- 10jevlikeCommunity Jev-like model and tooling experiment inspired by TypeSafe System One.
vinnylarouge/jevlike · Python
1,294113jevdemomodel - jev-experiments: TypeSafe Jev ecosystem repository.
dabit3/jev-experiments · TypeScript
38729jevtypescript - Camera-only autonomous drone in MuJoCo with a small judgment model (TypeSafe Jev) in the loop at 2.5Hz
RomanSlack/jev-drone · Python
18324jevdemo - 69jevbenchJevBench v1 - a benchmark for Jev-class typed decision models: smart, cheap, fast, reliable, open.
fstandhartinger/jevbench · Python
12413jevpython - Using Jev as an evaluator.
danielgshea/jev-as-a-judge · Python
8715jevpython - 81jevalsAgent evals and guardrails as Jev decisions: one request per trace, a fraction of a cent, fast enough for the agent loop. Runs locally with Kev or Laya.
openlayer-ai/jevals · Python
834jevagentsevalsguardrailsllmllm-evaluationragastypesafe - 93jevfireJEV-inspired parallel decisions for CUDA LLMs. One context, many decisions. vLLM API, game-agent examples, and reproducible benchmarks.
kikoncuo/jevfire · JavaScript
645jevjavascriptcudagame-aiinference - Open reproduction of TypeSafe Jev: a 150M typed decision engine (noul/choice/score in one non-autoregressive pass, calibrated confidence). 0.697 vs Jev's 0.727, 2.5x better calibrated, 4x faster, free. Trains on a Colab T4 in 30 min.
intikhab49/open-jev-typed-decision-engine · Python
432jevagent-observabilitycalibrationcolabdecision-modelexpected-calibration-errorhuggingfacellm-alternative - The highly anticipated open-source repository for JEV as Policy enables one-click setup of the simulation environment. Evaluations of Astra + JEV on benchmarks such as RoboTwin will also be released soon.
YuanKJing/Jev-as-Policy · Python
402jevpython - 109open-jevTyped JSON inference with DiffusionGemma, with Every and Jev benchmark results
JoshuaSP/open-jev · Python
392jevpython - This is a LLM Gateway that mimics typesafe ai structured output. Like an imposter Jev.
iammrduncan/typesafe-ai-benchmark · TypeScript
385jev - Open replica of TypeSafe's Jev: typed calibrated decisions in one forward pass, on Gemma 4 E2B / Gemma 3 270M (Modal)
mithalouni/system-one-open · Python
354jevpython - 117openjevLocal bilingual probability decisions from context, questions, and candidate answers. Independent research preview inspired by TypeSafe Jev.
zhihz/openjev · Python
333jevpython - Independent, evidence-based map of when TypeSafe's Jev actually holds up vs. breaks down — real API-call receipts, not a leaderboard. 中文為主的雙語 repo。
Zaious/jev-capability-atlas · Python
266jevai-agentsbenchmarkcalibrationllm-evaluationmachine-learningtypesafezh-tw - Unofficial study: Jev-style parallel typed decisions on stock 1.5B-8B models on an Apple Silicon laptop. Benchmarks, research notes, and a Hugging Face Space demo.
rorshopping/jev-on-a-laptop · Python
241jevpython - Jev vs Gemini 3.8 Flash: labelling 1,000 app reviews, 4.1× faster and 7× cheaper
goodrahstar/jev-column-race · JavaScript
233jevjavascript - 152jevalMeasures what your Jev classifier's confidence is really worth, and sets the human hand-off line from what a mistake costs.
rlaope/jeval · Python
181jevpython - Probability-aware evaluation for typed decision models: calibration, selective risk, latency, and reproducible benchmarks.
AbdelStark/jev-benchmarks · Python
173jevpythonbenchmarkingcalibrationevaluation - 169jevbetterA stronger one-pass scorer over a variable list of text options. Hashed n-gram encoder, rival-aware attention, gated head, temperature scaling — with a head-to-head benchmark vs the jevlike starter design.
olanotolu/jevbetter · Python
143jevpython - 171jev_stockAn experimental JEV-powered framework for forecasting short-term stock price direction from structured market data.
sosopop/jev_stock · Python
133jevpythonfinancial-datafinancial-machine-learningllm - Interactive experiments with TypeSafe Jev, from support routing to 3D driving simulations with real AI decisions and visible sensor inputs.
kavehmz/typesafe-playground · JavaScript
134jevjavascript