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title: Tuned Tensor
sdk: static
pinned: false
---
## Tuned Tensor
**Behaviour control infrastructure for open-weight language models.**
Specify behaviour, fine-tune open-weight models, and use evaluation feedback to start the next run.
### Workflow
- **Specify behaviour:** capture system prompts, guidelines, constraints, examples, and a base model in a structured spec.
- **Fine-tune:** compile training data and tune supported open-weight models.
- **Evaluate:** score outputs, inspect failures, and catch regressions.
- **Iterate:** use run feedback to refine the spec and start the next tuning pass.
### Get started
```bash
npm i -g @tuned-tensor/cli
tt init
tt runs start <spec-id>
```
[Website](https://tunedtensor.com/) 路 [Docs](https://tunedtensor.com/docs) 路 [CLI](https://github.com/tunedtensor/tuned-tensor-cli) 路 [Agent skill](https://tunedtensor.com/skill.md)
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