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jh1373

jev-search

Offline Obsidian search with optional Jev reranking of results, requiring user approval before reranking.

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Jökull Sólberg Auðunsson

ensk

A research project featuring an English–Icelandic dictionary that uses Jev to rerank results for better accuracy.

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1 clicks / 7d

anandi1989

awesome-jev-usecases

Evidence-backed index of real-world Jev (TypeSafe AI System One) use cases: repos, patterns, benchmarks, and measured results.

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kshetrajna12

reflex

A small open decision model: state + typed questions -> calibrated probabilities. A Jev / System One re-creation on Qwen3.5.

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ikermoel

open-alternative-jev

Open alternative to Jev: typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with benchmarks.

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github.com

Papers and open reproductions

A collection of research papers and open reproductions supporting System One models.

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JacobLinCool

jev-paper-judge

Feedback on your paper in seconds.

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Menny1337

jev-lab

TypeScript experiments, evaluations, and latency benchmarks for TypeSafe's Jev model.

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Mapika

decider

One-pass typed decisions with calibrated probabilities (System One style model), fine-tuned from Qwen3.5-2B.

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zefir1990

openjev-experiments

Experiments with openjev, an open Jev-style option-logit runner, on local models.

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adhyaay-karnwal

jev-chat

A chatbot from typed Jev decisions: hierarchical speculative decoding over System One probabilities.

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goodrahstar

jev-column-race

Jev vs Gemini 3.8 Flash: labelling 1,000 app reviews, 4.1× faster and 7× cheaper.

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SamuelSacco

jev-exploration

Jev (TypeSafe) exploratory thread: claim audit, live demos, and runnable code.

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replynodes

jev-web-analyzer

See what Jev thinks about your SaaS website — powered by ReplyNodes web context and Vercel AI Gateway.

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zhengxuyu

LitJev

A reproduction of Jev that turns any Qwen model into a fast decision model, serving the same /v1/systemone schema (Choice, Score, Noul) with no training and no generated answer text.

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mahlernim

jev-korean-benchmark

Reproducible early-access evaluation of Jev on Korean understanding and medical text, with runtime and cost evidence.

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Zaious

jev-capability-atlas

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。

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anessbelbati

jev-rerank-bench

Can a decision model beat dedicated rerankers? TypeSafe Jev vs Cohere Rerank 4 vs ZeroEntropy zerank-2 vs a chat-model baseline: 14 datasets, every raw API response, bootstrap ranges on every gap.

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pithings

advocaat

A small, type-safe client for asking AI questions about your data, powered by TypeSafe Jev.

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FFatTiger

new-api-plugin-typesafe

TypeSafe AI System One (Jev) task plugin for QuantumNous/new-api — native /v1/systemone, synchronous evaluation, token billing.

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fabricioctelles

modelsystem

Curated catalog of System One / Decision Models — contributions for modelsystem.one.

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chenmingtang830

jevarena (chenmingtang830)

Open-source BYOK arena for Jev and other AI judges. Find failures, compare quality, cost, and latency.

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GPT-AGI

OpenJev (GPT-AGI)

Jev-compatible System 开源Jev.

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grishahq

decisionbridge

A Jev-inspired decision interface for existing LLMs. Explicit choices, scores, calibration, and review thresholds.

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lbotinelly

jev-little-airways

A show-and-tell capability study for Jev, TypeSafe's System One decision model.

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JoshuaSP

open-jev (JoshuaSP)

Typed JSON inference with DiffusionGemma, with Every and Jev benchmark results.

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shamazharikh

qwen-rlcd

Jev-style calibrated decision model (Choice/Score/Noul) on Qwen3.5-0.8B.

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zhihz

openjev (zhihz)

Local bilingual probability decisions from context, questions, and candidate answers. Independent research preview inspired by TypeSafe Jev.

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olanotolu

jevbetter

A stronger one-pass scorer over a variable list of text options: hashed n-gram encoder, rival-aware attention, gated head, temperature scaling, benchmarked against jevlike.

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myokoym

misereru-slide-jev

Ongoing Japanese research deck on Jev and System One models, maintained as Markdown slides.

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lab-dados

jev-anotacao-sentencas

Jev (TypeSafe) vs. Gemini 3.8 Flash vs. GPT-5.6 Luna na anotação estruturada de sentenças do TJSP: qualidade, tempo e custo.

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OmniJev

awesome-jev (OmniJev)

Papers, open reproductions and independent evaluations behind System One models and Jev.

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realZachi

jevtest

Semantic test matchers for Vitest and Jest, powered by TypeSafe's Jev model. Write expectations in plain English, get calibrated probabilities back.

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ShuhanSun

jev-oas-sentinel

Catch breaking API behavior hidden in OpenAPI prose with deterministic checks and TypeSafe JEV System One semantic review.

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codeitlikemiley

system-one-adapter-rust

Rust port of TypeSafe system-one-adapter (LLM-backed system_one evaluations).

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razorback16

openjev

Open, Jev-compatible System One decision server on DiffusionGemma.

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blas0

jev-shadcn-lint-eval

A small second eval for shadcn-ui/lint that uses TypeSafe's Jev to judge the linter's own output.

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tryaksh

jev-pick-and-place-study

A small reproducible MuJoCo pilot comparing Jev, Claude Haiku, and reactive rules for pick-and-place.

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Kyle Pena

jevchat

A chatbot project that responds to typed questions, part of a research collection.

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jtsang4

jev-cli

CLI for TypeSafe AI's Jev evaluation model — typed questions in, structured JSON answers out.

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y0usaf

jev-lm

A word-level language model whose output layer is Jev: n-gram drafter, Noul chunk verification, bits-per-token eval.

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genai-craft

openvons

Openvons (open-Jev): 有限選択肢に確率で答える判断層 — テキスト / 画像 / 日本語音声コマンド.

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WebGrga

jev-board-lab

Interactive explorer and Jev question workspace for Jev Board datasets.

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fstandhartinger

jevbench

JevBench v1 - a benchmark for Jev-class typed decision models: smart, cheap, fast, reliable, open.

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Marcos Martinez

jev-acento

A research project auditing Jev's performance with the Spanish language.

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Colliber

duckdb-jev

A research project enabling SQL queries with real type responses.

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AntonioCoppe

jev-harness

Decision harness for TypeSafe Jev — confidence gates, shadow mode, recipes, and evals. Claude CLI 48.9s → Jev 1.3s on the same row-filter job.

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cablehead

jev.nu

Nushell module for the TypeSafe System One API: typed decisions with calibrated probabilities.

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kesku

jev-freeform

An observable raw-character chat experiment powered entirely by TypeSafe Jev Choice.

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Gaurav-Gosain

jev-headline-bench

Can Jev pick the winner of a real headline A/B test? 64.5% across 10,984 Upworthy randomized experiments, 74.7% when the difference was decisive.

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SiliconLabAI

OpenJev

An open-source project aiming to develop a Jev-class decision model for research purposes.

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i2cjak

RISC-jeV

I tortured Jev into being a RISC-V CPU.

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vercel-labs

ai-cli

Vercel Labs terminal CLI that can run Jev as the evaluation model for its evaluate command.

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MarissaFamularo

citation-verifier

Check whether each cited paper supports the sentence citing it. Claude proves the quote, TypeSafe's Jev scores it, a human decides.

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bnsd55

jevmlx

Jev-style parallel constrained decisions for any MLX model on Apple Silicon. Typed, schema-valid JSON in one forward pass.

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sgoedecke

system-one

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

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wfzyx

von

The open-source System One decision model. Sub-15ms, non-autoregressive, local drop-in alternative to TypeSafe Jev.

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AlbionaHoti

refgarden

A spatial reference explorer for creators. Local Jev query choices, metadata highlights and source-linked collections.

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Abhishek Rai

open-spark-jev

A research project on GitHub uses Jev with Qwen3 models on an NVIDIA DGX Spark system.

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Gaurav-Gosain

jev-sec-bench

Blind security benchmarks for Jev, TypeSafe's System One model: prompt injection and vulnerable code detection, built on jev-go.

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TheoLeeCJ

SemIf

Semantic ifs from open models, on a 3090 at home. Independent; not affiliated with Jev or TypeSafe.

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utk2103

jev-studio

If you're experimenting with jev it will be easier from here.

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ishantanu

jevmetrics

OpenTelemetry Collector connector that uses Jev to assess metric metadata and apply retention policies before export.

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Heman10x-NGU

openJev-verdict-2.0

Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE).

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PistachioAIHQ

jev-synergy-screening

Jev (TypeSafe System One) × ASReview SYNERGY abstract screening demo — Choice/Noul vs gold labels.

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NullPo-jp

PocketJev

On-device iPhone visual decision tool using MLX and Qwen3-VL direct option logits.

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Argos1111

jev_local

Replicating Jev with a local LLM.

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erendikmenn

jev-rag-benchmark

Reproducible benchmark for measuring Jev reranking quality, latency, and cost in RAG.

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0xnairb

research_desk

TypeSafe Jev demonstration for new analyzation — experimenting with Jev for fast analysis of news and tickers.

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scienthoon

jev-ood-calibration

Independent calibration test of TypeSafe's Jev on a task it cannot have seen: 900 rule-generated support tickets (choice / score / boolean) plus 3 public benchmarks via Vercel AI Gateway. Raw responses, ECE with noise floor, temperature refit, per-type sign of miscalibration. Reproducible for ~$0.06.

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Will Kelly

jev-evaluation

A research project on GitHub conducting nine experiments and 28 predictions with fixed parameters, focusing on Jev's performance metrics.

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JackZeng

Jev_apps

看看 Jev 能做什么：用中英文讲清热门应用、工作原理和各自优缺点。Explore Jev apps with plain-language examples, explanations, and comparisons.

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