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Kevin Grajeda

提示难度分类器

实时评估提示难度的分类器，可为简单提示启用快速模式以提升用户体验。

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Higgsfield AI 🧩

Higgsfield模型路由

演示Jev在Higgsfield上为视频和图像生成任务选择最合适的AI模型。

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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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Zachi

A real-time ad blocker

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

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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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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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Fayaz Ahmed

900 images in 40 seconds

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

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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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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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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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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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Nakshatra Saxena

Tax document classification

Classifies tax documents using an LLM pipeline for efficient processing.

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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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Rob Hallam

SuperX的帖子评分

SuperX与Jev集成实现快速帖子评分，每篇帖子分析61个问题，不到一秒内完成且预测高病毒潜力准确性高。

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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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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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Jiaqi Gu

jev-skill-router

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

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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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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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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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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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x.com

Jev on OpenRouter

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

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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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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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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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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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OpenRouter

OpenRouter’s Ori Eval

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

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identityTorn

Internal classifier field note

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

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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x.com

Arbitrary classification as a primitive

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

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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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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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Nicholas Dunzelman

Scoring a frontier-AI essay

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

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