SsgoedeckeBenchmarks & research

system-one

Batched single-token choice inference for open language models, compatible with TypeSafe

Explore repository

How it uses Jev

Turn any LLM into a System One model like Jev: a fast general classifier that you can supply a set of questions to and get an answer in a single forward pass.

Source: community catalog. Details and metrics reflect the published community snapshot and are not a performance endorsement. Documentation details extracted from GitHub · the README.

Keep exploring

Similar to system-one

Browse all
openjev project preview

openjev

Benchmarks & research
Open, Jev-compatible System One decision server on DiffusionGemma
RMade byrazorback16386
cu-Jev project preview

cu-Jev

Benchmarks & research
cuda-Jev — a CUDA-native Jev System One decision inference engine. Jev compatible API, examples, and reproducible benchmarks.
DMade bydtunai3
LLM2Jev project preview

LLM2Jev

Applications
Adapt local language models into Jev-compatible structured decision engines with Choice, Score, and Noul outputs powered by prefill-only binary inference.
YMade byYinsongxu300
zerosweep project preview

zerosweep

Benchmarks & research
Autonomous System-One Triage Engine & Benchmark powered by TypeSafe AI (Jev). 75ms inference, $0 output tokens, and RLCD epistemic safety gates.
SMade bysysadarsh2
open-jev (JoshuaSP) project preview

open-jev (JoshuaSP)

Jev alternatives & open source
Typed JSON inference with DiffusionGemma, with Every and Jev benchmark results
JMade byJoshuaSP39
system-one-gemma project preview

system-one-gemma

Jev alternatives & open source
Open-source Jev-style System One decision model. Gemma 3 270M with a scoring head — fast, calibrated decisions in a single forward pass. No text generation. Inspired by TypeSafe.ai's Jev.
AMade byakash-kamat4
jev-judge project preview

jev-judge

Agent tooling
Dependency-free CLI and Codex skill that send local state to Jev for batched typed judgments and return answers without echoing the state.
OMade byohmyjiro0
local-jev project preview

local-jev

Jev alternatives & open source
A local, offline System One server compatible with TypeSafe's Jev API. It answers typed yes/no, category and score questions with small open models.
AMade byamithgc8
jevsql project preview

jevsql

Applications
SQL with natural-language predicates, powered by TypeSafe's Jev. Filter, rank, classify and score rows by meaning — batched, cached and cost-guarded.
EMade byEugeneBoondock5