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| title: RuVI Labs |
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| <img src="logo.png" alt="RuVI Labs logo" width="96"> |
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| <img src="Ruvi.png" alt="RuVI Labs" width="100%"> |
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| # RuVI Labs |
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| **Build good models for people.** |
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| <sub>A research lab from India · language models, built the honest way</sub> |
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| ## 01 · Who we are |
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| 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. |
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| We build things that is different |
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| *Small lab, serious work.* |
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| ## 02 · Pragya |
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| # P R A G Y A |
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| **A family of language models** |
| **trained end to end on open data** |
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| <!-- TODO: replace the placeholders below with real sizes, context lengths and links as they ship --> |
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| | Model | Status | Notes | |
| |:--|:-:|:--| |
| | **Pragya Brahmã** (flagship) | planned | Open weights, open data | |
| | **Pragya Vayu** | 🧪 Training| Built for low-resource hardware | |
| | **Pragya medha** | 🧪 Planned | Medium tier | |
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| ## 03 · Our principles |
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| **◼ Open weights** |
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| Free to use, free to build on. |
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| **◻ Open data** |
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| Nothing hidden in the corpus. |
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| **Capable release** |
| Release whats peak |
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| ## 04 · What we believe |
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| > **Good models are *different*.** |
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| **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. |
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| <!-- TODO: edit this list to match your real roadmap --> |
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| ## 07 · Quick facts |
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| | **Lab** | RuVI Labs | |
| | **Founder** | Arush Kumar | |
| | **Home** | 🇮🇳 India | |
| | **Family** | Pragya | |
| | **License** | Open weights | |
| | **Mode** | Building quietly. Shipping publicly. | |
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| ## 08 · Partners & contributors |
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| We do not build alone. These labs have contributed time, compute, or shared |
| belief in the work — and we acknowledge them here. |
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| <div align="center"> |
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| <a href="https://huggingface.co/BananaMind"> |
| <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/69ae829a8408eeb0d7dd5491/0-2aeVpWWaWlufYtgkWtK.png" alt="BananaMind AI" width="72"> |
| </a> |
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| <a href="https://huggingface.co/Refract-Labs"> |
| <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/68f4abf8f64bb4002a21a428/IwbFIrx2Y5uKZ_IW4kyUx.jpeg" alt="Refract AI Labs" width="72"> |
| </a> |
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| **BananaMind AI** · **Refract AI Labs** |
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| *With gratitude.* |
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| </div> |
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| ## 09 · FAQ |
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| **Are the models really trained from scratch?** |
| Yes. Architecture, pretraining and tooling are our own. Some Models are LoRA |
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| **Can I use the weights commercially?** |
| Check the license on each model card. Our goal is permissive, open release. |
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| **Can I contribute?** |
| Yes. Open a discussion on any repo here, or reach out below. |
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| <!-- TODO: confirm the license answer once licenses are final --> |
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| ## 10 · Follow along |
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| Follow the organization on Hugging Face to get notified when models and datasets drop. |
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| <!-- TODO: add links, e.g. GitHub · X · email --> |
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| <div align="center"> |
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| <br> |
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| <img src="logo.png" alt="RuVI Labs" width="56"> |
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| **RUVI LABS** |
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| *small lab, serious work.* |
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| </div> |
