agomedium
Openrouter id: Source:OpenRouter public model & pricing listingT2observed 13 h agomedium

Architecture

Architecture: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Model type: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Parameters: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 13 h agomedium
Weights dtype: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
File size: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Library name: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium
Pipeline tag: Source:Hugging Face Hub (public pages, model cards, papers)T2observed 13 h agomedium
Hugging Face repo: Source:OpenRouter public model & pricing listingT2observed 13 h agomedium

Capabilities

Modalities

Modalities unavailable.

Capabilities

Tool calling
Unavailable
Structured output
Unavailable
Reasoning
Yes
Artificial Analysis · T2
Vision
Unavailable
Audio
Unavailable
Fine-tuning available
Unavailable

Context window: Source:Artificial AnalysisT2observed 11 h agomedium

Benchmarks18

Compare with another model →

Comparable same task and conditions · Partially comparable same task, conditions differ (effort, temperature, judge) · Not comparable different variant or metric

Benchmark results grouped by comparability group
Benchmark · group	Trust	Configuration	Results	vs leader	Evaluated	Source
Terminal-Benchagentic · accuracy · variant=hard · evaluator=Artificial Analysis	Independent	evaluatorArtificial Analysisvarianthardreasoningonconditions differ across rows → partially comparable	2	−34.8 ptvs gpt-5.6-sol	obs. 12 Sept 2026	artificialanalysis.aiT2
Terminal-Benchagentic · accuracy · variant=v4.0 · evaluator=Artificial Analysis	Independent	evaluatorArtificial Analysisvariantv4.0reasoningonconditions differ across rows → partially comparable	2	non-primary group	obs. 12 Sept 2026	artificialanalysis.aiT2
Terminal-Benchagentic · accuracy · variant=v2.1 · evaluator=Artificial Analysis	Independent	evaluatorArtificial Analysisvariantv2.1reasoningonconditions differ across rows → partially comparable	2	non-primary group	obs. 12 Sept 2026	artificialanalysis.aiT2
τ²-benchagentic · pass^1 · variant=Telecom · evaluator=Artificial Analysis	Independent	evaluatorArtificial AnalysisvariantTelecomreasoningonconditions differ across rows → partially comparable	1	non-primary group	obs. 12 Sept 2026	artificialanalysis.aiT2
τ²-benchagentic · pass^1 · evaluator=Artificial Analysis	Independent	evaluatorArtificial Analysis	1	−61.7 ptvs Z.ai GLM 5.2	obs. 11 Sept 2026	artificialanalysis.aiT2
SciCodecoding · accuracy · evaluator=Artificial Analysis	Independent	evaluatorArtificial Analysisreasoningonconditions differ across rows → partially comparable	2	−24.3 ptvs Claude Fable 5.1	obs. 12 Sept 2026	artificialanalysis.aiT2
Artificial Analysis Intelligence Indexcomposite · index	Independent	reasoningonversion4.3conditions differ across rows → partially comparable	2	−40.5vs Claude Fable 5.1	obs. 12 Sept 2026	artificialanalysis.aiT2
IFBenchinstruction-following · accuracy · evaluator=Artificial Analysis	Independent	evaluatorArtificial Analysisreasoningonconditions differ across rows → partially comparable	2	−25.8 ptvs Grok 4.3	obs. 12 Sept 2026	artificialanalysis.aiT2
Humanity's Last Examknowledge · accuracy · evaluator=Artificial Analysis	Independent	evaluatorArtificial Analysisreasoningonconditions differ across rows → partially comparable	2	−48.1 ptvs Claude Fable 5.1	obs. 12 Sept 2026	artificialanalysis.aiT2
GPQA Diamondreasoning · accuracy · variant=Diamond · evaluator=Artificial Analysis	Independent	evaluatorArtificial AnalysisvariantDiamondreasoningonconditions differ across rows → partially comparable	1	non-primary group	obs. 12 Sept 2026	artificialanalysis.aiT2
GPQA Diamondreasoning · accuracy · variant=GPQA Diamond · evaluator=Artificial Analysis	Independent	evaluatorArtificial AnalysisvariantGPQA Diamond	1	−20.6 ptvs gpt-6-astra	obs. 11 Sept 2026	artificialanalysis.aiT2

Current rows only, grouped by benchmark → canonical metric → comparability group (task configuration). Effort variants folded into this model appear as rows of the same group. 18 current rows in total. “vs leader” compares with the current leader of the benchmark's primary group only; other groups are not directly comparable. Comparability rules →

Providers & Pricing2

All offers in the price terminal →

Provider deployments, cheapest output first
Provider	Context	Input / 1M	Output / 1M	Status	Observed	Source
Cohere APIcheapest outputcohere/north-mini-code:free	256Kout 64K			active	3 h agosince 11 Sept 2026	openrouter.aiT2
OpenRoutercohere/north-mini-code:free	256Kout 64K			active	19 min agosince 12 Sept 2026	openrouter.aiT2

USD per 1M tokens as published by each provider; native units (per-request fees, flex/priority tiers) are kept verbatim. Rows are append-only — every price change is kept in the history below. Cost of a workload →

Price history

Step lines per provider; amber markers are recorded changes. Click a marker or a row for the evidence behind that price.

Output price · USD / 1M tokens 2 providers

Cohere API
OpenRouter

OpenRouterfirst observed $012 Sept 2026
Cohere APIfirst observed $011 Sept 2026

Input price · USD / 1M tokens 2 providers

Cohere API
OpenRouter

OpenRouterfirst observed $012 Sept 2026
Cohere APIfirst observed $011 Sept 2026

Hardware fit37

Estimated

36 of 37 device × quantization combinations fit.

Run locally: your machine →

Estimated hardware fit
Hardware	Quantization	Device memory	Est. memory	Fits
Apple M3 Ultra	4bit	—	18.0 GB est.	Yes
Mac Studio (Apple M5 Ultra)	4bit	—	18.0 GB est.	Yes
Apple M2 Ultra	4bit	—	18.0 GB est.	Yes
Apple M1 Ultra	4bit	—	18.0 GB est.	Yes
Apple M3 Max	4bit	—	18.0 GB est.	Yes
Apple M4 Max	4bit	—	18.0 GB est.	Yes
Mac Studio (Apple M5 Max)	4bit	—	18.0 GB est.	Yes
MacBook Pro (Apple M5 Max)	4bit	—	18.0 GB est.	Yes
Apple M2 Max	4bit	—	18.0 GB est.	Yes
Apple M1 Max	4bit	—	18.0 GB est.	Yes
Apple M4 Pro	4bit	—	18.0 GB est.	Yes
Mac mini (Apple M5 Pro)	4bit	—	18.0 GB est.	Yes
MacBook Pro (Apple M5 Pro)	4bit	—	18.0 GB est.	Yes
Apple M3 Pro	4bit	—	18.0 GB est.	Yes
Apple M1 Pro	4bit	—	18.0 GB est.	Yes
Apple M2 Pro	4bit	—	18.0 GB est.	Yes
Apple M4	4bit	—	18.0 GB est.	Yes
iMac (Apple M4)	4bit	—	18.0 GB est.	Yes
Mac mini (Apple M6)	4bit	—	18.0 GB est.	Yes
MacBook Air (Apple M5)	4bit	—	18.0 GB est.	Yes
MacBook Pro (Apple M5)	4bit	—	18.0 GB est.	Yes
Apple M2	4bit	—	18.0 GB est.	Yes
Apple M3	4bit	—	18.0 GB est.	Yes
NVIDIA GeForce RTX 3090	4bit	24 GB	18.0 GB est.	Yes
NVIDIA GeForce RTX 4090	4bit	24 GB	18.0 GB est.	Yes
NVIDIA GeForce RTX 5090	4bit	32 GB	18.0 GB est.	Yes
NVIDIA A100 80GB	4bit	80 GB	18.0 GB est.	Yes
NVIDIA H100 SXM	4bit	80 GB	18.0 GB est.	Yes
NVIDIA H100 NVL	4bit	94 GB	18.0 GB est.	Yes
NVIDIA DGX Spark	4bit	128 GB	18.0 GB est.	Yes
NVIDIA H200	4bit	141 GB	18.0 GB est.	Yes
NVIDIA H200 NVL	4bit	141 GB	18.0 GB est.	Yes
NVIDIA B200	4bit	180 GB	18.0 GB est.	Yes
AMD Instinct MI300X	4bit	192 GB	18.0 GB est.	Yes
AMD Instinct MI325X	4bit	256 GB	18.0 GB est.	Yes
NVIDIA DGX B200	4bit	1,440 GB	18.0 GB est.	Yes
Apple M1	4bit	—	18.0 GB est.	No

Assumptions (7)

Estimated, not measured: weights = parameters × bytes/param × 1.15 runtime overhead (or the observed artifact file size when one is recorded).
bytes/param: 4bit = 0.5, 8bit = 1.0, fp16 = 2.0 (uniform quantization, no per-layer exceptions).
KV cache: 2 × layers × kv_heads × head_dim × 2 bytes × context × batch when the architecture is known; otherwise 0.5 GB per 8 192 tokens (× batch), independent of architecture (GQA/MLA models need less).
A model 'fits' when the estimate is at most the device memory minus 2 GB reserved for the OS and framework.
Mixture-of-experts models are estimated on total parameters (all experts must be resident); active parameters are ignored.
Device memory uses the largest configuration when several are listed (e.g. Apple silicon tiers).
Multi-GPU: device memories are summed; interconnect bandwidth, tensor-parallel replication and pipeline bubbles are not modelled.

Versions & Artifacts0

Version history

Context windowfirst observation only

11 Sept 2026current

Licensefirst observation only

11 Sept 2026current

Opennessfirst observation only

11 Sept 2026current

Parametersfirst observation only

11 Sept 2026current

Each hop is a claim: click a value for its source, tier and observation time. Nothing is overwritten — a new observation closes the previous claim.

Artifacts 0

No artifact (checkpoint, quantisation, conversion or packaging) points to this model yet.

Timeline10

Full timeline →

12 Sept 2026
Listed by providerModelNorth Mini Code (free)Cohere
OpenRouter lists North Mini Code (free) at $0 in / $0 out per 1M tokens
openrouter
openrouter.ai
12 Sept 2026
Benchmark resultModelNorth Mini Code (free)Cohere
North Mini Code (free) scores 31.06% on Terminal-Bench
artificial_analysis
artificialanalysis.ai
12 Sept 2026
Benchmark resultModelNorth Mini Code (free)Cohere
North Mini Code (free) scores 35.58% on Terminal-Bench
artificial_analysis
artificialanalysis.ai
12 Sept 2026
Benchmark resultModelNorth Mini Code (free)Cohere
North Mini Code (free) scores 0.51% on Terminal-Bench
artificial_analysis
artificialanalysis.ai
12 Sept 2026
Benchmark resultModelNorth Mini Code (free)Cohere
North Mini Code (free) scores 37.43% on τ²-bench
artificial_analysis
artificialanalysis.ai
12 Sept 2026
Benchmark resultModelNorth Mini Code (free)Cohere
North Mini Code (free) scores 57.55% on IFBench
artificial_analysis
artificialanalysis.ai
12 Sept 2026
Benchmark resultModelNorth Mini Code (free)Cohere
North Mini Code (free) scores 38.77% on SciCode
artificial_analysis
artificialanalysis.ai
12 Sept 2026
Benchmark resultModelNorth Mini Code (free)Cohere
North Mini Code (free) scores 11.08% on Humanity's Last Exam
artificial_analysis
artificialanalysis.ai
12 Sept 2026
Benchmark resultModelNorth Mini Code (free)Cohere
North Mini Code (free) scores 75.66% on GPQA Diamond
artificial_analysis
artificialanalysis.ai
12 Sept 2026
Benchmark resultModelNorth Mini Code (free)Cohere
North Mini Code (free) scores 12.84 on Artificial Analysis Intelligence Index
artificial_analysis
artificialanalysis.ai

Change history29

Temporal, append-only claims: a new observation closes the previous claim instead of overwriting it. Rewind the record with the as-of picker.

Viewing AI Atlas as of 12 Aug 2026 — attributes exactly as the atlas knew them on that day; later corrections are not shown.

Back to today →

North Mini Code (free) was not yet in AI Atlas on 12 Aug 2026

First seen 11 Sept 2026. Nothing is inferred backwards: no attribute is shown for dates before the first observation.

29 claims · 28 properties

Release daterelease_date1

Claim history for Release date
Value	Valid from → to	Status	Source	Confidence	Extractor
5 Jun 2026	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Opennessopenness1

Claim history for Openness
Value	Valid from → to	Status	Source	Confidence	Extractor
open-weights	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Licenselicense1

Claim history for License
Value	Valid from → to	Status	Source	Confidence	Extractor
Apache-2.0	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Architecturearchitecture1

Claim history for Architecture
Value	Valid from → to	Status	Source	Confidence	Extractor
Cohere2MoeForCausalLM	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Parametersparameter_count1

Claim history for Parameters
Value	Valid from → to	Status	Source	Confidence	Extractor
30.5B	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Context windowcontext_length1

Claim history for Context window
Value	Valid from → to	Status	Source	Confidence	Extractor
256K tokens	11 Sept 2026 22:42 UTC → current	current	Artificial AnalysisT2	medium	deterministic

File sizefile_size_gb1

Claim history for File size
Value	Valid from → to	Status	Source	Confidence	Extractor
61.0 GB	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Hugging Face repohf_repo1

Claim history for Hugging Face repo
Value	Valid from → to	Status	Source	Confidence	Extractor
CohereLabs/North-Mini-Code-1.0	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Pipeline tagpipeline_tag1

Claim history for Pipeline tag
Value	Valid from → to	Status	Source	Confidence	Extractor
text-generation	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Model cardmodel_card_url1

Claim history for Model card
Value	Valid from → to	Status	Source	Confidence	Extractor
https://huggingface.co/CohereLabs/North-Mini-Code-1.0	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Downloadsmetric.downloads1

Claim history for Downloads
Value	Valid from → to	Status	Source	Confidence	Extractor
11,283	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Likesmetric.likes1

Claim history for Likes
Value	Valid from → to	Status	Source	Confidence	Extractor
565	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Aa context windowaa_context_window1

Claim history for Aa context window
Value	Valid from → to	Status	Source	Confidence	Extractor
256,000 tokens	12 Sept 2026 07:08 UTC → current	current	Artificial AnalysisT2	medium	deterministic

Aa opennessaa_openness1

Claim history for Aa openness
Value	Valid from → to	Status	Source	Confidence	Extractor
open-weights	12 Sept 2026 07:08 UTC → current	current	Artificial AnalysisT2	medium	deterministic

Commercial use allowedcommercial_use_allowed1

Claim history for Commercial use allowed
Value	Valid from → to	Status	Source	Confidence	Extractor
Yes	12 Sept 2026 06:34 UTC → current	current	AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2	high	derived

Derivatives allowedderivatives_allowed1

Claim history for Derivatives allowed
Value	Valid from → to	Status	Source	Confidence	Extractor
Yes	12 Sept 2026 06:34 UTC → current	current	AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2	high	derived

Gatedgated1

Claim history for Gated
Value	Valid from → to	Status	Source	Confidence	Extractor
No	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Last modifiedlast_modified1

Claim history for Last modified
Value	Valid from → to	Status	Source	Confidence	Extractor
2026-06-15T04:32:41+00:00	11 Sept 2026 21:10 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Library namelibrary_name1

Claim history for Library name
Value	Valid from → to	Status	Source	Confidence	Extractor
transformers	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Aa median output tokens per secondmetric.aa_median_output_tokens_per_second2

Claim history for Aa median output tokens per second
Value	Valid from → to	Status	Source	Confidence	Extractor
70.5	12 Sept 2026 07:08 UTC → current	current	Artificial AnalysisT2	medium	deterministic
70.6	11 Sept 2026 22:42 UTC → 12 Sept 2026 07:08 UTC	superseded	Artificial AnalysisT2	medium	deterministic

Downloads all timemetric.downloads_all_time1

Claim history for Downloads all time
Value	Valid from → to	Status	Source	Confidence	Extractor
77,467	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Model typemodel_type1

Claim history for Model type
Value	Valid from → to	Status	Source	Confidence	Extractor
cohere2_moe	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Openrouter idopenrouter_id1

Claim history for Openrouter id
Value	Valid from → to	Status	Source	Confidence	Extractor
cohere/north-mini-code	11 Sept 2026 21:10 UTC → current	current	OpenRouter public model & pricing listingT2	medium	deterministic

Reasoningreasoning1

Claim history for Reasoning
Value	Valid from → to	Status	Source	Confidence	Extractor
Yes	11 Sept 2026 22:42 UTC → current	current	Artificial AnalysisT2	medium	deterministic

Redistribution allowedredistribution_allowed1

Claim history for Redistribution allowed
Value	Valid from → to	Status	Source	Confidence	Extractor
Yes	12 Sept 2026 06:34 UTC → current	current	AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2	high	derived

Tagstags1

Claim history for Tags
Value	Valid from → to	Status	Source	Confidence	Extractor
transformers, safetensors, cohere2_moe, text-generation, chat, code, agent	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Weights availableweights_available1

Claim history for Weights available
Value	Valid from → to	Status	Source	Confidence	Extractor
Yes	12 Sept 2026 06:34 UTC → current	current	AI Atlas curated registry (YAML, versioned in git, every entry carries its source URL)T2	high	derived

Weights dtypeweights_dtype1

Claim history for Weights dtype
Value	Valid from → to	Status	Source	Confidence	Extractor
BF16	11 Sept 2026 21:31 UTC → current	current	Hugging Face Hub (public pages, model cards, papers)T2	medium	deterministic

Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →

Provenance

Attributed facts

29

Source tiers

T229

Freshest observation

3 h ago

Conflicts

None

Source documents 5

Source documents
Source	Document	Type	Tier	Last observed	Snapshots
OpenRouter public model & pricing listing	openrouter.ai/api/v1/models	catalogue	T2· Quality secondary	19 min ago	10
Artificial Analysis	artificialanalysis.ai/leaderboards/models	leaderboard	T2· Quality secondary	3 h ago	2
Hugging Face Hub (public pages, model cards, papers)	huggingface.co/models?author=CohereLabs&p=0&sort=downloads	listing	T2· Quality secondary	3 h ago	7
Hugging Face Hub (public pages, model cards, papers)	huggingface.co/CohereLabs/North-Mini-Code-1.0/raw/main/README.md	model_card	T2· Quality secondary	6 h ago	1
Hugging Face Hub (public pages, model cards, papers)	huggingface.co/CohereLabs/North-Mini-Code-1.0	model_page	T2· Quality secondary	7 h ago	4

Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.

Data quality (67/100) measures how well AI Atlas knows this entity — completeness, primary-source ratio, freshness, conflicts — never how good the model is. Methodology →