A FIELD GUIDE TO JEV / VOL. 01

SMALL
DECISIONS.
BIG
POSSIBILITIES.

The best of Jev. Real projects, practical guides and ideas from across the internet.

1,198resources16languages
THE OFFICIAL SIGNAL 4 HIGHLIGHTS
TypeSafe AI@typesafeaiOFFICIAL

Answers your code can use

TypeSafe highlights Jev’s typed-output approach: applications provide state and questions, then act on probabilities, choices or scores. The linked announcement also covers the Venice API integration.

x.comAnswers your code can useExplore this project ↗

Four official signals. A fresh starting point on each visit.

349 resources

AI-assisted summaries and translations. Check original sources for context and performance claims.

4 clicks / 7d
Faadil Shaik

Jev plays Super Mario Bros.

Jev controls Super Mario Bros. using fast inference and structured outputs, demonstrating potential for real-time applications.

VIDEO
Games & real timeEnglish

Source-linked curation

4 clicks / 7d
Kevin Grajeda

A prompt difficulty classifier

Classifier that assesses prompt difficulty in real-time, enabling fast mode for simple prompts to enhance user interaction.

VIDEO
Decisions & routingEnglish

Source-linked curation

4 clicks / 7d
Chris Tate

Instant generative UI

Experiment combining JSON rendering with Jev to create instant generative user interfaces for rapid component and design system rendering.

VIDEO
Tools & appsEnglish

Source-linked curation

4 clicks / 7d
Nailthy Tang

Drape real-time virtual try-on

Real-time virtual try-on experiment using Jev to select and change outfits based on user input and transcript analysis.

VIDEO
Creative & growthEnglish

Source-linked curation

4 clicks / 7d
Gregor Zunic

Browser Use + Jev

Gregor Zunic's flight-search demo with a dynamic DOM action space.

VIDEO
Tools & appsEnglish

Source-linked curation

4 clicks / 7d
Higgsfield AI 🧩

Higgsfield model routing

Demo showing Jev selecting the most suitable AI models for video and image generation tasks on Higgsfield.

VIDEO
Decisions & routingEnglish

Source-linked curation

4 clicks / 7d
metr0x

MOSS litter-picking simulation

Simulation where MOSS picks up litter based on instructions, aiming to improve street cleanliness through automated decision-making.

VIDEO
Games & real timeEnglish

Source-linked curation

1 clicks / 7d
Michael Malis

A Jev query planner

A Jev-based query planner optimized Postgres performance, achieving a 12% speed improvement on join order benchmarks through tuning.

A Jev query planner
Tools & appsEnglish

Source-linked curation

Ali Waseem

Supabase RLS linter

An experimental tool using Jev to lint Supabase Row Level Security policies.

Supabase RLS linter
Tools & appsEnglish

Source-linked curation

Starchild

Starchild prompt routing

Starchild uses Jev for real-time prompt classification, reducing costs by 20x and increasing speed by 6x with average processing time of 140ms.

Starchild prompt routing
Agents & browsersEnglish

Source-linked curation

Pierre-Eliott Lallemant

Which outreach signals book demos

Jev analyzes outreach messages to identify signals that lead to booked demos, improving campaign performance.

VIDEO
Agents & browsersEnglish

Source-linked curation

Nathan Wilbanks

Sorting 63,000 emails

Automates email categorization of 63,045 emails in under 3 minutes at low cost.

Sorting 63,000 emails
Tools & appsEnglish

Source-linked curation

x.com

The compaction plugin, in Chinese

A plugin using Jev's scoring capability to remove unnecessary terminal garbage and redundant logs, improving agent performance.

VIDEO
Agents & browsers简体中文

Source-linked curation

Idan Levin

Jev on the WebMCP benchmark

Jev achieved 100% task success on the WebMCP benchmark with significantly lower model costs compared to other systems, using a combination of tool selection and argument generation.

Jev on the WebMCP benchmark
Agents & browsersEnglish

Source-linked curation

Vansitha

Jev's Dojo fighting coach

A community-developed resource for analyzing and improving fighting techniques through Jev's capabilities.

Jev's Dojo fighting coach
Games & real timeEnglish

Source-linked curation

RaZaan

Agentic browsing in Chrome

A Chrome extension enabling agents to browse and interact with websites, utilizing Jev for decision-making.

VIDEO
Agents & browsersEnglish

Source-linked curation

Cua

CUA-S1-FORMS

An open-source model for form-filling tasks with low latency.

CUA-S1-FORMS
Agents & browsersEnglish

Source-linked curation

AI Builder Club

jev-browser, a general browser skill

Jev-browser enables agents to perform web tasks by automatically opening websites and making click decisions based on screen content.

VIDEO
Agents & browsersEnglish

Source-linked curation

Abhishek from Youform

Youform voice builder

A tool developed using Jev to create a voice builder for Youform, noted for its speed.

Youform voice builder
Tools & appsEnglish

Source-linked curation

John Yeo

A Slack agent, twice as fast

A community post about improving a Slack agent's speed using Jev for faster skill and tool classification.

VIDEO
Agents & browsersEnglish

Source-linked curation

1 clicks / 7d
Daniiar Abdiev

A robot arm picks up a ball

A community post describing a robot arm controlled by Jev, using cameras and decision-making at two decisions per second.

A robot arm picks up a ball
Devices & roboticsEnglish

Source-linked curation

Eugene Cheah

Simple Jev

Open-source library converting Hugging Face models into Jev-style endpoints for broader accessibility.

VIDEO
Tools & appsEnglish

Source-linked curation

vogel

Triage across 1,500 emails

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

VIDEO
Decisions & routingEnglish

Source-linked curation

OFFICIAL
TypeSafe AI

Jev plays Doom

Jev demonstrates real-time decision-making in the game Doom, making moves up to ten times per second.

VIDEO
Games & real timeEnglish

Source-linked curation

1 clicks / 7d
Mahmoud

A drone in an asteroid field

A drone navigation experiment where Jev makes real-time decisions to avoid obstacles in an asteroid field.

A drone in an asteroid field
Devices & roboticsEnglish

Source-linked curation

Rob Hallam

Doomscroll Filter

Jev filters social media posts to reduce negative content exposure by categorizing them.

VIDEO
Games & real timeEnglish

Source-linked curation

1 clicks / 7d
Dmytro Hrybov

MuJoCo robot-arm control

Using Jev for real-time control of a robot arm in MuJoCo, with a two-step decision process for actions and movements.

MuJoCo robot-arm control
Devices & roboticsEnglish

Source-linked curation

Zahle Khan

Jev board

A community post introducing Jev board, a tool for ambient intelligence interfaces using fast, reliable models.

VIDEO
Tools & appsEnglish

Source-linked curation

Aditya Singh

Voice control over Fusion 360

A demo project enabling voice commands for Fusion 360, where Jev identifies if speech is a command or casual talk.

VIDEO
Tools & appsEnglish

Source-linked curation

benkigera

Focus Rail train routing

A community post describing a game where Jev routes trains to stations in real time without a solver.

Focus Rail train routing
Games & real timeEnglish

Source-linked curation

Niaz Morshed

jev-review

An experimental local-first plugin for coding agents that uses Jev to provide quality feedback during development.

VIDEO
Agents & browsersEnglish

Source-linked curation

Anas Khan

Pokémon FireRed Elite Four run

Pokémon FireRed Elite Four run. A community post describing an experiment where Jev successfully completed a game with low-cost resources.

Pokémon FireRed Elite Four run
Games & real timeEnglish

Source-linked curation

Jason Lu

jev-e2e

A tool that improves end-to-end testing efficiency, completing tasks faster and cheaper than other models.

VIDEO
Tools & appsEnglish

Source-linked curation

Mike Taylor

Every’s editorial vibe check

A tool using Jev to efficiently evaluate content by producing probabilities instead of text, faster and cheaper than traditional models.

Every’s editorial vibe check
Tools & appsEnglish

Source-linked curation

Mnimiy

A draft quality gate

A community post discussing a system where Jev acts as a quality gate for drafts, though it faced issues with communication.

A draft quality gate
Tools & appsEnglish

Source-linked curation

Raihan Khan

DiffJury

A tool that analyzes public PR links to determine if they are safe to merge or need review, using Jev's capabilities.

VIDEO
Tools & appsEnglish

Source-linked curation

Aria

Connect Four on Omarchy

Jev plays Connect Four on OmarchyLinux, demonstrating real-time decision loops with structured state.

Connect Four on Omarchy
Games & real timeEnglish

Source-linked curation

Marcelo Mendes

A Tetris agent

An agent that plays Tetris with rapid decision-making capabilities. Shows potential for real-time game automation.

A Tetris agent
Agents & browsersEnglish

Source-linked curation