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Independent AI Research & Open Model Development

Building efficient language models for real-world use.







SOVYN

What we build

SOVYN develops language models with an emphasis on:


Efficient training
Smaller compute budgets without giving up practical capability.



Local inference
Models designed to remain useful outside massive datacenters.



Multilingual intelligence
Strong Korean and English language understanding.



Open research
Weights, evaluations and technical details released whenever possible.

Research areas

Language Modeling
├── Korean
├── English
├── Code
└── Reasoning

Efficiency
├── Architecture
├── Training
├── Tokenization
└── Inference

Open Research
├── Models
├── Datasets
├── Evaluations
└── Experiments


Model Generations


SOVYN 1

First Generation



Compact language models and foundational experiments.



85M

SOVYN 2

Second Generation



Expanded language capability and architecture research.



300M

SOVYN 2.3

Current Generation



The next step in the SOVYN model family.



Mini   Fast   Pro   Max



SOVYN 2.3

One model family.
Different levels of compute, speed and capability.


Mini

LOCAL


Small footprint.
Fast deployment.

Fast

SPEED


Optimized for
low-latency inference.

Pro

BALANCED


Capability and
efficiency combined.

Max

CAPABILITY


The largest model
in the generation.



Research Principles

01

Build from first principles

We experiment with architecture, data and training instead of treating model size as the only path forward.

02

Measure everything

Models should be accompanied by reproducible evaluation and clearly documented limitations.

03

Make models usable

Research matters more when developers can actually run, inspect and build on it.



Ecosystem


Models

Pretrained and instruction-tuned SOVYN models.

Datasets

Training and evaluation datasets.

Benchmarks

Transparent model capability tracking.

Spaces

Interactive model demos and experiments.



 








SOVYN

Models built for real work.

Open models · Independent research · Efficient intelligence


SOVYN Research



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