RuVI Labs

Build good models for people.

_{A research lab from India · language models, built the honest way}

01 · Who we are

RuVI Labs is a small, independent research lab based in India. We design, train and release language models end to end: architecture, data, training and inference, with no borrowed foundations.

We build for the people who will actually use the models: students, developers, and teams working with limited compute. If a model can't run where its users are, it isn't finished.

Small lab, serious work.

02 · Pragya

P R A G Y A

A family of language models trained end to end on open data

Model	Status	Notes
Pragya Brahmã (flagship)	planned	Open weights, open data
Pragya Vayu	🧪 Training	Built for low-resource hardware
Pragya medha	🧪 Planned	Medium tier

03 · Our principles

◼ Open weights

Free to use, free to build on.

◻ Open data

Nothing hidden in the corpus.

Capable release Release whats peak

What "from scratch" means to us

Own architecture. Designed and implemented in-house.
Own training run. Pretrained by us on data we can document.
Own tooling. Training, evaluation and inference code built and released alongside the weights.

What "open" means to us

Weights you can download, run and modify.
A data recipe you can inspect and question.
Honest reporting, including what didn't work.

04 · What we believe

Good models are different.

I. Trained to perform differently. II. Built with the motive to undo what we assume is possible in AI. III. Made to achieve, and made to perform.

05 · What we're working on

🔨 Pretraining the Pragya family on open data
🧪 Efficient architectures that make small models punch above their size
🧪 Quantization and fast inference so models run on modest hardware
🧪 Open evaluation: transparent benchmarks and model cards

07 · Quick facts


Lab	RuVI Labs
Founder	Arush Kumar
Home	🇮🇳 India
Family	Pragya
License	Open weights
Mode	Building quietly. Shipping publicly.

08 · FAQ

Are the models really trained from scratch? Yes. Architecture, pretraining and tooling are our own. Some Models are LoRA

Can I use the weights commercially? Check the license on each model card. Our goal is permissive, open release.

Can I contribute? Yes. Open a discussion on any repo here, or reach out below.

09 · Follow along

Follow the organization on Hugging Face to get notified when models and datasets drop.

RUVI LABS

small lab, serious work.