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編輯精選Popular on JEVLAB最新

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譯文摘要4 clicks / 7d

Kevin Grajeda

提示難度分類器

即時評估提示難度的分類器，針對簡單提示啟用快速模式以提升用戶互動。

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譯文摘要4 clicks / 7d

Higgsfield AI 🧩

Higgsfield模型路由

示範Jev在Higgsfield上為視頻和圖像生成任務選擇最適合的AI模型。

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OpenRouter

OpenRouter’s Ori Eval

Jev demonstrated over 5x faster performance than other models in testing.

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Movez

100,000 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.

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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.

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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.

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Hassan

1kpapers

A project classifying 1,018 AI research papers using Jev, achieving low cost and fast processing for organizing academic work.

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x.com

Jev on OpenRouter

Jev is a System One model on OpenRouter that provides decisions with probabilities.

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Sabrina

24,000 Hacker News posts in two minutes

A demonstration of Jev's capability to quickly categorize a large volume of Hacker News posts.

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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.

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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.

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譯文摘要

Rob Hallam

使用SuperX進行貼文評分

SuperX整合Jev可快速進行貼文評分，每則貼文分析61個問題，並在一秒內預測高病毒傳播潛力。

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x.com

Arbitrary classification as a primitive

Jev enables flexible, type-safe classification as a fundamental programming primitive.

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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.

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Marc Köhlbrugge

A 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.

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Omar Hernandez

jevmod

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

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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.

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Jiaqi Gu

jev-skill-router

A project using Jev for skill routing in an agent system, based on community development.

Decisions & routing简体中文

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Nikunj Kothari

Scoring 3,000 kids’ snacks

A task using Jev to score 3,000 kids' snacks with multiple criteria in 28 seconds.

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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.

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vogel

Triage across 1,500 emails

A system tested on 1,500 emails for classification effectiveness. Demonstrates potential for automated email management.

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WiktorB2004

llama-index-jev

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

JEVLAB ART

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x.com

Jev for security engineering

Jev offers structured decision-making for security workflows with high speed.

JEVLAB ART

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reachjalil

jevlogs

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

JEVLAB ART

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Chris Adcock

Jev 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 ART

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Vybhav

Hook panel A/B tester

Near-real-time scoring of TikTok and Instagram hooks against about 100 personas.

JEVLAB ART

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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.

JEVLAB ART

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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 ART

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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.

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jexp

neo4jev

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

JEVLAB ART

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wang2

jev-review-action

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

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usenotra

notra

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

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fazlerocks

jevmail

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.

JEVLAB ART

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Nakshatra Saxena

Tax document classification

Classifies tax documents using an LLM pipeline for efficient processing.

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Fayaz Ahmed

900 images in 40 seconds

An image classifier using OCR and Jev processes 900 images in 40 seconds.

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PromptGTM

clay-jev-people-ranker

A developer project for lead scoring in Clay using Jev.

JEVLAB ART

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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 ART

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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.

JEVLAB ART

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github.com

Worked examples via OpenRouter

Runnable Jev examples through OpenRouter for immediate implementation.

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www.youtube.com

Jev: the ultimate classification model?

Jev is demonstrated as a classification model with practical examples.

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Justine Moore

Natural-language search over Zillow

Jev enables natural language search for Zillow listings, classifying properties by non-standard filters.

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hr98w

jev-visual

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

JEVLAB ART

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Nicholas Dunzelman

Scoring a frontier-AI essay

Jev evaluates the pacing of a frontier-AI essay written by @DarioAmodei.

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ndolinschi

pulselane

PulseLane — clinic triage decisions via TypeSafe Jev.

JEVLAB ART

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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.

JEVLAB ART

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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 ART

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Joaquin Marcoff

jev-harness-router

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

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giuliosmall

pg_typesafe

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

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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.

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identityTorn

Internal classifier field note

Matched-precision comparison against a private fine-tuned classifier.

JEVLAB ART

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larguesa

jev-search (larguesa)

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

JEVLAB ART

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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.

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iagolast

Company invoices, classified for the books

A community example demonstrating how Jev can classify company invoices into accounting categories rapidly.

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featherless-ai

simple-jev

Turn any open model into a classifier/jev endpoint.

JEVLAB ART

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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.

JEVLAB ART

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vogel

A codebase complexity classifier

A community post presents a codebase complexity classifier using Jev, aiming to address overengineered code.

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devanshbatham

commit-miner

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

JEVLAB ART

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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.

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FirasSX914

calibre

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

JEVLAB ART

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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.

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Trinay Hari

A 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.

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Riley Brown

500 emails for 3.5 cents

Jev classifies 500 emails quickly and inexpensively, demonstrating its efficiency in processing tasks.

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Hamilton Ulmer

DuckDB Jev classifier

DuckDB extension that classifies rows in CSV, Parquet, or DuckDB tables with Jev, about 10 seconds per 1,000 rows.

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Nick Khami

deepseek-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.

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Chao Qin

pi-jev-router (win4r)

A developer project for model routing with caching and failover.

JEVLAB ART

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Yum

1,315 posts across eight dimensions

A community post detailing a dashboard that classifies X posts across eight dimensions using Jev for content research.

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Zachi

A real-time ad blocker

An ad blocker extension using AI for real-time classification and removal of ads.

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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.

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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.

JEVLAB ART

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pypi.org

langchain-typesafe

A LangChain package with TypeSafeClassifier for integrating Jev into applications.

JEVLAB ART

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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 ART

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andrelandgraf

typesafe-on-neon

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

JEVLAB ART

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