Domyn Small

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Lightweight intelligence for enterprise applications

A 10B-parameter open-weight reasoning model for resource-constrained environments.

Download on Hugging Face

Technical Overview

Comprehensive Model Details

Model Specifications

Context Length

32K native tokens, extendable to 131K

License

MIT

Input/Output Type

Text

Languages

50+ languages

With emphasis on major European languages: German, French, Italian, Spanish, Portuguese.

Model Performance

Intended Use

Real-time interactive applications

Operates at the sub-second latencies required by voice assistants, live chat support, real-time autocomplete, and collaborative editing tools.

Resource-constrained deployment

Runs in scenarios where response times, cost, and computational resources are real constraints — including on laptops and mobile devices.

Agentic reasoning

Delivers reasoning efficiency for AI agents that solve complex coding and mathematical problems and perform sequential, multi-step tasks.

Custom model development

User-adaptable to industry-specific knowledge, terminology, and workflows through open-weight fine-tuning under the MIT license.

Features

10B parameters

Compact open-weight architecture delivering capable reasoning in resource-constrained environments.

Togglable reasoning mode

"Thinking on/off" toggle enabling deep multi-step reasoning or fast, compact output depending on the task.

32K tokens context window, 131K extended

Supports long-document analysis and multi-turn agent workflows thanks to 32K tokens native context window, extensible to 131K tokens via YaRN.

Multilingual European AI

Optimized for English and major European languages, with support for 50+ languages and a 256K-token multilingual vocabulary.

Maximum token efficiency

Fewer tokens generated than comparable models for equivalent reasoning tasks, lowering inference cost and latency in production.

Agent-ready architecture

Optimized for coding, math, instruction following, and multi-step agentic workflows.

Open-weight sovereign release

Enabling full ownership, on-premise deployment, and domain-specific fine-tuning.

Harnessing LLM
power across industries

From financial services to government and advanced manufacturing, Domyn Small can deliver actionable insights, optimize workflows, and provide strategic value.

Banking

Analyze transactions, regulatory filings, and market trends to optimize risk, detect anomalies, and support strategic banking decisions.

Insurance companies

Process claims, policies, and risk data to accelerate underwriting, detect fraud, and improve decision accuracy.

Utilities company

Interpret operational data, maintenance records, and regulatory information to optimize infrastructure management and ensure reliable service delivery.