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A FIELD GUIDE TO JEV / VOL. 01

작은 판단.
커다란 가능성.

인터넷 곳곳의 Jev 프로젝트, 실용적인 가이드와 놀라운 아이디어를 한곳에서.

연구실 둘러보기 가이드

1,198개 자료16개 언어

THE OFFICIAL SIGNAL 4 HIGHLIGHTS

Diogo Almeida@CompleteSkepticLAUNCH POST

Jev 런치 포스트

Diogo Almeida가 TypeSafe의 구조화된 판단 모델 Jev를 소개합니다. 런치 영상과 원문 스레드에서 접근 방식, 활용 사례, 제작자가 발표한 성능을 확인하세요.

VIDEO

Launch Post부터 시작하세요. 공식 원문 4편을 살펴볼 수 있어요.

49 개 자료

요약·번역에 AI를 활용합니다. 원문과 성능 주장은 출처에서 확인하세요.

Joaquin Marcoff

jev-harness-router

A GitHub project routing tasks by selecting model tier, tools, skill, and effort.

Decisions & routing

English

Source-linked curation

원문 보기

wang2

jev-review-action

A GitHub Action using Jev for automated PR triage and classification.

Decisions & routing

English

Source-linked curation

원문 보기

giuliosmall

pg_typesafe

Pre-alpha PostgreSQL extension for TypeSafe AI (Jev) categorical classification.

Decisions & routing

English

Source-linked curation

원문 보기

brainstormity

Jev-Moderation-Bot

Real-time Discord moderation bot: Jev evaluates messages and metadata in parallel to catch phishing, spam, and social engineering with a progressive escalation ladder.

Decisions & routing

English

Source-linked curation

원문 보기

Leo Mata

firehose-judge

A GitHub project that uses Jev to triage and route posts from the live Bluesky firehose with human oversight.

Decisions & routing

English

Source-linked curation

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ilyamk

jev-gmail-ai-spam-filter-and-labeling

Self-hosted AI email classifier for Gmail powered by Jev. Create custom labels, organize your inbox, and filter spam with confidence and cost controls.

github.comilyamk/jev-gmail-ai-spam-filter-and-labeling프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

vibe-with-me-tools

n8n-nodes-jev

Helper n8n community node for Jev by TypeSafe. Classify, route, and score text with questions you define, and get a probability for every answer so unsure items can go to review.

github.comvibe-with-me-tools/n8n-nodes-jev프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

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usenotra

notra

Marketing analytics platform whose feature flag routes brand-visibility classifiers off an LLM and onto Jev boolean decisions.

Decisions & routing

English

Source-linked curation

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larguesa

jev-search (larguesa)

Experimental semantic line search with TypeSafe Jev via OpenRouter. Python CLI with no runtime dependencies.

github.comlarguesa/jev-search프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

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sysadarsh

zerosweep

Autonomous System-One Triage Engine & Benchmark powered by TypeSafe AI (Jev). 75ms inference, $0 output tokens, and RLCD epistemic safety gates.

github.comsysadarsh/zerosweep프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

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Chao Qin

pi-jev-router (win4r)

A developer project for model routing with caching and failover.

github.comwin4r/pi-jev-router프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

reachjalil

jevlogs

Open-source Jev log triage for OpenTelemetry. Score the signal before expensive LLM analysis.

github.comreachjalil/jevlogs프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

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Omar Hernandez

jevmod

GitHub project for content moderation with category-specific probability thresholds. Enables automated content filtering.

Decisions & routing

English

Source-linked curation

원문 보기

ndolinschi

lanebreak

LaneBreak — support ticket priority+routing via TypeSafe Jev.

github.comndolinschi/lanebreak프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

Charlyhno-eng

jev-document-classification

JEV Document Classification enables the rapid and cost-effective classification of text-based documents using AI, leveraging TypeSafe's "System One" model.

github.comCharlyhno-eng/jev-document-classification프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

EugeneBoondock

jevsql

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

github.comEugeneBoondock/jevsql프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

hr98w

jev-visual

An educational Jev-like visual inference experiment on Apple Silicon: shared context, direct candidate scoring, and local visual demos.

github.comhr98w/jev-visual프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

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brandonbryant12

transcript-scorecard

ACME live support-call scoring demo with TypeSafe AI, Effect, SQLite, React, Vite, and Turborepo.

github.combrandonbryant12/transcript-scorecard프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

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Allen Porter

home-assistant-typesafe

A developer project integrating Home Assistant with Jev for processing user input without an LLM.

github.comallenporter/home-assistant-typesafe프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

jexp

neo4jev

Typesafe.ai System One Model Jev navigating a Neo4j graph by using a classifier over neighbouring relationships.

github.comjexp/neo4jev프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

parth-kp

jev-mail-classifier

Classify your inbox with Jev (TypeSafe's System One model) — tag, move, flag, and notify, all config-driven.

github.comparth-kp/jev-mail-classifier프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

ndolinschi

pulselane

PulseLane — clinic triage decisions via TypeSafe Jev.

github.comndolinschi/pulselane프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

GiesN

typesafe-jev-workflow

Async LangGraph workflow that gets a typed Jev Choice (invoice or general) and routes each inbound email to the matching handler.

github.comGiesN/typesafe-jev-workflow프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

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github.com

Worked examples via OpenRouter

Runnable Jev examples through OpenRouter for immediate implementation.

Decisions & routing

English

Source-linked curation

원문 보기

fazlerocks

Open-source AI email triage for Gmail. Sorts your inbox into Needs reply, Updates, Promos, Sales and Spam with Jev, TypeSafe AI's decision model, via Vercel AI Gateway. Read-only, runs locally, 1,000 emails in about a minute for 3 cents.

github.comfazlerocks/jevmail프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

MongLong0214

jev-gate

Not every coding task needs your best model. Experimental Jev-powered model routing for Claude Code — V3 prototype runs today, V4 routes at the task boundary.

github.comMongLong0214/jev-gate프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

shivam2003-dev

typesafe-triage-guard

Three composable judgment pipelines on TypeSafe's Jev: support-ticket triage, observability alert triage, and a deploy-risk gate.

github.comshivam2003-dev/typesafe-triage-guard프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

GhrezaKh74

JevTicktRouter

A .NET 10 and React 19 application for fast, structured AI-powered ticket triage using TypeSafe Jev.

github.comGhrezaKh74/JevTicktRouter프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

Wizhill05

typesafe-image-diffusion

Diffusion-style pixel art out of a classifier: 256 parallel per-pixel Jev questions plus refinement passes.

github.comWizhill05/typesafe-image-diffusion프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

hamakyo

jev-starter

Typed, policy-driven decision workflows on top of TypeSafe AI Jev: confidence routing, fallbacks, evaluation, and RAG patterns for TypeScript apps.

github.comhamakyo/jev-starter프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

TokenTrim

jev-routing-experiment

Benchmarking TypeSafe's Jev decision model as a cost-efficient LLM router on RouterArena.

github.comTokenTrim/jev-routing-experiment프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

Mintzs

jevify (Mintzs)

An optimized inference engine to turn LLMs into Jev-like machines: optimized for quick, lightweight, and accurate decision-making, classification, and scoring.

github.comMintzs/jevify프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

WiktorB2004

llama-index-jev

LlamaIndex reranker + router powered by TypeSafe Jev — typed scores/choices, cheaper than LLM-as-judge.

github.comWiktorB2004/llama-index-jev프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

Red5d

jev-cvss

Fast CVSS scoring from vulnerability descriptions using Typesafe Jev.

github.comRed5d/jev-cvss프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

featherless-ai

simple-jev

Turn any open model into a classifier/jev endpoint.

github.comfeatherless-ai/simple-jev프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

emreozyoruk

hush

GitHub Action for issue triage that abstains: label, spam, needs-info and duplicate in one call, each applied only above a threshold you set, and nothing at all below it.

github.comemreozyoruk/hush프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

akash-kamat

system-one-gemma

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.

github.comakash-kamat/system-one-gemma프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

markfive-proto

typesafe-vs-deepseek

TypeSafe (Jev) vs DeepSeek-flash: side-by-side speed/token/cost/accuracy comparison across invoice extraction, email classification, and reranking.

github.commarkfive-proto/typesafe-vs-deepseek프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

PromptGTM

clay-jev-people-ranker

A developer project for lead scoring in Clay using Jev.

github.compromptgtm-shared/clay-jev-people-ranker프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

heyman333

jev-router (skill)

jev-router (skill). A developer project using Jev to select appropriate models for prompts in coding tasks.

github.comheyman333/jev-router프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

Philipp D. Dubach

pi-jev-router

A GitHub project for a Pareto-optimal OpenRouter router for Pi, decided by Jev.

github.comphilippdubach/pi-jev-router프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

NorbertBodziony

guard-jev

Comment-moderation playground: paste a comment, Jev decides what to do with it.

github.comNorbertBodziony/guard-jev프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

gtaras7

typesafe-jev

Screen a folder of CVs with the TypeSafe Jev decision model: typed judgments, an editable policy, free re-scoring.

github.comgtaras7/typesafe-jev프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

devanshbatham

commit-miner

Classify Git commit diffs and messages with Jev. Bug fixes, security fixes/CWEs, and change types.

github.comdevanshbatham/commit-miner프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

FirasSX914

calibre

Calibration and confidence-based routing measured on Banking77: 80.2% accuracy at $0.103 per 500 decisions.

github.comFirasSX914/Janus프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

Erik Dunteman

ChatJev

A developer project exploring decisions using a classifier as a next-token predictor.

github.comerik-dunteman/ChatJev프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

0xArx

jevegis

Guardrails for LLM apps in one API call. Prompt injection, jailbreaks, leaks, unsafe content. Built on TypeSafe Jev. MIT.

github.com0xArx/jevegis프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

Foadsf

jev-for-engineers

Eight minimal working examples of TypeSafe's Jev (a System One model) applied to mechanical and electrical engineering: CAD/CAE/CAM routing, FEM result triage, DFM screening, BOM alignment, hallucination-proof extraction. Zero dependencies.

github.comFoadsf/jev-for-engineers프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

andrelandgraf

typesafe-on-neon

Neon Function proxy for the Neon AI Gateway with TypeSafe Jev routing.

github.comandrelandgraf/safer-with-jev프로젝트 자세히 ↗

Decisions & routing

English

Source-linked curation

원문 보기

작은 판단.커다란 가능성.

Jev 런치 포스트

TypeSafe 공식 출시 발표

대기 목록 없이 Jev 시작하기

코드가 바로 사용할 수 있는 판단

작은 판단.
커다란 가능성.