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by Enderchef - opened
README.md
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We teach tiny neural networks to think. Sometimes they surprise us. Sometimes they just output zeros.
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### Want to join our discord?
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https://discord.gg/y2jTct6Cxv
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---
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<p align="center">
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<img src="GlintResearchModelCardHeader.jpg" width="800">
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</p>
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<div align="center">
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<a href="https://discord.gg/y2jTct6Cxv" target="_blank"><img alt="Discord" src="https://img.shields.io/badge/Discord-Join%20the%20Community-5865F2?logo=discord&logoColor=white"/></a>
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<a href="https://ko-fi.com/F1F31YAC4I" target="_blank"><img alt="Ko-fi" src="https://img.shields.io/badge/Ko--fi-Support%20Us-FF5E5B?logo=ko-fi&logoColor=white"/></a>
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</div>
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---
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# Glint Research
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We teach tiny neural networks to think. Sometimes they surprise us. Sometimes they just output zeros.
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---
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## What We Do
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- Design and train million-parameter generative models
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- Study the behavior of small architectures under constrained compute
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---
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## Models
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**Anthos** — Tiny Flower Generation
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**Glint** — 1M Parameter Model Series
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**Shard** — 10M Parameter Model Series
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More models are in active development. Follow us to stay updated!
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---
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## Associates
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We collaborate with other researchers and builders who share an interest in small models.
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<div align="center">
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<table style="border: none; border-collapse: collapse;">
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<tr>
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<td align="center" style="padding: 16px; border: none;">
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<a href="https://huggingface.co/TeichAI" target="_blank">
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<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/6837935ac3b7ffe0d2559ce9/-AxyvV4wfUY8uo87kNKkK.png" width="72" height="72" style="border-radius: 50%; object-fit: cover;" onerror="this.src='https://huggingface.co/front/assets/huggingface_logo-noborder.svg'"/>
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<br/><br/>
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<b>TeichAI</b>
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</a>
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</td>
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<td align="center" style="padding: 16px; border: none;">
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<a href="https://huggingface.co/armand0e" target="_blank">
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<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/no-auth/wTsY5aBdcDk3Ldr9fSsQw.png" width="72" height="72" style="border-radius: 50%; object-fit: cover;" onerror="this.src='https://huggingface.co/front/assets/huggingface_logo-noborder.svg'"/>
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<br/><br/>
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<b>Armand0e</b>
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</a>
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</td>
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<td align="center" style="padding: 16px; border: none;">
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<a href="https://huggingface.co/Crownelius" target="_blank">
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<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/6969cc22e48357488a36a4fc/tvWSJ1KHdgh7faPM-p5e9.png" width="72" height="72" style="border-radius: 50%; object-fit: cover;" onerror="this.src='https://huggingface.co/front/assets/huggingface_logo-noborder.svg'"/>
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<br/><br/>
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<b>Crownelius</b>
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</a>
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</td>
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<td align="center" style="padding: 16px; border: none;">
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<a href="https://huggingface.co/Enderchef" target="_blank">
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<img src="https://cdn-avatars.huggingface.co/v1/production/uploads/65d3d84d457647eb547ed73b/4yhQhLjJfsMzfdsfQwmwr.png" width="72" height="72" style="border-radius: 50%; object-fit: cover;" onerror="this.src='https://huggingface.co/front/assets/huggingface_logo-noborder.svg'"/>
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<br/><br/>
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<b>Enderchef</b>
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</a>
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</td>
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</tr>
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</table>
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</div>
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---
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## Principles
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**Transparency.** Every model we release includes architecture details, training configurations, loss curves, and known limitations. We do not publish numbers we cannot reproduce.
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**Efficiency.** We target few-GPU, short-run experiments. A model that trains in 8 hours on consumer hardware is more compact than one that requires a cluster.
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**Honesty about scale.** Small models have hard limits. We document them clearly rather than overstating capability.
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---
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## Community
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Research is better with others. If you are working on small generative models, efficient training pipelines, or compact architectures and want to exchange ideas, we maintain an active Discord server.
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<div align="center">
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<a href="https://discord.gg/y2jTct6Cxv" target="_blank">
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<img alt="Join the Discord" src="https://img.shields.io/badge/Discord-Join%20the%20Community-5865F2?style=for-the-badge&logo=discord&logoColor=white"/>
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</a>
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</div>
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---
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## Support
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Glint Research is an independent, self-funded effort. If you find the work useful, support via Ko-fi helps cover compute costs and keeps experiments running.
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<a href='https://ko-fi.com/F1F31YAC4I' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://storage.ko-fi.com/cdn/kofi6.png?v=6' border='0' alt='Buy Me a token at ko-fi.com' /></a>
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---
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<p align="center">
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Glint Research — small models, honest results.
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</p>
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