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| title: README | |
| emoji: 📊 | |
| colorFrom: indigo | |
| colorTo: indigo | |
| sdk: static | |
| pinned: true | |
| # 🌱 turing.garden | |
| **AI for the masses.** | |
| `turing.garden` is an AI research and engineering company focused on creating accessible, efficient, and practical language models. | |
| We believe that in today and tomorrow's landscape, LLMs are becoming increasingly: | |
| * expensive (both to train and to compute); | |
| * power hungry; | |
| * and inaccessible to ordinary people. | |
| --- | |
| ## Our mission | |
| We aim to make advanced AI available to everyone by creating models that are: | |
| * affordable to deploy and use; | |
| * optimised for accuracy and speed; | |
| * more energy-efficient; | |
| * suitable for consumer hardware; | |
| * and built with safety in mind. | |
| --- | |
| ## What we build | |
| ### Foundation models | |
| General-purpose LLMs and SLMs trained for reasoning, understanding, and knowledge | |
| ### Specialist models | |
| Instead of forcing one model to excel at every domain, we develop specialist models for specific domains, such as: | |
| * software engineering; | |
| * biology, physics, chemistry; | |
| * and general reasoning, etc. | |
| ### Distilled Models | |
| Our larger models are distilled into smaller variants that only contain millions of parameters, making them suitable for: | |
| * mobile devices; | |
| * resource-constrained devices; | |
| * and more. | |
| --- | |
| ## Research | |
| Our work spans research and development, including: | |
| * alignment; | |
| * quantisation; | |
| * efficient training and inference; | |
| * agentic AI; | |
| * and distillation, etc. | |
| --- | |
| ## Open models | |
| We support open AI where it benefits both researchers and developers. | |
| Most models, datasets, etc, will be released under **OpenRAIL**. | |
| Certain proprietary models and research may remain closed where appropriate. | |
| --- | |
| ### Targets | |
| We design for: | |
| * consumer-grade hardware; | |
| * workstations; | |
| * and enterprise servers. | |
| We believe AI should not require hyperscale infrastructure whenever possible. | |
| --- | |
| ## Safety | |
| The brain is one of the most impressive structures in the entire universe. | |
| AI should augment human thinking and should not act as a replacement. | |
| Our research is guided by: | |
| * safety; | |
| * transparency; | |
| * and accessibility. | |
| We do not intend for our models to facilitate: | |
| * warfare; | |
| * autonomous harmful systems; | |
| * the replacement of human critical thinking. | |
| --- | |
| ## Beyond AI | |
| We also create develop other software! | |
| Check us out at [our website](https://turing.garden). | |
| --- | |
| ## Philosophy | |
| Bigger AI is not necessarily better AI. Success is measured by impact. | |
| Through research, we believe language models can become more useful, efficient, and accessible for everyone. | |
| --- | |
| ## Coming Soon | |
| * Foundation language models | |
| * Domain-specific specialist models | |
| * Distilled lightweight models | |
| * Technical reports | |
| * Research publications | |
| * Benchmarks | |
| * Training tools | |
| * Community resources | |
| --- |