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title: README
emoji: ⚡
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colorTo: purple
sdk: static
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# Logitlab

Small models that answer from their logits.

We build **snap**, an open-source engine that turns a language model into a
typed decision function: one forward pass, a softmax over the option letters,
no generated text. Choice, yes/no, score and numeric questions come back as
calibrated probabilities, locally, through a Jev-compatible
`POST /v1/systemone` API.

- **Engine:** [github.com/emnlmn/snap](https://github.com/emnlmn/snap) (MIT)
- **Docs:** [emnlmn.github.io/snap](https://emnlmn.github.io/snap/)
- **Models:** fine-tuned for the letter readout, released as GGUF. `snap1` is coming soon.