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dohnuts

Dohnuts builds small multimodal models for direct decisions. -> System One model

38 ★ on GitHub

What it is

Dohnuts builds small multimodal models for direct decisions. Give the model a message, a document, or an image, and ask it to choose, judge, or score. It returns probabilities in a single forward pass, with multiple questions sharing the same input. That is our take on System 1.

The homepage listed on the repository, dohnuts.ai, puts it like this: Dohnuts

Where the decision sits

dohnuts runs its own weights or its own runtime rather than calling a hosted API, so its decisions do not depend on a vendor being up or on a key being funded. The trade is that the model is now yours to keep current.

Models it references: laya, laya.

How active it is

Created 2026-09-21, last pushed 2026-10-06, 38 stars and 5 forks when we read it on 2026-11-02. Everything in this category is weeks old at most, so a stale push date means something different here than it would on a mature project. Check the repository before you depend on it.

Find out what your data actually supports

We turn your historical decisions into a frozen test set, then tell you which model, which threshold, and how much of it you can safely automate.