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---
license: mit
base_model: moonshotai/Kimi-K3
base_model_relation: adapter
library_name: peft
tags:
- lora
- writing
- style-imitation
---

# Echo

Echo is a post-trained open model that takes on the guise of a named author. It is state of the art at coherently writing in a given style.

Read more in [Introducing Echo](https://echo.fulcrum.inc).

## Model

Echo is a LoRA adapter (rank 32, alpha 32) for [moonshotai/Kimi-K3](https://huggingface.co/moonshotai/Kimi-K3), in Hugging Face PEFT format, in the `model/` folder. To use it, load the Kimi K3 base model and apply this adapter (with PEFT, pass `subfolder="model"`). The configuration, modeling code, tokenizer and chat template files in `model/` come from Kimi K3.

## License

The Echo adapter is released under the [MIT License](LICENSE). Echo is built on Kimi K3: the Kimi K3 base model and the Kimi K3 files in this repository are licensed under the [Kimi K3 License](LICENSE-KIMI-K3), and since Echo runs on the Kimi K3 base model, its terms apply to any use of Echo.