North Mini CodeCohere
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Related Products
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Inkling-Small:
About
Inkling-Small is an efficient model that offers performance comparable to Inkling at a quarter of its size. It is a Mixture-of-Experts transformer with 276 billion total parameters and 12 billion active parameters, trained on NVIDIA GB300 NVL72 systems. It supports native reasoning across text, images, and audio, variable thinking effort, and context windows of up to one million tokens. Users adjust reasoning effort from minimal to extra high to balance performance and compute. Improved pre-training data, post-training with on-policy distillation from Inkling, and extended agentic coding reinforcement learning helped Inkling-Small surpass its larger counterpart on reasoning and coding benchmarks. It performs well in coding and tool-use harnesses, exceeds 80% on SWE-bench Verified, and combines strong reasoning with efficient output. Its encoder-free multimodal architecture processes audio as dMel spectrograms and images as 40-by-40-pixel patches alongside text tokens.
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North Mini Code:
About
North Mini Code is Cohere’s first agentic coding model for developers and the inaugural member of its next generation of powerful models. Small, efficient, and open-source, it is built for the sovereign developer ecosystem and designed to deliver strong software development performance without requiring extensive hardware. North Mini Code is a mixture-of-experts model with 30B total parameters and 3B active parameters, giving developers access to agentic coding capabilities in a compact and efficient form. The model is optimized for code generation, agentic software engineering, and terminal tasks, with a 256K total context length and up to 64K maximum generation. It is built for real-world developer workflows, including understanding and orchestrating sub-agents, mapping system architecture, running code reviews, and supporting coding agents that need to reason through complex software tasks.
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Inkling-Small:
Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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North Mini Code:
Platforms Supported
Windows
Supported
Mac
Supported
Linux
Supported
Cloud
Not Supported
On-Premises
Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Inkling-Small:
Audience
AI researchers and developers seeking an efficient open-weight multimodal model for reasoning, agentic tasks, and lower-cost deployment
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North Mini Code:
Audience
Developers seeking to run efficient open-source AI models for code generation, agentic software engineering, terminal tasks, and code reviews
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Inkling-Small:
Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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North Mini Code:
Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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Inkling-Small:
API
Offers API
Supported
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North Mini Code:
API
Offers API
Not Supported
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Inkling-Small:
Screenshots and Videos |
North Mini Code:
Screenshots and Videos |
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Inkling-Small:
Pricing
$0.30 per million input tokens
$0.30 per million input tokens and $1.20 per million output tokens
Free Version
Not Supported
Free Trial
Not Supported
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North Mini Code:
Pricing
No information available.
Free Version
Not Supported
Free Trial
Not Supported
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Inkling-Small:
Reviews/
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North Mini Code:
Reviews/
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Inkling-Small:
Pros & Cons from Real UsersPros
Cons
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Inkling-Small:
Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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North Mini Code:
Training
Documentation
Supported
Webinars
Supported
Live Online
Supported
In Person
Not Supported
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Inkling-Small:
Company InformationThinking Machines Lab
Founded: 2025
United States
thinkingmachines.ai/news/inkling-small/
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North Mini Code:
Company InformationCohere
Founded: 2019
Canada
cohere.com/blog/north-mini-code
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Inkling-Small:
Alternatives |
North Mini Code:
Alternatives |
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Inkling-Small:
Categories |
North Mini Code:
Categories |
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Inkling-Small:
Integrations
Model Context Protocol (MCP)
Supported
OpenCode
Not Supported
Tinker
Supported
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North Mini Code:
Integrations
Model Context Protocol (MCP)
Not Supported
OpenCode
Supported
Tinker
Not Supported
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Inkling-Small:
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North Mini Code:
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