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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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typesafe-snake
This project demonstrates an automated Snake game controlled by the Jev model. It showcases a system where legal moves and game logic are generated through code, with the model making a single decision per tick.
github.comJev-thoven Music Composition
This project showcases a two-minute musical piece generated by Jev-thoven. The creator claims the composition was developed using first principles, offering a demonstration of how the system handles creative audio generation tasks.
x.comJev Gomoku Harness
This tool demonstrates a Gomoku implementation using Jev. It utilizes local tactical analysis to reduce 225 potential moves to 40 candidates, from which the system selects an optimal play based on tiered strategic options.
x.comcrush-monitor
This tool analyzes WeChat conversation threads to evaluate emotional tone, user intent, and reply quality. It provides a technical approach to interpreting social interactions within messaging platforms by processing text data for sentiment and communication patterns.
github.comTocsin
Tocsin is a log analysis tool designed to organize large datasets by grouping millions of lines into distinct patterns. It utilizes Jev to assist users in reviewing these identified patterns for efficient system monitoring and troubleshooting.
x.comJevSwiftSDK
This Swift SDK provides a type-safe interface for interacting with Jev. It includes support for asynchronous operations, request batching, and automatic retries via Swift Package Manager.
github.comjev-mail
This Chrome extension integrates the Jev model to assist with Gmail management. It demonstrates automated email triage by assigning categories, priority levels, and estimated spam or reply probabilities to incoming messages within the user interface.
github.comJev’s Architecture Unmasked
This guide examines the underlying architecture of Jev by analyzing patterns observed across 10,000 API calls. It provides a technical perspective on system behavior and request handling based on the author's empirical testing and data collection.
archerhume.comTypeSafe Typewriter
This Val Town demonstration showcases a real-time interface where sixteen distinct typed judgments update dynamically as the user inputs text. It serves as a practical experiment for observing live type-checking feedback within a web-based environment.
typesafe-demo.val.runskillbox
Skillbox is a self-hosted library designed for organizing personal skills. The project includes an optional feature that integrates Jev recommendations to suggest relevant learning paths based on the user's existing skill set.
github.comOpenJev
OpenJev is an open-source initiative by SiliconLabAI focused on the development of a Jev-class decision model. This project serves as a research-oriented resource for exploring architectural approaches to autonomous decision-making systems.
github.comtinyjevclient
This Rust library provides a lightweight integration for interacting with the Jev ecosystem by TypeSafe AI. It demonstrates how developers can implement client-side connectivity to Jev services within Rust-based applications.
github.comjev-architect
This repository provides a framework for discovering, designing, and evaluating TypeSafe Jev decision loops. It serves as a research-oriented utility for developers aiming to structure and validate automated decision-making processes within the Jev ecosystem.
github.comjev-seo
jev-seo is a Rust-based CLI suite and MCP server designed for agent-first SEO and GEO tasks. It utilizes the TypeSafe Jev System One and DuckDuckGo to provide search-driven insights as an alternative to traditional commercial SEO platforms.
github.comAgentic browsing in Chrome
This Chrome extension demonstrates an agentic approach to web navigation. It utilizes Jev to facilitate automated decision-making, allowing the agent to interact with website elements and perform tasks directly within the browser environment.
x.comEvery Editorial Vibe Check
This tool utilizes Jev to perform editorial content evaluation. It demonstrates a method for generating probability scores rather than text, aiming for increased efficiency and reduced operational costs compared to standard language models.
x.comCompaction Plugin for Jev
This plugin utilizes Jev scoring to filter out redundant logs and terminal clutter. The creator claims this process enhances agent performance by streamlining data output.
x.comjev-browser
This project demonstrates an implementation of web browser automation utilizing the Jev model. It provides a framework for agents to interact with web interfaces, showcasing how Jev can be applied to navigate and perform tasks within a browser environment.
github.commcts-agent
This project demonstrates a discriminative Monte Carlo Tree Search implementation. It utilizes TypeSafe Jev System One primitives integrated with Gemini to facilitate structured decision-making processes within an agentic framework.
github.comJev-AV
Jev-AV is a security tool that analyzes executables, scripts, and documents by extracting structural features like entropy and hashes. It utilizes Jev to evaluate these files for potential malicious activity in real-time.
github.comJev Classifier
This tool provides local analysis for Telegram channel data. It demonstrates a method for evaluating message intent, content quality, sentiment, and speaker tone using structured JSON inputs.
jevclassifier.vercel.appVercel AI SDK Evaluation Walkthrough
This guide demonstrates how to integrate the Vercel AI SDK for evaluation purposes. The author explores practical implementation steps for developers looking to assess AI model performance within their existing application workflows.
dev.toCoaching and writing checks
This resource demonstrates the use of Jev for real-time coaching support. It highlights how the tool assists users in identifying and correcting errors or inconsistencies during writing sessions to improve overall quality.
x.comtypesafe-ai-rails
This integration connects the typesafe-sdk with Ruby on Rails applications. It provides tools for managing configuration, tracking usage and cost telemetry, and implementing optional confidence policies for AI-driven workflows.
github.comtodo-jev
This project demonstrates a task classification and routing engine built with TypeSafe Jev. It showcases a three-tier architecture designed for efficient task management and automated workflow distribution within the Jev ecosystem.
github.comjev-windows-voice
This project demonstrates voice-controlled Windows automation using OpenAI Realtime and local Whisper models. It integrates Jev with UI Automation and Playwright to enable natural language interaction for managing desktop applications on Windows 10 and 11 systems.
github.comjev-search-rerank-eval
This project evaluates whether TypeSafe Jev reranking outperforms standard embedding search. It utilizes a dataset of over 9,800 pairs across the Agent Skills Hub catalog while specifically accounting for potential judge-circularity bias in the evaluation process.
github.compi-jev-code
This project implements a single-agent coding coprocessor utilizing Jev semantic gates. It demonstrates a workflow for performing baseline-to-current diff reviews and integrates append-only observability telemetry to track agentic code modifications.
github.comCurated Jev Repositories
This collection highlights various practical Jev projects, including browser-based agents and automated trading bots. It serves as a resource for developers looking to explore functional implementations and real-world applications within the Jev ecosystem.
x.comlive-jev
This tool integrates Jev to manage Ableton Live through concise command inputs. It demonstrates a workflow for automating digital audio workstation tasks by utilizing Jev's decision-making logic to execute user-defined musical control sequences.
github.comtiershift
tiershift is a routing tool that directs LLM requests to the most cost-effective model based on user-defined YAML policies. It utilizes TypeSafe Jev to manage routing decisions and supports integration via TypeScript and Python.
github.comjev-builder-loop
This project demonstrates using Jev as a judgment sensor within a builder-agent loop. It illustrates a workflow where priors and probabilities are processed to determine the next action for an autonomous agent.
github.comneo4jev
This project demonstrates a Typesafe.ai System One model designed to navigate Neo4j graph databases. It utilizes a classifier to analyze neighboring relationships, providing a structured approach for Jev-based graph traversal and decision-making processes.
github.comVerdict-open-jev
This project features a non-autoregressive decision engine built on ModernBERT. It demonstrates the integration of calibrated uncertainty via RLCD and provides a WebGPU-based playground for auditing TypeSafe AI Jev benchmarks.
github.comFiltering AI slop from YouTube
This Chrome extension utilizes Jev to identify and filter AI-generated content on YouTube. The project demonstrates a method for improving feed relevance by caching classification results to enhance browsing efficiency for users seeking human-created media.
x.comtypesafe-jev-dojo
This project provides a collection of interactive graphical modules including routing, a Tetris implementation, swarm simulations, and a gauntlet challenge. It serves as a practical demonstration of Jev-based application development and game logic implementation.
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