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Back to the labJEVLAB / FIELD NOTES
Fresh from the lab
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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Personalized X Feed via Bookmarks
This project demonstrates a method for filtering social media content by leveraging user bookmarks. It utilizes Jev analysis to curate a personalized feed, aiming to improve relevance by prioritizing content that aligns with individual user interests and saved items.
x.comclay-jev-people-ranker
This 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.
github.comjev-turn-analysis
This tool provides a framework for evaluating coding sessions by analyzing individual interaction turns. It is designed to help developers review and assess the progression of their work during Jev-assisted programming tasks.
github.comjev-review
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.
github.comawesome-jev-typesafe
This repository serves as a curated collection of resources for Jev, the System One model by TypeSafe. It provides developers with a centralized directory to explore tools and implementations focused on typed decision-making frameworks.
github.comjevkit
jevkit is a Rust-based command-line interface designed for TypeSafe Jev. It enables users to perform offline linting and manage typed decisions, aiming to validate configurations before execution.
github.comTypeSafe Jev Model Overview
This 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.
developersdigest.techmaza
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.
github.comJev Browser Agent Stress Test
This community experiment evaluates Jev's capabilities within a browser-based automation environment. The creator reports observing functional limitations after the agent completes five consecutive actions, providing a practical look at current operational constraints for this specific implementation.
x.comInline Manual Contextual Help
This project demonstrates an adaptive in-app support system using Jev. It provides real-time, context-aware assistance designed to help users navigate complex interfaces by identifying and addressing specific struggles as they occur during the user journey.
x.comTypeSafe AI
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.
typesafe.aiEight-Dimensional X Post Dashboard
This 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.
x.comJev plays Catan
This demonstration explores multi-agent interaction by placing Jev instances into a game of Catan. It highlights the challenges these agents face when attempting to navigate complex social negotiation and strategic resource trading within a competitive board game environment.
x.comRoboJEV
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.
github.comJevLint
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.
github.comOpenJev
OpenJev provides an open-source framework designed for Jev-compatible systems. This repository serves as a foundational resource for developers looking to explore and implement Jev-compliant architectures within their own artificial intelligence research projects.
github.comawesome-jev by fatwang2
This 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.
github.comjev-askable-arm
This 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.
github.comjev-job-hunter
This project demonstrates using Jev to automate the crawling of job listings from company websites. The creator claims this approach offers faster data retrieval compared to traditional LLM-based methods for monitoring career pages.
x.comINSTRUCT_JEV
This repository provides a curated instruction corpus for Jev and System One AI models. It features 119 rows of structured data including choice, noul, and score parameters to assist in training or evaluating TypeSafe AI agent behaviors.
github.comstanley-code
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.
github.comTrainLCD Jev Rerank
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.
github.comFlappy Apex Autonomous Gameplay
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.
x.comLocal Jev Implementation
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.
x.comOpenRouter Ori Eval
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.
x.comnlgrep
This TypeScript CLI tool enables users to search through code, documentation, and logs using natural language queries. It utilizes Jev Noul judgments to filter results based on probability thresholds and provides cached output for efficiency.
github.comjev-workbench
This tool enables developers to build and version judgment functions for Jev. It supports calling these functions via HTTP or MCP, while ensuring vendor keys remain local to the user's machine for enhanced security.
github.comJev for security engineering
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.
x.comjev.directory
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.
jev.directoryTabletop MMORPG action mapper
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.
x.comjev-research-eval
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.
github.compi-jev-context-curator
This 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.
github.comblink
blink 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.
github.comEnd-to-end tests run by agents
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.
x.comJev Pong
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.
github.comSearch a physical library
This 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.
x.com
