model family
North 1.0 logo

North 1.0

Published by CohereLabs. 3 members measured on real machines, across 4 builds. Every number below was signed by the machine that produced it — none of it is from a model card.

what it takes, what it returns
text → text

Declared by the network’s catalog, not measured — a signature says what this family would be asked. Whether it answered is the signed capability flags on each member.

4 of 54 builds measured · 50 still open
what each build proved
mini-code-1-0 · Q4_K_M
mini-code-1-0~mradermacher-i1 · IQ3_XXS
forge-1-mini~north-ml1 · Q2_K
forge-1-mini~north-ml1 · Q3_K_M
mini-code-1-0 · Q4_K_M · Tool calling — provedmini-code-1-0 · Q4_K_M · Structured output — provedmini-code-1-0 · Q4_K_M · Sustained output — provedmini-code-1-0 · Q4_K_M · Extended thinking — provedmini-code-1-0 · Q4_K_M · Writes code — provedmini-code-1-0 · Q4_K_M · Reasons about code — provedmini-code-1-0 · Q4_K_M · Synthesises sources — provedmini-code-1-0 · Q4_K_M · Follows instructions — provedmini-code-1-0~mradermacher-i1 · IQ3_XXS · Tool calling — provedmini-code-1-0~mradermacher-i1 · IQ3_XXS · Structured output — provedmini-code-1-0~mradermacher-i1 · IQ3_XXS · Sustained output — provedmini-code-1-0~mradermacher-i1 · IQ3_XXS · Extended thinking — provedmini-code-1-0~mradermacher-i1 · IQ3_XXS · Writes code — provedmini-code-1-0~mradermacher-i1 · IQ3_XXS · Reasons about code — provedmini-code-1-0~mradermacher-i1 · IQ3_XXS · Synthesises sources — provedmini-code-1-0~mradermacher-i1 · IQ3_XXS · Follows instructions — provedforge-1-mini~north-ml1 · Q2_K · Tool calling — asked, failedforge-1-mini~north-ml1 · Q2_K · Structured output — asked, failedforge-1-mini~north-ml1 · Q2_K · Sustained output — asked, failedforge-1-mini~north-ml1 · Q2_K · Extended thinking — asked, failedforge-1-mini~north-ml1 · Q2_K · Writes code — asked, failedforge-1-mini~north-ml1 · Q2_K · Reasons about code — asked, failedforge-1-mini~north-ml1 · Q2_K · Synthesises sources — asked, failedforge-1-mini~north-ml1 · Q2_K · Follows instructions — asked, failedforge-1-mini~north-ml1 · Q3_K_M · Tool calling — asked, failedforge-1-mini~north-ml1 · Q3_K_M · Structured output — asked, failedforge-1-mini~north-ml1 · Q3_K_M · Sustained output — asked, failedforge-1-mini~north-ml1 · Q3_K_M · Extended thinking — asked, failedforge-1-mini~north-ml1 · Q3_K_M · Writes code — asked, failedforge-1-mini~north-ml1 · Q3_K_M · Reasons about code — provedforge-1-mini~north-ml1 · Q3_K_M · Synthesises sources — asked, failedforge-1-mini~north-ml1 · Q3_K_M · Follows instructions — asked, failed
Tool calling
Structured output
Sustained output
Extended thinking
Writes code
Reasons about code
Synthesises sources
Follows instructions
North 1.0 MINI-CODE-1-01 build measured →
hf.co/unsloth/North-Mini-Code-1.0-GGUF:Q4_K_Mmini-code-1-0 · Q4_K_M · unsloth · ollama · 2 machines · 30.5B
4Krecalled
—served
3.2best tok/s
3.2 tok/s · unnamed machine2.2 tok/s · unnamed machine
2.2 → 3.2 tok/s across 2 machines · ×1.4 spreadunnamed machine
recalled 4k⌐ declared 500k · unsignedadvertises 122× what it proved
North-Mini-Code-1.0-i1-GGUF1 build measured →
hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:IQ3_XXSmini-code-1-0~mradermacher-i1 · IQ3_XXS · mradermacher · ollama · 1 machine · 30.5B
4Krecalled
—served
2.3best tok/s
recalled 4k⌐ declared 500k · unsignedadvertises 122× what it proved
forge-1-mini~north-ml12 builds measured →
hf.co/North-ML1/Forge-1-Mini-GGUF:Q2_Kforge-1-mini~north-ml1 · Q2_K · north-ml1 · ollama · 1 machine · 5.19M
—recalled
—served
1074.9best tok/s
hf.co/North-ML1/Forge-1-Mini-GGUF:Q3_K_Mforge-1-mini~north-ml1 · Q3_K_M · north-ml1 · ollama · 1 machine · 5.19M
—recalled
—served
628.8best tok/s

Builds this network knows of

Declared, not measured — this is what the catalog says exists and what it would cost a machine to hold. Nothing here is signed, and none of it claims the build works.

how much memory does your machine have

33 of 54 builds fit a 16 GB machine — budgeting 70% of it, or 11.2 GiB, because the cache and the runtime want the rest.

  • hf.co/North-ML1/wind-edge-1.7-gguf:Q4_K_MQ4_K_Mollamaderived by North-ML1
    0.1 GiB
  • CohereLabs/North-Mini-Code-1.0-eagleBF16vllmpublished by CohereLabs
    0.1 GiB
  • hf.co/North-ML1/wind-edge-1.7-gguf:Q8_0Q8_0ollamaderived by North-ML1
    0.2 GiB
  • hf.co/North-ML1/Wind-Edge-1.6-GGUF:IQ3_MIQ3_Mollamaderived by North-ML1
    0.2 GiB
  • hf.co/North-ML1/Wind-Edge-1.6-GGUF:Q4_K_MQ4_K_Mollamaderived by North-ML1
    0.3 GiB
  • hf.co/North-ML1/Wind-Edge-1.6-GGUF:Q6_KQ6_Kollamaderived by North-ML1
    0.3 GiB
  • hf.co/North-ML1/wind-edge-1.7-gguf:BF16BF16ollamaderived by North-ML1
    0.4 GiB
  • hf.co/North-ML1/Wind-Edge-1.6-GGUF:Q8_0Q8_0ollamaderived by North-ML1
    0.4 GiB
  • North-ML1/Aurora-One-MiniFP32vllmderived by North-ML1
    0.5 GiB
  • hf.co/North-ML1/Wind-Edge-1.6-GGUF:F16F16ollamaderived by North-ML1
    0.8 GiB
  • hf.co/ysharma/North-Micro-Vision-Instruct-GGUF:Q4_K_MQ4_K_Mollamaderived by ysharma
    1.2 GiB
  • North-ML1/starlight-small-1BF16vllmderived by North-ML1
    1.4 GiB
  • North-ML1/Qwen3.8-Smol-uoBF16mlxderived by North-ML1
    1.4 GiB
  • hf.co/ysharma/North-Micro-Vision-Instruct-GGUF:Q8_0Q8_0ollamaderived by ysharma
    1.9 GiB
  • mlx-community/North-Micro-Vision-Instruct-4bit4BITmlxquantized by mlx-community
    2.0 GiB
  • OpenMed/North-Micro-Vision-Instruct-6bit-mlx6BITmlxquantized by OpenMed
    2.5 GiB
  • mlx-community/North-Micro-Vision-Instruct-8bit8BITmlxquantized by mlx-community
    2.9 GiB
  • North-ML1/starlight-pro-1BF16vllmderived by North-ML1
    3.5 GiB
  • hf.co/ysharma/North-Micro-Vision-Instruct-GGUF:F16F16ollamaderived by ysharma
    3.6 GiB
  • CohereLabs/North-Micro-Vision-InstructBF16vllmpublished by CohereLabs
    4.6 GiB
  • OpenMed/North-Micro-Vision-Instruct-bf16-mlxBF16mlxderived by OpenMed
    4.6 GiB
  • hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ1_SIQ1_Sollamaderived by diablomike20
    6.0 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ1_SIQ1_Sollamaderived by mradermacher
    6.0 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:IQ1_SIQ1_Sollamaderived by mradermacher
    6.0 GiB
  • hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ2_XXSIQ2_XXSollamaderived by diablomike20
    7.7 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ2_XXSIQ2_XXSollamaderived by mradermacher
    7.7 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:IQ2_XXSIQ2_XXSollamaderived by mradermacher
    7.7 GiB
  • hf.co/unsloth/North-Mini-Code-1.0-GGUF:IQ1_MIQ1_Mollamaquantized by unsloth
    8.7 GiB
  • hf.co/unsloth/North-Mini-Code-1.0-GGUF:IQ2_XXSIQ2_XXSollamaquantized by unsloth
    9.1 GiB
  • hf.co/unsloth/North-Mini-Code-1.0-GGUF:IQ3_XXSIQ3_XXSollamaquantized by unsloth
    10.9 GiB
  • hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ3_XXSIQ3_XXSollamaderived by diablomike20
    11.1 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ3_XXSIQ3_XXSollamaderived by mradermacher
    11.1 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:IQ3_XXSIQ3_XXSollamameasured herederived by mradermacher
    11.1 GiB
  • hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:Q4_0Q4_0ollamaderived by diablomike20
    16.2 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:Q4_0Q4_0ollamaderived by mradermacher
    16.2 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:Q4_0Q4_0ollamaderived by mradermacher
    16.2 GiB
  • hf.co/unsloth/North-Mini-Code-1.0-GGUF:Q4_K_SQ4_K_Sollamaquantized by unsloth
    16.8 GiB
  • mlx-community/North-Mini-Code-1.0-4bit4BITmlxquantized by mlx-community
    17.2 GiB
  • hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:Q4_K_MQ4_K_Mollamaderived by diablomike20
    17.3 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:Q4_K_MQ4_K_Mollamaderived by mradermacher
    17.3 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:Q4_K_MQ4_K_Mollamaderived by mradermacher
    17.3 GiB
  • hf.co/unsloth/North-Mini-Code-1.0-GGUF:Q4_K_MQ4_K_Mollamameasured herequantized by unsloth
    17.9 GiB
  • CohereLabs/North-Mini-Code-1.0-w4a16W4A16vllmpublished by CohereLabs
    18.0 GiB
  • mlx-community/North-Mini-Code-1.0-6bit6BITmlxquantized by mlx-community
    24.1 GiB
  • CohereLabs/North-Mini-Code-1.0-fp8FP8vllmpublished by CohereLabs
    29.8 GiB
  • hf.co/unsloth/North-Mini-Code-1.0-GGUF:Q8_0Q8_0ollamaquantized by unsloth
    30.2 GiB
  • hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-GGUF:Q8_0Q8_0ollamaderived by mradermacher
    30.2 GiB
  • aaronmwelborn/North-Mini-Code-1.0-8bit8BITmlxquantized by aaronmwelborn
    31.0 GiB
  • mlx-community/North-Mini-Code-1.0-bf16BF16mlxderived by mlx-community
    56.8 GiB
  • CohereLabs/North-Mini-Code-1.0BF16vllmpublished by CohereLabs
    56.8 GiB
  • RedHatAI/North-Mini-Code-1.0BF16vllmderived by RedHatAI
    56.8 GiB
  • unsloth/North-Mini-Code-1.0BF16vllmderived by unsloth
    56.8 GiB
  • unsloth/North-Mini-Code-1.0-GGUF:BF16BF16llamacppquantized by unsloth
    56.8 GiB
  • hf.co/Fr4nkSt3in/North-Mini-Code-1.0-BF16-GGUF:BF16BF16ollamaquantized by Fr4nkSt3in
    56.8 GiB

Sizes are what the catalog declares, not what a machine measured — fitting on disk is necessary and not sufficient. Nobody here has run these on your machine, and this narrows the candidates rather than certifying one.

the same builds, by member
Aurora-One-Mini
North-ML1/Aurora-One-MiniFP32vllm474 MiB on diskderived by North-ML1
North 1.0 MICRO-VISION
mlx-community/North-Micro-Vision-Instruct-4bit4BITmlx2.0 GiB on diskquantized by mlx-community
OpenMed/North-Micro-Vision-Instruct-6bit-mlx6BITmlx2.5 GiB on diskquantized by OpenMed
mlx-community/North-Micro-Vision-Instruct-8bit8BITmlx2.9 GiB on diskquantized by mlx-community
CohereLabs/North-Micro-Vision-InstructBF16vllm4.6 GiB on diskpublished by CohereLabs
North-Micro-Vision-Instruct-bf16-mlx
OpenMed/North-Micro-Vision-Instruct-bf16-mlxBF16mlx4.6 GiB on diskderived by OpenMed
North-Micro-Vision-Instruct-GGUF
hf.co/ysharma/North-Micro-Vision-Instruct-GGUF:Q4_K_MQ4_K_Mollama1.2 GiB on diskderived by ysharma
hf.co/ysharma/North-Micro-Vision-Instruct-GGUF:Q8_0Q8_0ollama1.9 GiB on diskderived by ysharma
hf.co/ysharma/North-Micro-Vision-Instruct-GGUF:F16F16ollama3.6 GiB on diskderived by ysharma
North 1.0 MINI-CODE-1-0
hf.co/unsloth/North-Mini-Code-1.0-GGUF:IQ1_MIQ1_Mollama8.7 GiB on diskquantized by unsloth
hf.co/unsloth/North-Mini-Code-1.0-GGUF:IQ2_XXSIQ2_XXSollama9.1 GiB on diskquantized by unsloth
hf.co/unsloth/North-Mini-Code-1.0-GGUF:IQ3_XXSIQ3_XXSollama10.9 GiB on diskquantized by unsloth
hf.co/unsloth/North-Mini-Code-1.0-GGUF:Q4_K_SQ4_K_Sollama16.8 GiB on diskquantized by unsloth
mlx-community/North-Mini-Code-1.0-4bit4BITmlx17.2 GiB on diskquantized by mlx-community
hf.co/unsloth/North-Mini-Code-1.0-GGUF:Q4_K_MQ4_K_Mollama17.9 GiB on diskquantized by unsloth
CohereLabs/North-Mini-Code-1.0-w4a16W4A16vllm18.0 GiB on diskpublished by CohereLabs
mlx-community/North-Mini-Code-1.0-6bit6BITmlx24.1 GiB on diskquantized by mlx-community
CohereLabs/North-Mini-Code-1.0-fp8FP8vllm29.8 GiB on diskpublished by CohereLabs
hf.co/unsloth/North-Mini-Code-1.0-GGUF:Q8_0Q8_0ollama30.2 GiB on diskquantized by unsloth
aaronmwelborn/North-Mini-Code-1.0-8bit8BITmlx31.0 GiB on diskquantized by aaronmwelborn
CohereLabs/North-Mini-Code-1.0BF16vllm56.8 GiB on diskpublished by CohereLabs
unsloth/North-Mini-Code-1.0-GGUF:BF16BF16llamacpp56.8 GiB on diskquantized by unsloth
hf.co/Fr4nkSt3in/North-Mini-Code-1.0-BF16-GGUF:BF16BF16ollama56.8 GiB on diskquantized by Fr4nkSt3in
North 1.0 MINI-CODE-1-0-EAGLE
CohereLabs/North-Mini-Code-1.0-eagleBF16vllm151 MiB on diskpublished by CohereLabs
North-Mini-Code-1.0-Uncensored-Heretic
hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ1_SIQ1_Sollama6.0 GiB on diskderived by diablomike20
hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ1_SIQ1_Sollama6.0 GiB on diskderived by mradermacher
hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ2_XXSIQ2_XXSollama7.7 GiB on diskderived by diablomike20
hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ2_XXSIQ2_XXSollama7.7 GiB on diskderived by mradermacher
hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ3_XXSIQ3_XXSollama11.1 GiB on diskderived by diablomike20
hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:IQ3_XXSIQ3_XXSollama11.1 GiB on diskderived by mradermacher
hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:Q4_0Q4_0ollama16.2 GiB on diskderived by diablomike20
hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:Q4_0Q4_0ollama16.2 GiB on diskderived by mradermacher
hf.co/diablomike20/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:Q4_K_MQ4_K_Mollama17.3 GiB on diskderived by diablomike20
hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-i1-GGUF:Q4_K_MQ4_K_Mollama17.3 GiB on diskderived by mradermacher
hf.co/mradermacher/North-Mini-Code-1.0-Uncensored-Heretic-GGUF:Q8_0Q8_0ollama30.2 GiB on diskderived by mradermacher
North-Mini-Code-1.0-bf16
mlx-community/North-Mini-Code-1.0-bf16BF16mlx56.8 GiB on diskderived by mlx-community
North-Mini-Code-1.0-i1-GGUF
hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:IQ1_SIQ1_Sollama6.0 GiB on diskderived by mradermacher
hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:IQ2_XXSIQ2_XXSollama7.7 GiB on diskderived by mradermacher
hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:IQ3_XXSIQ3_XXSollama11.1 GiB on diskderived by mradermacher
hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:Q4_0Q4_0ollama16.2 GiB on diskderived by mradermacher
hf.co/mradermacher/North-Mini-Code-1.0-i1-GGUF:Q4_K_MQ4_K_Mollama17.3 GiB on diskderived by mradermacher
North-Mini-Code-1.0
RedHatAI/North-Mini-Code-1.0BF16vllm56.8 GiB on diskderived by RedHatAI
North-Mini-Code-1.0
unsloth/North-Mini-Code-1.0BF16vllm56.8 GiB on diskderived by unsloth
Qwen3.8-Smol-uo
North-ML1/Qwen3.8-Smol-uoBF16mlx1.4 GiB on diskderived by North-ML1
starlight-pro-1
North-ML1/starlight-pro-1BF16vllm3.5 GiB on diskderived by North-ML1
starlight-small-1
North-ML1/starlight-small-1BF16vllm1.4 GiB on diskderived by North-ML1
Wind-Edge-1.6-GGUF
hf.co/North-ML1/Wind-Edge-1.6-GGUF:IQ3_MIQ3_Mollama251 MiB on diskderived by North-ML1
hf.co/North-ML1/Wind-Edge-1.6-GGUF:Q4_K_MQ4_K_Mollama288 MiB on diskderived by North-ML1
hf.co/North-ML1/Wind-Edge-1.6-GGUF:Q6_KQ6_Kollama349 MiB on diskderived by North-ML1
hf.co/North-ML1/Wind-Edge-1.6-GGUF:Q8_0Q8_0ollama450 MiB on diskderived by North-ML1
hf.co/North-ML1/Wind-Edge-1.6-GGUF:F16F16ollama842 MiB on diskderived by North-ML1
wind-edge-1.7-gguf
hf.co/North-ML1/wind-edge-1.7-gguf:Q4_K_MQ4_K_Mollama122 MiB on diskderived by North-ML1
hf.co/North-ML1/wind-edge-1.7-gguf:Q8_0Q8_0ollama208 MiB on diskderived by North-ML1
hf.co/North-ML1/wind-edge-1.7-gguf:BF16BF16ollama391 MiB on diskderived by North-ML1
ask your own gram

Your concierge can answer this from the network rather than from this page. The ask carries the operator id, so it resolves to a capability and an engine — not to a name somebody has to recognise.

What has this network measured about the North 1.0 family (epn.family.north-1), and can my gram run any of it? See /inferences/north-1

open a gramx with this ask →epn.family.north-1