Spaces:
Running
Running
Update README.md
Browse files
README.md
CHANGED
|
@@ -4,7 +4,138 @@ emoji: 📊
|
|
| 4 |
colorFrom: indigo
|
| 5 |
colorTo: indigo
|
| 6 |
sdk: static
|
| 7 |
-
pinned:
|
| 8 |
---
|
| 9 |
|
| 10 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 4 |
colorFrom: indigo
|
| 5 |
colorTo: indigo
|
| 6 |
sdk: static
|
| 7 |
+
pinned: true
|
| 8 |
---
|
| 9 |
|
| 10 |
+
# 🌱 turing.garden
|
| 11 |
+
|
| 12 |
+
**AI for the masses.**
|
| 13 |
+
|
| 14 |
+
`turing.garden` is an AI research and engineering company focused on creating accessible, efficient, and practical language models.
|
| 15 |
+
|
| 16 |
+
We believe that in today and tomorrow's landscape, LLMs are becoming increasingly:
|
| 17 |
+
|
| 18 |
+
* expensive (both to train and to compute);
|
| 19 |
+
* power hungry;
|
| 20 |
+
* and inaccessible to ordinary people.
|
| 21 |
+
|
| 22 |
+
---
|
| 23 |
+
|
| 24 |
+
## Our mission
|
| 25 |
+
|
| 26 |
+
We aim to make advanced AI available to everyone by creating models that are:
|
| 27 |
+
|
| 28 |
+
* affordable to deploy and use;
|
| 29 |
+
* optimised for accuracy and speed;
|
| 30 |
+
* more energy-efficient;
|
| 31 |
+
* suitable for consumer hardware;
|
| 32 |
+
* and built with safety in mind.
|
| 33 |
+
|
| 34 |
+
---
|
| 35 |
+
|
| 36 |
+
## What we build
|
| 37 |
+
|
| 38 |
+
### Foundation models
|
| 39 |
+
|
| 40 |
+
General-purpose LLMs and SLMs trained for reasoning, understanding, and knowledge
|
| 41 |
+
|
| 42 |
+
### Specialist models
|
| 43 |
+
|
| 44 |
+
Instead of forcing one model to excel at every domain, we develop specialist models for specific domains, such as:
|
| 45 |
+
|
| 46 |
+
* software engineering;
|
| 47 |
+
* biology, physics, chemistry;
|
| 48 |
+
* and general reasoning, etc.
|
| 49 |
+
|
| 50 |
+
### Distilled Models
|
| 51 |
+
|
| 52 |
+
Our larger models are distilled into smaller variants that only contain millions of parameters, making them suitable for:
|
| 53 |
+
|
| 54 |
+
* mobile devices;
|
| 55 |
+
* resource-constrained devices;
|
| 56 |
+
* and more.
|
| 57 |
+
|
| 58 |
+
---
|
| 59 |
+
|
| 60 |
+
## Research
|
| 61 |
+
|
| 62 |
+
Our work spans research and development, including:
|
| 63 |
+
|
| 64 |
+
* alignment;
|
| 65 |
+
* quantisation;
|
| 66 |
+
* efficient training and inference;
|
| 67 |
+
* agentic AI;
|
| 68 |
+
* and distillation, etc.
|
| 69 |
+
|
| 70 |
+
---
|
| 71 |
+
|
| 72 |
+
## Open models
|
| 73 |
+
|
| 74 |
+
We support open AI where it benefits both researchers and developers.
|
| 75 |
+
|
| 76 |
+
Most models, datasets, etc, will be released under **OpenRAIL**.
|
| 77 |
+
|
| 78 |
+
Certain proprietary models and research may remain closed where appropriate.
|
| 79 |
+
|
| 80 |
+
---
|
| 81 |
+
|
| 82 |
+
### Targets
|
| 83 |
+
|
| 84 |
+
We design for:
|
| 85 |
+
|
| 86 |
+
* consumer-grade hardware;
|
| 87 |
+
* workstations;
|
| 88 |
+
* and enterprise servers.
|
| 89 |
+
|
| 90 |
+
We believe AI should not require hyperscale infrastructure whenever possible.
|
| 91 |
+
|
| 92 |
+
---
|
| 93 |
+
|
| 94 |
+
## Safety
|
| 95 |
+
|
| 96 |
+
The brain is one of the most impressive structures in the entire universe.
|
| 97 |
+
|
| 98 |
+
AI should augment human thinking and should not act as a replacement.
|
| 99 |
+
|
| 100 |
+
Our research is guided by:
|
| 101 |
+
|
| 102 |
+
* safety;
|
| 103 |
+
* transparency;
|
| 104 |
+
* and accessibility.
|
| 105 |
+
|
| 106 |
+
We do not intend for our models to facilitate:
|
| 107 |
+
|
| 108 |
+
* warfare;
|
| 109 |
+
* autonomous harmful systems;
|
| 110 |
+
* the replacement of human critical thinking.
|
| 111 |
+
|
| 112 |
+
---
|
| 113 |
+
|
| 114 |
+
## Beyond AI
|
| 115 |
+
|
| 116 |
+
We also create develop other software!
|
| 117 |
+
|
| 118 |
+
Check us out at [our website](https://turing.garden).
|
| 119 |
+
|
| 120 |
+
---
|
| 121 |
+
|
| 122 |
+
## Philosophy
|
| 123 |
+
|
| 124 |
+
Bigger AI is not necessarily better AI. Success is measured by impact.
|
| 125 |
+
|
| 126 |
+
Through research, we believe language models can become more useful, efficient, and accessible for everyone.
|
| 127 |
+
|
| 128 |
+
---
|
| 129 |
+
|
| 130 |
+
## Coming Soon
|
| 131 |
+
|
| 132 |
+
* Foundation language models
|
| 133 |
+
* Domain-specific specialist models
|
| 134 |
+
* Distilled lightweight models
|
| 135 |
+
* Technical reports
|
| 136 |
+
* Research publications
|
| 137 |
+
* Benchmarks
|
| 138 |
+
* Training tools
|
| 139 |
+
* Community resources
|
| 140 |
+
|
| 141 |
+
---
|