What you can build with it

Purpose

Rizzo Flow runs open decision models locally, returning choices, probabilities, rubric scores and numbers through a Jev-compatible HTTP interface.

Evidence 1 ↗

Jev’s role

It reproduces Jev’s interface pattern, not its proprietary architecture or training; the project is independent.

Evidence 1 ↗

How to use it

Serve a selected model with llama.cpp and point TypeSafe-compatible application code at the local endpoint.

Evidence 1 ↗ · Evidence 2 ↗

Limits to consider

Probabilities need workload-specific calibration; quantization, hardware and runtime changes can alter them.

Evidence 1 ↗ · Evidence 2 ↗

Repository description

The open, local take on Jev: typed decisions from an LLM, without generating a single token

Project facts

Relationship to Jev
Local alternative
Evidence
Documented
Language
Python
License
Apache-2.0
Origin
Original repository
Repository status
Not archived
Created
2026-09-21
Last code update
2026-09-21
GitHub stars
749
Evidence checked
Sep 30, 2026
Metadata checked
Sep 29, 2026
Check status
Up to date

Stars measure the whole repository, including work unrelated to Jev.

Evidence and scope

Documented records the linked documentation or source. JevHunt has not independently run or benchmarked this project.

Evidence commit: b9ba007ee4d2928bbab5b1d8bfe9009c3696b6de

Discovered through: typesafe-field-guide.

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