Rizzo-AI-Academy/rizzo-flow

What it does

Stands up a local service that takes unstructured state and returns typed probabilistic decisions — a yes/no, a choice among options, a score on a rubric — using open weights instead of a hosted API, and speaks the same /v1/systemone request shape as TypeSafe's own endpoint so a client changes only its base URL.

The repository's own description: “The open, local take on Jev: typed decisions from an LLM, without generating a single token”

How it works

The project wraps open chat models and constrains them to answer with probabilities in a single pass rather than generating text; a local server exposes the Jev-compatible route. Its results table is measured on the public typed-decisions test split, which is what makes it comparable at all.

The repository, by the numbers

Read from the GitHub API on 2026-09-27. Stars and the last push move daily — quote them with the date, the way we do.

What we checked

• the README's compatibility claim and the model names it lists
• the licence (Apache-2.0) and the linked documentation
• the results table and the dataset it names (LocalLLaMA/typed-decisions)

What we did not check. We did not install it, so whether a real TypeSafe client works unmodified against this server is the author's statement rather than something we tested, and the accuracy rows are the authors' measurements.