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A FIELD GUIDE TO JEV / VOL. 01

작은 판단.
커다란 가능성.

인터넷 곳곳의 Jev 프로젝트, 실용적인 가이드와 놀라운 아이디어를 한곳에서.

1,198개 자료16개 언어
TypeSafe AI 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.

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

714 개 자료

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

에디터 픽번역 요약4 주간 클릭
typesafe-ai

TypeSafe Python SDK

동기·비동기 호출을 지원하는 공식 Python 클라이언트입니다. typesafe-sdk 패키지로 설치합니다.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Start hereEnglish

Source-linked curation

번역 요약4 주간 클릭
browser-use

Browser Use × Jev

Jev가 작업과 DOM 요소를 선택하고, 입력할 문장이 필요할 때만 작은 LLM이 텍스트를 작성하는 브라우저 에이전트입니다.

Browser Use × Jev
Agents & browsersEnglish

Source-linked curation

번역 요약4 주간 클릭
tamaratran

fast-jev-compaction

도구 호출과 결과를 Jev로 평가해 오래된 문맥을 줄이고, 남길 정보는 원문으로 보존하는 Claude Code 플러그인입니다.

fast-jev-compaction
Agents & browsersEnglish

Source-linked curation

kitze

unclutter

WXT browser extension: Jev-powered page clutter removal with reusable template rules.

unclutter
Agents & browsersEnglish

Source-linked curation

yibie

awesome-jev (yibie)

A curated list of public projects, integrations, and discussions built on Jev — TypeSafe AI's System One model for typed decisions.

awesome-jev (yibie)
Tools & appsEnglish

Source-linked curation

Nyarlathoteppppp

pi-heed

Runtime constraints for the pi coding agent: checks every side-effecting tool call against what you said, before it runs. Powered by TypeSafe Jev.

pi-heed
Agents & browsersEnglish

Source-linked curation

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。

jev-capability-atlas
Research & dataEnglish

Source-linked curation

1 주간 클릭
anandi1989

awesome-jev-usecases

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

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Research & dataEnglish

Source-linked curation

itsmostafa

typesafe-mcp

Go CLI and single-binary MCP server exposing TypeSafe judgments to Claude Desktop, Claude Code, and Codex.

typesafe-mcp
Agents & browsersEnglish

Source-linked curation

GhalebDweikat

winnow

A calibrated context sieve for Claude Code: every tool result is judged by a System One model before it enters context.

winnow
Agents & browsersEnglish

Source-linked curation

ikermoel

open-alternative-jev

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

open-alternative-jev
Research & dataEnglish

Source-linked curation

kshetrajna12

reflex

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

reflex
Research & dataEnglish

Source-linked curation

tamaratran

jev-pruner

Claude Code plugin: trim long Bash output with TypeSafe Jev before the model sees it.

jev-pruner
Agents & browsersEnglish

Source-linked curation

jh1373

jev-search

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

jev-search
Research & dataEnglish

Source-linked curation

Dicklesworthstone

skillranker

Rust CLI powered by Jev from TypeSafe.ai that ranks agent skills for the next step using live session context. Includes Claude Code hooks, structured JSON, abstention, and local feedback. Requires a TypeSafe API key.

skillranker
Agents & browsersEnglish

Source-linked curation

compozy

yoshi

Context-pruning proxy for Claude Code and Codex: Jev judges which history is still needed, measured not claimed. POC here now, heading soon into https://github.com/compozy/compozy.

yoshi
Agents & browsersEnglish

Source-linked curation

tontoko

jev-browser (tontoko)

One grounded Jev/Playwright core: typed SDK, persistent CLI, and MCP server with native browser operations and deterministic assertions.

jev-browser (tontoko)
Agents & browsersEnglish

Source-linked curation

docxology

daf-jev

Daf-jev: composable Python toolkit for TypeSafe's Jev (System One) decision API — question builders, confidence gates, evaluator, calibration, CLI, MCP server, agent skill.

daf-jev
Agents & browsersEnglish

Source-linked curation

Brainwires

jevwire

Jev decision layer for agents: MCP server, embeddable DecisionModel library, and an escalate-only Claude Code plugin (TypeSafe AI's Jev).

jevwire
Agents & browsersEnglish

Source-linked curation

ariel-frischer

jevkit

Fast Rust CLI for TypeSafe Jev: typed decisions, offline linting before you pay.

jevkit
Agents & browsersEnglish

Source-linked curation

luantak

is-malicious

Scans a codebase for covert, deceptive, or data-stealing behavior with Jev, then reports suspicious files and line ranges before the user runs it.

is-malicious
Agents & browsersEnglish

Source-linked curation

DanRWilloughby

snifftest

A prose linter that sniffs out AI writing tells. Zero dependencies, countable rules plus one judgment model.

snifftest
Agents & browsersEnglish

Source-linked curation

Bently

siftr

A developer project offering semantic code search for coding agents, benchmarked on SWE-bench Lite.

siftr
Agents & browsersEnglish

Source-linked curation

번역 요약
cobanov

awesome-jev

TypeSafe AI의 System One 모델인 Jev를 사용하여 구축된 프로젝트의 정리된, 소스 기반 목록입니다.

awesome-jev
Tools & appsEnglish

Source-linked curation

에디터 픽번역 요약1 주간 클릭
typesafe-ai

시스템 원 어댑터 (파이썬)

오픈아이, 앤트로픽 및 호환 LLM API를 기반으로 한 공식적인 타입세이프 클라이언트 대체품으로, Jev와 대화 모델을 비교합니다.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Start hereEnglish

Source-linked curation

Abid A Gafoor

capture

A Mac voice diary tool that uses Jev for sorting and integrates with Notion.

capture
Tools & appsEnglish

Source-linked curation

Leo Mata

firehose-judge

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

firehose-judge
Decisions & routingEnglish

Source-linked curation

1jehuang

jev-pr-labeler

Semantic GitHub PR labels using Jev's typed decisions, with conceptual scope instead of line counts.

jev-pr-labeler
Creative & growthEnglish

Source-linked curation

AbdelStark

awesome-typesafe

Curated list of official resources and community projects for TypeSafe, System One models, and Jev, with a GitHub Pages site.

awesome-typesafe
Start hereEnglish

Source-linked curation

번역 요약
Kelbie

Hunch

GitHub 코드 리뷰 도구로, 일반적인 영어로 작성된 규칙을 적용하여 코드 품질을 분석하고 개선합니다.

Hunch
Tools & appsEnglish

Source-linked curation

shiftynick

jev-axi

Agent-ergonomic CLI for TypeSafe's Jev: fast calibrated judgments (pick, rate, check, rank, triage, guard) from the shell.

jev-axi
Agents & browsersEnglish

Source-linked curation

tyler-dot-earth

patdown

Typesafe's jev as a "fuzzy linter". give your code an ocular patdown.

patdown
Agents & browsersEnglish

Source-linked curation

Heman10x-NGU

Verdict-open-jev

Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground.

Verdict-open-jev
Agents & browsersEnglish

Source-linked curation

Clownware

Bouncer

An agent project that enforces policies by judging Claude Code tool calls.

Bouncer
Agents & browsersEnglish

Source-linked curation

brnyxx

jev-ra

Browser use for coding agents, 3-5x faster than browser-use. MCP server + CLI; TypeSafe Jev decides every step in ~300 ms.

jev-ra
Agents & browsersEnglish

Source-linked curation

giuliosmall

pg_typesafe

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

pg_typesafe
Decisions & routingEnglish

Source-linked curation

Anshu Chimala

Jevinci

A developer project generating paintings based on Jev's pixel probability calculations, collected for the tools shelf.

Jevinci
Tools & appsEnglish

Source-linked curation

RubyBrewsday

jevcumber

Write Cucumber tests with just the .feature file. No step definitions — Jev (TypeSafe AI) resolves each Gherkin step and Playwright runs it.

jevcumber
Agents & browsersEnglish

Source-linked curation

sushrutb17

LinkedIn NoSlop

A developer project offering a Chrome extension to blur low-value LinkedIn posts, collected for the creative shelf.

LinkedIn NoSlop
Creative & growthEnglish

Source-linked curation

Mihajlo Micic

jev-tool-runner

Jev-Tool-Runner is a GitHub project where Jev selects developer tools and Codex generates code based on those selections.

jev-tool-runner
Agents & browsersEnglish

Source-linked curation

Kush Bhuwalka

Jev Sift

A developer project for agent classification and selective reading using an agent plugin and MCP tool.

Jev Sift
Agents & browsersEnglish

Source-linked curation

Pedro Knigge

mcp_jev

A developer project providing a local MCP server for running pre-made Jev question packs.

mcp_jev
Agents & browsersEnglish

Source-linked curation

TypeSafeAI

clarity-judge

Multi-axis writing quality checker powered by TypeSafe AI's Jev model. Separate named checks, each with its own verdict and confidence.

clarity-judge
Tools & appsEnglish

Source-linked curation

24601

Augustus

Agent skill: design judgment-assisted systems with TypeSafe Jev (System One). Maps Choice/Score/Noul onto decision theory, reranking, and routing. Composition algebra, question design, validation gates. MIT.

Augustus
Agents & browsersEnglish

Source-linked curation

choxos

jev-reviewer

Data extraction for systematic reviews, quoted from the papers. Ask a trial report and its supplements your extraction form or a RoB 2, ROBINS-I, QUADAS-2 or TIDieR template; Jev points at the lines, every answer is a verbatim quote with its page, you check it and export the table. Files stay in your browser.

jev-reviewer
Agents & browsersEnglish

Source-linked curation

RomanSlack

jev-drone

Camera-only autonomous drone in MuJoCo with a small judgment model (TypeSafe Jev) in the loop at 2.5Hz.

jev-drone
Games & real timeEnglish

Source-linked curation

trophee-bot

typesafe-oracles

Evaluating TypeSafe's System One primitives (Choice/Score/Noul) — where a typed oracle beats an LLM call.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Start hereEnglish

Source-linked curation

caiovicentino

jev-align

Calibrated alignment verifier for LLM responses and agent plans — powered by Jev.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Agents & browsersEnglish

Source-linked curation

savka777

jev-use

A GitHub project enabling voice-controlled Mac automation without vision models.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Agents & browsersEnglish

Source-linked curation

zwliJay

JevForge

End-to-end Jev-style structured-decision stack for auditable data construction, Qwen3.5-0.8B training, fixed Mind2Web and OOD evaluation, preliminary RLCD, local serving, and interactive replay.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Research & dataEnglish

Source-linked curation

maybern-tripp-smith

fedjev-bench

A developer project related to market analysis using Jev, collected for the markets shelf.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Markets & experimentsEnglish

Source-linked curation

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.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Research & dataEnglish

Source-linked curation

hemanth

jev-chess

Chess moves, evaluations, persona opponents, and game classification with TypeSafe AI System One.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Games & real timeEnglish

Source-linked curation

thodoh1

FinancialPredictionJev

Using Jev to test how well it predicts financial markets(just like most llms as of september 2026, it doesnt do that good).

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Markets & experimentsEnglish

Source-linked curation