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 (MIT)
• Docs: emnlmn.github.io/snap
• Models: fine-tuned for the letter readout, released as GGUF. snap1 is coming soon.