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4 HIGHLIGHTS
Diogo Almeida@CompleteSkepticLAUNCH POSTJev 런치 포스트
Diogo Almeida가 TypeSafe의 구조화된 판단 모델 Jev를 소개합니다. 런치 영상과 원문 스레드에서 접근 방식, 활용 사례, 제작자가 발표한 성능을 확인하세요.
2026-09-15 · Launch postView on X
Live1
Today18
Total18
새 자료 등록
수집 확인
최근 활동 집계A FIELD GUIDE TO JEV / VOL. 01
작은 판단.
커다란 가능성.
인터넷 곳곳의 Jev 프로젝트, 실용적인 가이드와 놀라운 아이디어를 한곳에서.
1,198개 자료16개 언어
THE OFFICIAL SIGNAL 4 HIGHLIGHTSDiogo Almeida@CompleteSkepticLAUNCH POST
TypeSafe AI@typesafeaiOFFICIALTypeSafe 공식 출시 발표
TypeSafe가 스텔스 모드를 마치고 Jev를 공개했습니다. Diogo Almeida의 런치 영상과 소개 스레드로 이어지는 공식 발표입니다.
2026-09-15 · TypeSafe AIView on X
TypeSafe AI@typesafeaiOFFICIAL대기 목록 없이 Jev 시작하기
TypeSafe가 대기 목록 없는 Jev 공개 접근을 발표했습니다. 공식 콘솔에서 앱에 사용할 구조화된 판단을 시작할 수 있습니다.
JEVLAB ART2026-09-20 · TypeSafe AIView on X
TypeSafe AI@typesafeaiOFFICIAL코드가 바로 사용할 수 있는 판단
TypeSafe가 Jev의 구조화된 출력을 소개합니다. 앱의 상태와 질문을 전달하면 확률·선택지·점수로 응답하며, 연결된 발표에서 Venice API 통합도 확인할 수 있습니다.
JEVLAB ART2026-09-18 · TypeSafe AIView on X
Launch Post부터 시작하세요. 공식 원문 4편을 살펴볼 수 있어요.
94 개 자료
요약·번역에 AI를 활용합니다. 원문과 성능 주장은 출처에서 확인하세요.
번역 요약4 주간 클릭
번역 요약
4 주간 클릭
Higgsfield AI 🧩Higgsfield 모델 라우팅
영상·이미지 생성 요청에 맞는 AI 모델을 Jev가 고르는 Higgsfield의 공개 데모입니다.
Decisions & routing
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Decisions & routingEnglishSource-linked curation
Source-linked curation번역 요약4 주간 클릭
Kevin Grajeda프롬프트 난이도 분류기
입력 중인 프롬프트의 난이도를 평가하고, 간단한 요청에는 빠른 모드를 제안하는 데모입니다.
Decisions & routingEnglish
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www.youtube.com
Jev and herdr: routing between models
A setup where Jev selects between different AI models for specific tasks, streamlining model usage in a single terminal.
Decisions & routingEnglish
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Marc KöhlbruggeA computer assistant that listens
A real-time computer assistant using Jev and local Whisper to process voice input, classify actions, and interact with the screen through a Swift app for accessibility.
JEVLAB ARTDecisions & routingEnglish
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flaviocopes.com
Jev: typed decisions, not text
A guide explaining Jev's approach to making typed decisions rather than processing text.
JEVLAB ARTDecisions & routingEnglish
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Justine MooreNatural-language search over Zillow
Jev enables natural language search for Zillow listings, classifying properties by non-standard filters.
Decisions & routingEnglish
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ZachiA real-time ad blocker
An ad blocker extension using AI for real-time classification and removal of ads.
Decisions & routingEnglish
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x.comArbitrary classification as a primitive
Jev enables flexible, type-safe classification as a fundamental programming primitive.
JEVLAB ARTDecisions & routingEnglish
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Fayaz Ahmed900 images in 40 seconds
An image classifier using OCR and Jev processes 900 images in 40 seconds.
Decisions & routingEnglish
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wang2
jev-review-action
A GitHub Action using Jev for automated PR triage and classification.
JEVLAB ARTDecisions & routingEnglish
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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.
JEVLAB ARTDecisions & routingEnglish
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Nakshatra Saxena
Tax document classification
Classifies tax documents using an LLM pipeline for efficient processing.
JEVLAB ARTDecisions & routingEnglish
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Jiaqi Gujev-skill-router
A project using Jev for skill routing in an agent system, based on community development.
JEVLAB ARTDecisions & routing
简体中文
简体中文Source-linked curation
vogel
A codebase complexity classifier
A community post presents a codebase complexity classifier using Jev, aiming to address overengineered code.
JEVLAB ARTDecisions & routingEnglish
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vogelTriage across 1,500 emails
A system tested on 1,500 emails for classification effectiveness. Demonstrates potential for automated email management.
Decisions & routingEnglish
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Yum1,315 posts across eight dimensions
A community post detailing a dashboard that classifies X posts across eight dimensions using Jev for content research.
Decisions & routingEnglish
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Omar Hernandez
jevmod
GitHub project for content moderation with category-specific probability thresholds. Enables automated content filtering.
JEVLAB ARTDecisions & routingEnglish
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Nick Khamideepseek-v4.1-flash-jev
A demo showing how to make open source models behave like Jev using inference engineering and scoring endpoints for decision-making.
Decisions & routingEnglish
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www.youtube.com
I tested Jev on 12 real use cases
A resource detailing a test of Jev on 12 real-world scenarios, including speed, cost, and practical applications.
Decisions & routingEnglish
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Sabrina24,000 Hacker News posts in two minutes
A demonstration of Jev's capability to quickly categorize a large volume of Hacker News posts.
Decisions & routingEnglish
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OpenRouterOpenRouter’s Ori Eval
Jev demonstrated over 5x faster performance than other models in testing.
JEVLAB ARTDecisions & routingEnglish
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iagolastCompany invoices, classified for the books
A community example demonstrating how Jev can classify company invoices into accounting categories rapidly.
JEVLAB ARTDecisions & routing
Español
EspañolSource-linked curation
Riley Brown500 emails for 3.5 cents
Jev classifies 500 emails quickly and inexpensively, demonstrating its efficiency in processing tasks.
Decisions & routingEnglish
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Misbah Syed
A page-by-page OCR router
A Jev-powered system that analyzes PDFs page by page to determine which require OCR processing.
JEVLAB ARTDecisions & routingEnglish
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www.youtube.com
Jev: the ultimate classification model?
Jev is demonstrated as a classification model with practical examples.
Decisions & routingEnglish
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brandonbryant12
transcript-scorecard
ACME live support-call scoring demo with TypeSafe AI, Effect, SQLite, React, Vite, and Turborepo.
JEVLAB ARTDecisions & routingEnglish
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Lomesh Dutta
Skill Router for Claude Code
An open-source project that helps select relevant Claude Code skills by prioritizing frequently used ones through Jev integration.
JEVLAB ARTDecisions & routingEnglish
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Vlad Dubchak
Scoring every shot in a video ad
A tool that scores video ad shots in 1.5 seconds using Maxfusion and Jev, processing over 450 ads in under three minutes.
JEVLAB ARTDecisions & routingEnglish
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WiktorB2004
llama-index-jev
LlamaIndex reranker + router powered by TypeSafe Jev — typed scores/choices, cheaper than LLM-as-judge.
JEVLAB ARTDecisions & routingEnglish
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x.comJev for security engineering
Jev offers structured decision-making for security workflows with high speed.
JEVLAB ARTDecisions & routingEnglish
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parth-kp
jev-mail-classifier
Classify your inbox with Jev (TypeSafe's System One model) — tag, move, flag, and notify, all config-driven.
JEVLAB ARTDecisions & routingEnglish
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번역 요약
Rob HallamSuperX와 함께 포스트 점수 매기기
Jev와 통합된 SuperX는 빠른 포스트 점수 매기기를 가능하게 하며, 61개의 질문을 1초 미만으로 분석하고 높은 바이럴 가능성 예측 정확도를 제공합니다.
Decisions & routingEnglish
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x.comJev on OpenRouter
Jev is a System One model on OpenRouter that provides decisions with probabilities.
Decisions & routingEnglish
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featherless-ai
simple-jev
Turn any open model into a classifier/jev endpoint.
JEVLAB ARTDecisions & routingEnglish
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reachjalil
jevlogs
Open-source Jev log triage for OpenTelemetry. Score the signal before expensive LLM analysis.
JEVLAB ARTDecisions & routingEnglish
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Nikunj KothariScoring 3,000 kids’ snacks
A task using Jev to score 3,000 kids' snacks with multiple criteria in 28 seconds.
Decisions & routingEnglish
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github.com
Worked examples via OpenRouter
Runnable Jev examples through OpenRouter for immediate implementation.
JEVLAB ARTDecisions & routingEnglish
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www.langchain.com
Building a harness with Jev
A guide on using Jev to route between models and block risky tool calls.
JEVLAB ARTDecisions & routingEnglish
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Chris McMaster
Live clinical-transcript classification prototype
A prototype that classifies symptoms and updates diagnoses using medical ontologies during live clinical consultations.
JEVLAB ARTDecisions & routingEnglish
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Joaquin Marcoff
jev-harness-router
A GitHub project routing tasks by selecting model tier, tools, skill, and effort.
JEVLAB ARTDecisions & routingEnglish
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NorbertBodziony
guard-jev
Comment-moderation playground: paste a comment, Jev decides what to do with it.
JEVLAB ARTDecisions & routingEnglish
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hamakyo
jev-starter
Typed, policy-driven decision workflows on top of TypeSafe AI Jev: confidence routing, fallbacks, evaluation, and RAG patterns for TypeScript apps.
JEVLAB ARTDecisions & routingEnglish
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heyman333
jev-router (skill)
jev-router (skill). A developer project using Jev to select appropriate models for prompts in coding tasks.
JEVLAB ARTDecisions & routingEnglish
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Chris AdcockJev driving real Chrome from Grok Bot
Jev enables Grok Bot to control real Chrome for faster, automated tasks instead of slow look-and-click methods.
JEVLAB ARTDecisions & routingEnglish
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corent
Corent model routing
Uses Jev to decide which AI model to use before generating output, based on prompt and quality requirements.
JEVLAB ARTDecisions & routingEnglish
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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.
JEVLAB ARTDecisions & routingEnglish
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jev-typesafe-ai
What is Jev?
Short practical intro with a Python ticket-triage example.
JEVLAB ARTDecisions & routingEnglish
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developers.cloudflare.com
Jev on Cloudflare
Jev is utilized for decision-making processes on Cloudflare, including support routing and risk management.
JEVLAB ARTDecisions & routingEnglish
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shivam2003-dev
typesafe-triage-guard
Three composable judgment pipelines on TypeSafe's Jev: support-ticket triage, observability alert triage, and a deploy-risk gate.
JEVLAB ARTDecisions & routingEnglish
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Hamilton UlmerDuckDB Jev classifier
DuckDB extension that classifies rows in CSV, Parquet, or DuckDB tables with Jev, about 10 seconds per 1,000 rows.
JEVLAB ARTDecisions & routingEnglish
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jexp
neo4jev
Typesafe.ai System One Model Jev navigating a Neo4j graph by using a classifier over neighbouring relationships.
JEVLAB ARTDecisions & routingEnglish
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gtaras7
typesafe-jev
Screen a folder of CVs with the TypeSafe Jev decision model: typed judgments, an editable policy, free re-scoring.
JEVLAB ARTDecisions & routingEnglish
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PromptGTM
clay-jev-people-ranker
A developer project for lead scoring in Clay using Jev.
JEVLAB ARTDecisions & routingEnglish
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Nicholas Dunzelman
Scoring a frontier-AI essay
Jev evaluates the pacing of a frontier-AI essay written by @DarioAmodei.
JEVLAB ARTDecisions & routingEnglish
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giuliosmall
pg_typesafe
Pre-alpha PostgreSQL extension for TypeSafe AI (Jev) categorical classification.
JEVLAB ARTDecisions & routingEnglish
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Hassan1kpapers
A project classifying 1,018 AI research papers using Jev, achieving low cost and fast processing for organizing academic work.
Decisions & routingEnglish
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TokenTrim
jev-routing-experiment
Benchmarking TypeSafe's Jev decision model as a cost-efficient LLM router on RouterArena.
JEVLAB ARTDecisions & routingEnglish
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andrelandgraf
typesafe-on-neon
Neon Function proxy for the Neon AI Gateway with TypeSafe Jev routing.
JEVLAB ARTDecisions & routingEnglish
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Box
Incident triage in Box
A community post about using Jev for incident triage in Box, returning boolean results with probabilities.
JEVLAB ARTDecisions & routingEnglish
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usenotra
notra
Marketing analytics platform whose feature flag routes brand-visibility classifiers off an LLM and onto Jev boolean decisions.
JEVLAB ARTDecisions & routingEnglish
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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.
JEVLAB ARTDecisions & routingEnglish
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Movez100,000 viral posts in 20.4 seconds
Analyzes 100,000 X posts in 20.4 seconds using 14 yes/no questions per post for viral potential assessment.
Decisions & routingEnglish
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Leo Mata
firehose-judge
A GitHub project that uses Jev to triage and route posts from the live Bluesky firehose with human oversight.
JEVLAB ARTDecisions & routingEnglish
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0xArx
jevegis
Guardrails for LLM apps in one API call. Prompt injection, jailbreaks, leaks, unsafe content. Built on TypeSafe Jev. MIT.
JEVLAB ARTDecisions & routingEnglish
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Trinay HariA 26-sheet plan set in 2.9 seconds
A 26-sheet construction plan set was classified in 2.9 seconds using Jev with an LLM pipeline, costing $0.0052 and matching GPT-4.1 and GPT-6 Astra performance.
Decisions & routingEnglish
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Vybhav
Hook panel A/B tester
Near-real-time scoring of TikTok and Instagram hooks against about 100 personas.
JEVLAB ARTDecisions & routingEnglish
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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.
JEVLAB ARTDecisions & routingEnglish
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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.
JEVLAB ARTDecisions & routingEnglish
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Philipp D. Dubach
pi-jev-router
A GitHub project for a Pareto-optimal OpenRouter router for Pi, decided by Jev.
JEVLAB ARTDecisions & routingEnglish
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Wizhill05
typesafe-image-diffusion
Diffusion-style pixel art out of a classifier: 256 parallel per-pixel Jev questions plus refinement passes.
JEVLAB ARTDecisions & routingEnglish
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Chao Qin
pi-jev-router (win4r)
A developer project for model routing with caching and failover.
JEVLAB ARTDecisions & routingEnglish
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item
Hacker News launch thread
1,800-point thread debating whether typed decisions replace LLM calls for classification, routing, and scoring.
JEVLAB ARTDecisions & routingEnglish
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