AI-assisted summaries and translations. Check original sources for context and performance claims.
TRADUIT
4 clicks / 7d
tamaratran
Plugin Claude Code qui remplace le résumé de compaction par des décisions Jev : chaque appel d'outil et résultat est noté en une seule requête rapide, les anciens sont supprimés ou tronqués, tout ce qui est conservé reste tel quel.
JEVLAB ART
Source-linked curation
TRADUIT
4 clicks / 7d
browser-use
Agent ultra-rapide pour navigateur : Jev sélectionne l'opération et l'élément DOM en une seule demande ; un petit modèle de langage n'écrit du texte que lorsqu'il est nécessaire.
JEVLAB ART
Source-linked curation
sav
A community post suggests Jev accelerates computer use, claiming 100x faster processing than standard LLMs.
Source-linked curation
madeye
Jev-assisted file retrieval and request caching for faster Pi workflows.
JEVLAB ART
Source-linked curation
kaize
Jev was integrated with Claude Code to address context compaction challenges in agent workflows, showing promising results.
JEVLAB ART
Source-linked curation
Instructa
A deterministic model routing system for coding agents with a skill for Codex.
JEVLAB ART
Source-linked curation
Pierre-Eliott Lallemant
Jev analyzes outreach messages to identify signals that lead to booked demos, improving campaign performance.
Source-linked curation
Nyarlathoteppppp
Runtime constraints for the pi coding agent: checks every side-effecting tool call against what you said, before it runs. Powered by TypeSafe Jev.
JEVLAB ART
Source-linked curation
Moritz Kremb
Uses Jev for real-time voice commands to control a browser, processing speech to actions in 300ms with low cost.
JEVLAB ART
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SSH
A community post testing Jev's performance in a browser environment, noting limitations after five actions.
JEVLAB ART
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luantak
Scans a codebase for covert, deceptive, or data-stealing behavior with Jev, then reports suspicious files and line ranges before the user runs it.
JEVLAB ART
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Notte
Jev automates browser tasks by selecting actions from a dynamic action space.
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Bently
A developer project offering semantic code search for coding agents, benchmarked on SWE-bench Lite.
JEVLAB ART
Source-linked curation
Ying-Kai-Liao
Browser automation where an LLM plans and Jev (Typesafe System One) decides. Library, CLI and MCP server.
JEVLAB ART
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www.youtube.com
Retriever AI evaluates Jev's performance on real browser tasks, identifying strengths and areas for improvement in integration with larger models.


Source-linked curation
Mormon Negro
An agent using headless Chromium to quickly navigate the web, demonstrated by browsing Wikipedia links efficiently.
Source-linked curation
TRADUIT
awlevin
Utilisation de l'ordinateur à environ 0,0002 dollar par étape : numérisez l'écran, classez l'action suivante avec TypeSafe, cliquez. macOS.
JEVLAB ART
Source-linked curation
x.com
A community experiment using Jev as a plugin in Claude to reduce unnecessary tool calls, cutting token count from 1M to 86K.
JEVLAB ART
Source-linked curation
choxos
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.
JEVLAB ART
Source-linked curation
x.com
A plugin using Jev's scoring capability to remove unnecessary terminal garbage and redundant logs, improving agent performance.
Source-linked curation
tyler-dot-earth
Typesafe's jev as a "fuzzy linter". give your code an ocular patdown.
JEVLAB ART
Source-linked curation
shiftynick
Agent-ergonomic CLI for TypeSafe's Jev: fast calibrated judgments (pick, rate, check, rank, triage, guard) from the shell.
JEVLAB ART
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Starchild
Starchild uses Jev for real-time prompt classification, reducing costs by 20x and increasing speed by 6x with average processing time of 140ms.
JEVLAB ART
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Alan Daitch
Agent automates second-hand product search and decision-making. Processes 26 listings per minute with fast evaluation times.
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kitze
WXT browser extension: Jev-powered page clutter removal with reusable template rules.
JEVLAB ART
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Ira Bodnar
Reduces SEO and GEO fix costs by 90% through faster data analysis and automation.
Source-linked curation
Dicklesworthstone
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.
JEVLAB ART
Source-linked curation
Chandramouly Kandachar
Jev controls both hands and fingers to play piano in real-time based on visual input.
Source-linked curation
CodeAlive
A moderation system for Mastra agents that processes inputs in a single file.
JEVLAB ART
Source-linked curation
GodsBoy
Typed, confidence-aware agent skill routing with TypeSafe Jev.
JEVLAB ART
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0xLogicrw
Thread cataloguing the first wave of Jev tools: MCP servers, routers, reviewers, and browser agents.
JEVLAB ART
Source-linked curation
Milind S
A system using Jev to interact with computer interfaces without screenshots, relying on local CoreML models and OCR.
Source-linked curation
Shashank H
Context curator for Pi agent using Jev technology.
JEVLAB ART
Source-linked curation
x.com
A community post describes a plugin that manages agent context by analyzing and pruning unnecessary data, available in Spanish.
JEVLAB ART
Source-linked curation
x.com
Explains Jev's role in automating decision-making processes and enabling new business models through efficient task sorting and classification.
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Heman10x-NGU
Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground.
JEVLAB ART
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Hitakshi Arora
An agent system that makes one Jev decision per computational step.
JEVLAB ART
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Riley Brown
A community project describes an agent system that uses Jev to route requests to appropriate models.
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ego
Agent makes rapid shopping decisions using Ego Lite and Jev. Completes 20 product evaluations in under 4 seconds.
JEVLAB ART
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Pedro Knigge
A developer project providing a local MCP server for running pre-made Jev question packs.
JEVLAB ART
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x.com
Testing Jev as a search reranker shows limited improvement over vector retrieval, with mixed results depending on evaluation methods.
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Mike Hostetler // Actors & Agents on the BEAM
Jido agents use Jev to make moves in Tic Tac Toe, demonstrating Jev's application in game-playing agents.
JEVLAB ART
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John Yeo
A community post about improving a Slack agent's speed using Jev for faster skill and tool classification.
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Otto🐾
A community post describing an offline decision system using Jev to evaluate research branches efficiently.
JEVLAB ART
Source-linked curation
Ranjan
A community project enabling hands-free web navigation by having Jev handle browser actions while Claude manages conversation.
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Kun Chen
An agent plugin using Jev to determine optimal points for session compaction, improving efficiency in context management.
JEVLAB ART
Source-linked curation
Matthew Berman
Jev analyzes 724 live ads from 37 brands in 40 seconds, breaking down their elements and formats.
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vercel
Vercel's open agent framework, which ships Jev as the default evaluation model in its experimental evaluate path.
JEVLAB ART
Source-linked curation
somoore
A developer project that uses Jev as a sensor to control access to agent tools, enhancing security and functionality.
JEVLAB ART
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Pratim Bhosale
An experiment using Jev to interpret voice commands and trigger tool actions before the user finishes speaking.
JEVLAB ART
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Marcel Pociot
Marcel Pociot's browser extension that collapses posts based on a Jev judgment.
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burnigtm
MCP server that puts TypeSafe Jev on the coding loop in Cursor, Codex, and any MCP client.
JEVLAB ART
Source-linked curation
Alex Hancock
An experiment using Jev for real-time model selection in AI agents, collected for the agents shelf.
JEVLAB ART
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HyunjunJeon
Agent Skill: send closed coding-agent judgments to TypeSafe Jev.
JEVLAB ART
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Paulius
A system enabling rapid agent deployment on digital canvases without relying on slow LLM processes.
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madewithjev.com
A resource explaining Jev Engineering methodology for AI agent development.
JEVLAB ART
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Mihajlo Micic
Jev-Tool-Runner is a GitHub project where Jev selects developer tools and Codex generates code based on those selections.
JEVLAB ART
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Ravinder Poonia
An agent project aimed at reducing token usage for coding agents via an MCP server.
JEVLAB ART
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Kush Bhuwalka
A developer project for agent classification and selective reading using an agent plugin and MCP tool.
JEVLAB ART
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OFFICIEL
TypeSafe AI
Official TypeSafe reference: Skill suggestion.
JEVLAB ART
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acharyaanusha
A Magic 8 Ball for pull requests: click the ball and it answers "should I approve this?" with one of the 20 classic phrases, chosen by Jev from the PR's real signals in about 200 ms.
JEVLAB ART
Source-linked curation
lambertsj
Browser game: try to beat Jev at spotting a spam message.
JEVLAB ART
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shitianfang
Claude Code / Codex / pi plugin that hands agent steps needing no text output to Jev (TypeSafe's judgment model) — measured p50 ~230 ms and ~$0.02 per 1,000 judgments, with typed escalation back to the LLM.
JEVLAB ART
Source-linked curation
skeptrunedev
A Jev powered LinkedIn recruiting agent. Watch it browse relevant profiles, save links, and review evidence against your hiring brief.
JEVLAB ART
Source-linked curation
x.com
A collection of 19 open-source projects using Jev technology for various applications including AI agents and game interactions.
Source-linked curation
nexibeo
Throw in a pile of company files and get them classified and organized by department, type, sensitivity, date, counterparty and PII, with an index for AI agents. Powered by TypeSafe's Jev on OpenRouter (17¢ per 1,000 files). Zero-dependency Node CLI + Claude skill + Codex agent.
JEVLAB ART
Source-linked curation
MirkoSonio
A developer project demonstrates Jev's rapid response to browser tasks, with decisions made in approximately 100 milliseconds.
JEVLAB ART
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Arslan R.
A developer project focused on agent memory, where Jev determines what information is relevant to recall.
JEVLAB ART
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anpicasso
PoC: TypeSafe Jev as the reviewer for Hermes Agent smart command approvals. 8.7x faster, 4.4x fewer prompts, measured on 153 real commands. Approvals only.
JEVLAB ART
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Andy Holst
Jev is integrated into tools like Noul and Score for MCP applications.
JEVLAB ART
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wundercorp
Self-improving agent harness with an optional TypeSafe Jev companion for typed Choice, Score, and Noul judgments.
JEVLAB ART
Source-linked curation
x.com
A collection of GitHub repositories highlighting practical and developmental Jev projects, including browser agents and trading bots.
JEVLAB ART
Source-linked curation