The Jev launch post
Diogo Almeida introduces Jev, a structured decision model from TypeSafe. This resource provides an overview of the model's core approach, practical examples, and performance metrics as reported by the author.
JEVThe best of Jev. Real projects, practical guides and ideas from across the internet.
Diogo Almeida introduces Jev, a structured decision model from TypeSafe. This resource provides an overview of the model's core approach, practical examples, and performance metrics as reported by the author.
TypeSafe officially launches its research lab and introduces Jev to the developer community. This announcement features a launch film by Diogo Almeida and provides foundational context for the project's mission and future direction.
TypeSafe has removed the waitlist for Jev, allowing public access to the platform. Developers can use the official console to integrate and test typed decision-making capabilities within their own software applications.
TypeSafe highlights Jev’s typed-output approach, where applications provide state and questions to receive structured probabilities, choices, or scores. The announcement also details the integration of the Venice API for developers.
AI-assisted summaries and translations. Check original sources for context and performance claims.
askjev.ai is a platform where users submit inquiries to Jev. The system is designed to provide evaluative judgments on topics rather than offering direct, factual answers to user questions.
Jev decision layer for agents: MCP server, embeddable DecisionModel library, and an escalate-only Claude Code plugin (TypeSafe AI's Jev).
JEVLAB ART
The AI-augmented control plane for cybersecurity — unify your security stack, quantify cyber risk in dollars, and run governed AI agents.
Explore sponsorThis experiment demonstrates Jev successfully navigating the Elite Four in Pokémon FireRed. The creator reports that the agent completed the challenge using low-cost computational resources, showcasing its ability to handle complex game mechanics.
jev-router (skill). A developer project using Jev to select appropriate models for prompts in coding tasks.
X timeline labeler. A community post describing a Chrome extension that categorizes X posts into types like engagement bait or promo.
Jev on Sol. A community post describing an experiment where Jev analyzes Solana blockchain data in real time.
Pre-install security gate for npm lifecycle scripts using TypeSafe System One.

Guideless is an AI-powered platform that turns software workflows into video training guides.
Explore sponsorThis tool integrates Zod with Jev to perform semantic validation on request bodies. It enables developers to convert meaning-based checks into calibrated probabilities, allowing for threshold-based logic within application code.
A small open decision model: state + typed questions -> calibrated probabilities. A Jev / System One re-creation on Qwen3.5.
JEVLAB ARTAsk a yes/no question of every function in a codebase. Ranked answers in seconds, for cents. Grep whose pattern is a question, powered by TypeSafe Jev.
jev-shield is a semantic MCP firewall utilizing Jev for verification. The creator claims it screens tool interactions with high recall and low latency, aiming to provide a secure layer for monitoring tool calls, results, and descriptions within agentic workflows.
This repository provides a framework for evaluating Jev model security. It demonstrates testing methodologies for prompt injection and vulnerable code detection, utilizing the jev-go library to conduct blind benchmarks on System One model performance.
This official reference documentation details advanced structural primitives for TypeSafe AI. It provides technical guidance on organizing complex data architectures to ensure consistency and reliability within AI-driven development workflows.
Vercel's open agent framework, which ships Jev as the default evaluation model in its experimental evaluate path.
JEVLAB ARTVibecheck explores methods for managing humor and tone within social platform interactions. This project demonstrates how automated systems can be applied to community moderation and content curation to maintain specific engagement standards.
A community post describing control of a simulated fly.
A browser-native Doom agent experiment with structured spatial state, composable AI controls, live decision telemetry, and a Chocolate Doom WebAssembly runtime.

Wallpets brings cinematic animal companions to your desktop with lightweight mouse-following behavior, idle play, and a growing pet catalog.
Explore sponsorThis project provides a framework for intelligent model routing, incorporating caching mechanisms and failover strategies. It demonstrates a technical approach to managing request distribution across multiple Jev-based model endpoints to improve system reliability and efficiency.
JevNoiseGate filters unwanted notifications and SMS on Android. Rather than matching keywords, an LLM decides what's noise — and only what it explicitly flags is blocked. Verification codes are matched on-device and never uploaded; anything uncertain passes through.
This research project explores integrating Jev with DuckDB to facilitate SQL queries that return structured, type-safe responses. It demonstrates a technical approach to enhancing database interaction reliability through typed data handling.
JEVLAB ARTA macOS app that automatically organizes downloaded files using rules.
A social media feed optimized using user bookmarks and Jev's analysis.

Whale sharks drifting past. A quiet café after hours. Sixteen living worlds, just beyond your screen.
Explore sponsorThis project demonstrates a workflow for lead scoring within the Clay platform using Jev. It provides a structured approach for developers to automate the ranking of potential contacts based on defined criteria.
A tool for evaluating coding sessions by analyzing each turn.
This project provides a local-first MCP plugin designed to facilitate continuous software quality reviews. It enables AI coding agents to perform automated code analysis using Jev, focusing on maintaining codebase standards through local integration.
Typed decisions with TypeSafe's Jev, the first System One model.
Fast Rust CLI for TypeSafe Jev: typed decisions, offline linting before you pay.
JEVLAB ARTchowder is a unified API layer that aggregates, normalizes, and serves your data from any source. One endpoint. Every ingredient.
Explore sponsorThis resource introduces the TypeSafe Jev system, a new class of decision-only models. It provides a technical roundup covering the API, evaluation frameworks, adapter implementation, and skill integration for developers working with these specialized architectures.
This project provides a local MCP gateway designed for Jev tool discovery. It includes a dashboard interface to help developers manage and monitor agentic tools within their local development environment.
JEVLAB ARTA community post testing Jev's performance in a browser environment, noting limitations after five actions.
A community post describing adaptive in-app support using Jev to provide real-time assistance based on user struggles.
This resource serves as the official portal for TypeSafe AI. It provides a company overview, access to product information, and a registration mechanism for their waitlist to learn about upcoming developments.

Falconer is an AI-powered company brain that keeps your engineering documentation accurate, searchable, and up to date by syncing with GitHub, Slack, Linear, and the rest of your stack.
Explore sponsorThis project showcases a dashboard that utilizes Jev to categorize social media content across eight distinct dimensions. It demonstrates a method for organizing large datasets to facilitate structured content research and analysis for community-driven insights.
A community post exploring Jev's behavior in a game of Catan, where multiple Jevs struggle with negotiation.
RoboJEV is a developer project demonstrating a two-stage Jev control system for a robotic arm within the MuJoCo simulation environment. It serves as an experimental implementation for testing hardware-focused control logic.
JevLint provides configurable semantic linting for codebases using Jev. The tool demonstrates file-level NOUL judgments and includes a plugin designed to manage magic strings, offering a structured approach to maintaining code quality through semantic analysis.
Jev-compatible System 开源Jev.
Lemonpod gives founders one morning brief that combines GitHub, calendar, tasks, inbox, and other work signals into a text summary and audio update. Start the day knowing what needs attention without checking multiple apps.
Explore sponsorThis repository serves as a curated directory of Jev-based projects. It provides a standardized GitHub workflow designed to facilitate the review and integration of Jev-only development tools within the ecosystem.
JEVLAB ARTThis project demonstrates zero-shot English language goal execution on a simulated Franka robotic arm. It utilizes Jev to chain together hardcoded primitives to perform specific manipulation tasks based on natural language instructions.
A community post about using Jev to efficiently crawl job listings from company websites, significantly reducing time compared to an LLM.
INSTRUCT_JEV - TypeSafe AI Jev / System One instruction corpus (choice/noul/score), compiled by DeckerGUI. 119 rows. Mirrored on HuggingFace.
This repository provides a framework for implementing bounded, TypeSafe Jev workflows specifically designed for coding agents. It demonstrates how to structure agentic processes to maintain reliability and safety within automated software development tasks.
This pull request integrates Jev into the station-suggestion reranking logic for the TrainLCD transit application. It demonstrates how Jev can be implemented to refine search results and improve the relevance of transit station suggestions within a mobile environment.
This demonstration showcases Jev playing Flappy Apex independently. The creator claims the agent achieves high scores autonomously by utilizing Appduct and Fable frameworks to navigate the game environment without manual input.
This project demonstrates a local Jev model configuration designed for task processing. The creator suggests this approach may offer potential improvements in execution speed compared to cloud-based alternatives for specific local workflows.
This resource showcases the Ori evaluation framework. OpenRouter claims that Jev achieves significantly faster performance compared to other models in their internal testing, though these results represent the creator's own benchmarks rather than independent verification.
TypeScript CLI that finds code, docs, logs, and text by natural-language conditions using Jev Noul judgments, with probability thresholds, source lines, and cached results.

Menta es el software de gestión clínica impulsado por IA. Una plataforma todo en uno para la gestión administrativa y clínica de profesionales y clínicas
Explore sponsorBuild versioned judgment functions on TypeSafe's Jev once, then call the same published version from your backend over HTTP and from coding agents over MCP. The vendor key stays on your machine.
This resource demonstrates how Jev provides a framework for structured decision-making within security workflows. It highlights the potential for increased operational speed when applying these systematic processes to complex security engineering tasks.
This directory provides a curated list of systems utilizing Jev for Noul, Score, and Choice question formats. It serves as a central reference for exploring various implementations and applications built within the Jev ecosystem.
This project evaluates Jev for converting free-text player intent into structured server actions. The creator reports a 96% agreement rate and a 317 ms median latency for these automated mappings within a tabletop gaming context.
This repository provides a reproducible evaluation harness for Jev Ultrafast research browsers. It includes a suite runner, quality-controlled test cases, and a report generator designed to assist developers in assessing research-oriented agent performance.

Für Ideen, Gespräche, Meetings und alles dazwischen.
Explore sponsorThis project provides a context curation tool designed for the Pi agent using Jev technology. It demonstrates how to manage and organize information flow within the agent's operational framework.
JEVLAB ARTblink is a tool that utilizes Jev technology to facilitate efficient codebase searching. It demonstrates how developers can integrate semantic search capabilities directly into their local development workflows for improved navigation.
This project introduces a framework for executing end-to-end software tests using autonomous agents powered by Jev. It demonstrates how agentic workflows can be integrated into testing pipelines to automate complex validation tasks.
This project features a competitive game of Pong where Jev faces off against various LLM opponents. It demonstrates real-time interaction capabilities and game logic integration within the Jev ecosystem through a simple, interactive interface.
JEVLAB ARTThis project demonstrates the application of Jev to facilitate rapid searching within physical library indexes. It explores how semantic search techniques can be utilized to navigate and retrieve information from traditional, non-digital cataloging systems.

Sound notifications for any AI agent — hooks for Claude Code, Cursor, Codex & more, plus an MCP server so the agent can choose its own sounds.
Explore sponsorThis prototype demonstrates a system designed to classify patient symptoms and update diagnostic information in real-time. It utilizes medical ontologies to process live clinical transcripts, aiming to assist practitioners during consultations.
Async Python client for TypeSafe Jev. Typed questions in, probabilities and choices out, no prose to parse.
This experiment explores integrating Jev into search interfaces to improve user experience through intent recognition. The creator demonstrates how intent-aware logic can refine search results within the Replicas platform.
This community-driven platform offers over 100 interactive AI use cases, games, and logic challenges. It features a mobile-friendly interface that allows users to edit prompts and perform A/B comparisons to evaluate different model outputs.
This project evaluates Jev as a monitoring and action-gating tool for detecting agent sabotage within the SHADE-Arena environment. It provides a comparative analysis of Jev against Gemini 2.5 Flash and Pro models for real-time security oversight.

The AI-augmented control plane for cybersecurity — unify your security stack, quantify cyber risk in dollars, and run governed AI agents.
Explore sponsorA resource explaining Jev's capabilities, limitations, and applications as a System One model.
JEVLAB ARTThis demonstration explores using Jev for automating Android end-to-end testing workflows. The creator claims the tool achieves faster execution speeds compared to existing alternatives, though these performance metrics remain unverified by independent benchmarks.
JevOnly is an implementation of Jev designed to execute typing tasks and navigate workflows toward completion. This project demonstrates how Jev can be applied to automate interactive input processes within a structured environment.
This project provides a TypeScript-based browser agent for ego lite. It demonstrates an approach to Jev-indexed actions and TypeSafe decision-making through a persistent CLI, operating without the need for Chrome or Playwright dependencies.
This terminal interface integrates OpenAI with TypeSafe Jev to provide answers. It demonstrates a workflow that generates transparent decision reports, allowing users to review the reasoning process behind each output provided by the system.

Guideless is an AI-powered platform that turns software workflows into video training guides.
Explore sponsorThis project demonstrates a voice-controlled interface for macOS using Jev. It aims to facilitate rapid computer interaction through spoken commands, showcasing a practical application of agentic workflows for desktop navigation and task execution.
This project demonstrates the integration of Jev on Cloudflare Workers to enhance search functionality and content tagging for keep.md. It highlights a practical implementation of serverless architecture to improve data organization and retrieval efficiency within a markdown-based environment.
Jev DSH 决策引擎|面向 Agent Harness 的结构化决策插件。原生支持 DeepSeek Harness,通过 iPolloWork 支持 OpenCode、Codex Harness。
Validated enhancement pack for MiniMax Code CLI on arm64 DGX Spark + local GLM-5.3-EXL3: TUI scrollbar + context-meter patches, compaction repair for local vLLM, Jev Ultrafast + Playwright MCP browser integration, real usage ledger.
Foreman is an agent supervisor designed to manage coding agents. It utilizes Jev-based decision-making processes to help maintain focus and ensure agents remain on their assigned tasks during development workflows.