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A dated reading list of newly added resources and JEVLAB NEWS. Come back for what changed, or follow the RSS feed in your own reader.

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Dates show when an item became available in JEVLAB, in UTC, not when its original source was published. Translation-only edits do not count as new resources.

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  1. X

    19 Open-Source Jev Projects

    This collection highlights 19 open-source projects utilizing Jev technology. It demonstrates diverse practical applications, ranging from autonomous AI agents to interactive game mechanics, providing a broad overview of how developers are currently integrating Jev into their software ecosystems.

    x.com
  2. X

    Self-Solving Rubik's Cube

    This project showcases a Rubik's Cube prototype that utilizes Jev AI to perform self-solving maneuvers. The creator demonstrates an approach modeled after human problem-solving techniques instead of relying on traditional optimal mathematical algorithms.

    x.com
  3. X

    Jev AI Action Label Validation

    This research demonstrates how Jev AI automates quality assurance for physical AI training datasets. It showcases a method for verifying action labels at scale to improve the reliability of robotic learning models.

    x.com
  4. GitHub

    jev.nu

    This Nushell module provides an interface for the TypeSafe System One API. It enables users to execute typed decisions supported by calibrated probability outputs within the shell environment.

    github.com
  5. GitHub

    jev-column-race

    This project compares Jev against Gemini 3.8 Flash by labeling 1,000 app reviews. The creator claims the Jev implementation achieves significantly faster processing speeds and lower costs compared to the Gemini model in this specific task.

    github.com
  6. GitHub

    jev-phishing-bench

    This repository provides a reproducible benchmark comparing Jev and Claude Haiku 4.5 across 2,000 phishing emails. It evaluates performance metrics including accuracy, calibration, latency, and cost to assess model effectiveness in detecting malicious communications.

    github.com
  7. GitHub

    tenbin

    tenbin provides an MCP server and agent skill for the TypeSafe AI System One API. It demonstrates how to decompose judgments into choice, score, and noul questions, perform linting, and calibrate thresholds using labeled data.

    github.com
  8. GitHub

    mastra-jev-moderation

    This project provides a streamlined moderation system for Mastra agents. It demonstrates how to handle input processing within a single file to maintain agent safety and content standards during automated interactions.

    github.com
  9. GitHub

    typesafe_ai Elixir SDK

    This resource provides an unofficial Elixir SDK for interacting with the TypeSafe AI API. It demonstrates how developers can integrate TypeSafe AI services into Elixir applications using a dedicated client library for structured communication.

    github.com
  10. GitHub

    tsai-civ2

    This experimental project demonstrates a TypeSafe Jev agent playing the original Civilization II within a browser environment. It features a full-game harness that provides live action probabilities for the agent's decision-making process during gameplay.

    github.com
  11. GitHub

    almond-fastloop

    This project provides a browser-based computer-use rig integrating Chrome DevTools with TypeSafe Jev. It serves as a testing environment for the Browser Use Olympics benchmark to evaluate agent performance in automated web navigation tasks.

    github.com
  12. GitHub

    hono-jev-router

    This project demonstrates a semantic routing mechanism for the Hono web framework. It utilizes Jev to interpret and route incoming HTTP requests based on their underlying meaning rather than traditional path-based patterns.

    github.com
  13. Resources

    What is Jev Engineering?

    This resource outlines the Jev Engineering methodology, a structured approach designed for the development of AI agents. It explains the core principles and systematic practices intended to improve the reliability and functional design of autonomous systems.

    madewithjev.com
  14. GitHub

    jev-should-i-apply

    This repository provides a public demonstration of Jev and TypeSafe AI integration. It illustrates how to implement decision-making logic for application processes using these frameworks, serving as a practical reference for developers exploring automated evaluation workflows.

    github.com
  15. GitHub

    beatjev

    This browser-based game challenges users to compete against Jev in identifying spam messages. It serves as an interactive demonstration of Jev's classification capabilities in a simulated real-world filtering scenario.

    github.com
  16. GitHub

    pydantic-jev-examples

    This repository provides a collection of concise, single-file demonstrations showing how to integrate Pydantic AI with Jev. These examples serve as practical references for developers looking to implement type-safe AI workflows using these specific tools.

    github.com
  17. GitHub

    typesafe-sdk-java

    This community-developed Java client provides an unofficial interface for the TypeSafe System One API. It demonstrates how developers can integrate TypeSafe services into Java-based applications using a structured client library approach.

    github.com
  18. X

    MuJoCo Robot Arm Control

    This project demonstrates real-time control of a robot arm within the MuJoCo simulation environment. It utilizes a two-step decision process to manage both high-level actions and specific movement trajectories for the robotic manipulator.

    x.com
  19. GitHub

    guard-jev

    This project serves as a comment moderation playground where users can input text to observe how Jev evaluates and categorizes content. It demonstrates a practical application for automated decision-making in community management workflows.

    github.com
  20. GitHub

    pi-jev

    pi-jev is an extension suite designed to enhance Pi interactions using Jev. It demonstrates methods for selective context compaction and automated model routing to help manage information flow and optimize processing within the agent environment.

    github.com
  21. GitHub

    typesafe-demo-mcp

    This repository provides an MCP server implementation that exposes TypeSafe System One judgments, including noul, choice, and score, as functional tools for AI agents. It demonstrates how to integrate structured judgment data into agentic workflows.

    github.com
  22. GitHub

    jev-trace-classifier

    This project demonstrates the application of TypeSafe Jev noul judgment primitives to analyze the collusion.wiki corpus. It explores authorship classification by comparing human and agent-generated content using Qwen3.8-Flash-Next models in head-to-head and local configurations.

    github.com
  23. X

    Jevals

    Jevals provides a local testing environment designed for evaluating Jev requests. The project demonstrates how users can refine and improve their output quality by applying specific primitive operations within a controlled development workflow.

    x.com
  24. X

    AI-writing slop detector

    This tool utilizes Jev to identify and flag low-quality text generated by Opus. It serves as an automated editorial assistant designed to help users filter out repetitive or unoriginal AI-generated content from their workflows.

    x.com
  25. GitHub

    openpoke-meets-jev

    This project replaces Claude Sonnet with Jev for decision-making in OpenPoke. It provides an A/B comparison framework and includes results from an adversarial test run involving over 43,000 requests to evaluate the injection gate performance.

    github.com
  26. GitHub

    transcript-scorecard

    This project demonstrates a live support-call scoring system using TypeSafe AI and Effect. It showcases a full-stack implementation with SQLite, React, Vite, and Turborepo to manage automated transcript evaluation workflows.

    github.com
  27. X

    openjev on Qwen 4B

    This project features an MLP trained on the Qwen 4B model to provide a typesafe alternative to Jev. It demonstrates how specialized architectural training can be applied to existing language models to achieve specific functional parity.

    x.com
  28. X

    Semantic Spreadsheet Formatting

    This tool demonstrates how Jev applies semantic formatting to spreadsheet data. It provides automated structural suggestions and outlines potential integration pathways for external platforms to enhance data organization workflows.

    x.com
  29. GitHub

    Cyber-Breach: The Jev Protocol

    This project presents a tactical cyberpunk arena combat game. It demonstrates the integration of the TypeSafe AI Jev System One decision model to manage gameplay mechanics and strategic AI behaviors.

    github.com
  30. X

    OpenCode Browser Integration with Jev

    This demonstration showcases the integration of Jev with the OpenCode browser CLI. It illustrates how automated agents can perform web navigation tasks, highlighting the potential for streamlined browser-based workflows through this specific technical implementation.

    x.com
  31. GitHub

    jev-playground

    This project explores whether a System One model can effectively steer music generation. It demonstrates a workflow where Jev selects plans using enums to render sheet music, audio, and MIDI files.

    github.com
  32. X

    A city on a whale

    This simulation game tasks players with managing a city built upon a whale. It demonstrates a decision-making framework integrated with GPT-6 Astra and H3 Max to maintain the survival of the settlement.

    x.com
  33. GitHub

    typesafe-go

    This unofficial Go SDK provides a structured interface for interacting with TypeSafe AI. It demonstrates implementation patterns for handling typed responses, managing request retries, and maintaining context within Go applications.

    github.com
  34. GitHub

    OpenJev

    OpenJev provides a Jev-inspired decision API utilizing TypeSafe.ai concepts. This project features choice, score, and noul primitives alongside local mock servers and SDKs for Python and TypeScript, serving as a framework for developers to experiment with decision-making logic.

    github.com
  35. GitHub

    citation-verifier

    This project demonstrates a workflow for verifying academic citations. It utilizes Claude to extract supporting quotes and Jev to score the alignment between citations and their source material, ultimately requiring human oversight to confirm the accuracy of the claims.

    github.com
  36. GitHub

    jev-snake

    This experimental project demonstrates a Snake game implementation where the engine enforces deterministic rules. It showcases how Jev AI processes structured state data to make movement decisions during each game tick.

    github.com