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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.
36
Jev Piano Real-Time Performance
This demonstration showcases Jev controlling both hands and fingers to play a piano in real-time. The system processes visual input to coordinate complex movements, illustrating the agent's capability for responsive, multi-limb musical interaction.
x.comDiffJury
DiffJury is a utility that evaluates public pull requests to assess their safety for merging. The creator claims the tool utilizes Jev capabilities to automate code review processes and identify potential issues before integration.
x.comJev Social
Jev Social demonstrates an automated research tool that performs bounded browser operations on social media platforms. It captures evidence from Instagram, TikTok, and LinkedIn to generate cited reports based on the retrieved data.
github.comJev plays Balatro
This demonstration showcases Jev from TypeSafe AI engaging with the card game Balatro. The creator claims the system makes gameplay decisions within a 200-500ms timeframe, illustrating its potential for rapid interaction in complex, rule-based digital environments.
x.comJev_apps
This repository provides a curated overview of various Jev-based applications. It explains their core functionality, underlying principles, and comparative pros and cons to help users understand how these tools operate in practical scenarios.
github.comjev-document-classification
This project demonstrates an automated approach to categorizing text-based documents. It utilizes the TypeSafe System One model to facilitate efficient classification workflows, aiming to provide a cost-effective solution for managing document-heavy data structures.
github.comjev-browser
This project provides a Jev-based SDK and CLI for browser automation. It demonstrates integration with Playwright to enable deterministic assertions and persistent browser operations within an MCP server architecture.
github.comslop-grader
This tool uses Jev to evaluate markdown files against custom rule sets. It identifies content quality violations and generates scores, allowing automated agents to perform necessary corrections based on the provided feedback.
github.comtalkr
talkr is a speech analysis tool designed to evaluate 30-second audio clips. It identifies filler words, pauses, and confidence levels to provide users with actionable feedback for improving their public speaking and communication skills.
x.comjevql
jevql provides a semantic interface for interacting with Postgres databases using Jev. This tool demonstrates how natural language processing can be applied to generate SQL queries, simplifying database interactions for developers working within the Jev ecosystem.
github.comJev plays Doom
This demonstration showcases Jev performing real-time decision-making within the game Doom. The creator claims the system executes moves at a frequency of up to ten times per second during gameplay.
x.compi-jev-compaction
This project provides a mechanism for automatic context clearing within Pi. It aims to manage memory usage while preserving essential conversation history for ongoing interactions.
github.comLaneBreak
LaneBreak utilizes TypeSafe Jev to automate support ticket prioritization and routing. This project demonstrates a structured approach to managing incoming service requests through programmatic decision-making workflows.
github.comScoring a frontier-AI essay
This demonstration shows Jev analyzing the narrative pacing of an essay authored by Dario Amodei. It illustrates how automated tools can be applied to evaluate the structural flow and composition of complex technical writing.
x.comfable-jev
This project integrates Jev and get-fable to facilitate rapid cognitive processing for autonomous coding agents. The creator claims the implementation achieves sub-100ms response times for agentic tasks, though these performance metrics remain unverified by independent testing.
github.compong-jev
This project demonstrates an implementation of Atari Pong using TypeSafe Jev. It functions by presenting a single typed choice question per frame to control gameplay without transmitting coordinate data to the model.
github.comTypeSafe AI Skill Suggestion Cookbook
This official TypeSafe resource provides a structured guide for implementing skill suggestion mechanisms within AI agents. It demonstrates how to dynamically recommend relevant capabilities to users to enhance interaction efficiency and task completion.
docs.typesafe.aixtags
xtags is a browser tool that labels X posts based on their intended call to action. It utilizes Jev, a specialized model that outputs probabilities rather than generating text, to categorize user intent on the platform.
github.comjev-mcp
This MCP server integrates TypeSafe Jev into coding environments like Cursor and Codex. It demonstrates how to incorporate Jev into automated development loops to assist with coding tasks through standard MCP client interfaces.
github.comSupport ticket classifier
This Jev implementation automates support ticket management by classifying incoming requests based on category, urgency, and routing requirements. It demonstrates how to streamline customer service workflows by distinguishing between automated and human-led resolution paths.
x.comCerebellum-2B
Cerebellum-2B is a non-autoregressive AI agent model built on Qwen3.5-2B. It demonstrates O(1) tool routing and DOM automation capabilities, offering an open-source alternative for developers exploring efficient agentic decision-making processes.
github.comCompetitor Ad Teardown with Jev
This demonstration showcases Jev processing 724 competitor advertisements across 37 brands. It illustrates how the agent identifies and categorizes specific creative elements and ad formats to assist in rapid marketing analysis.
x.comtypesafe-cli
This command-line utility enables users to query Jev directly from the terminal. It demonstrates a structured interaction model that forces responses into specific formats like null, choices, or numeric scores instead of natural language prose.
github.comawesome-typesafe
This repository provides a curated collection of official resources and community-driven projects focused on TypeSafe, System One models, and Jev. It serves as a centralized directory for developers seeking to explore the ecosystem and integrate these technologies into their workflows.
github.compi-jev
This project provides a Jev-assisted system for file retrieval and request caching. It aims to optimize workflows on Raspberry Pi devices by reducing latency through intelligent data handling.
github.comjev-system-architect
This tool provides a system-architecture skill for TypeSafe AI Jev/System One. It demonstrates how to process fuzzy semantic judgments into structured Choice, Score, and Noul primitives for improved system decision-making.
github.comtypesafe-adblock
This experimental Chrome extension uses a TypeSafe Jev model to identify and remove DOM elements classified as advertisements. It functions as a local, client-side demonstration and is not intended for use as a production-grade ad blocker.
github.comNon-Conversational AI Integration
This guide explores implementing non-conversational AI agents using Jev. It provides practical instructions for utilizing Python and JavaScript SDKs, raw HTTP requests, and agent skill configurations for developers.
ziplyne.agencyJev SEO and GEO Workflows
This resource demonstrates seven automated workflows for Jev, focusing on search engine and geographic optimization. It covers practical tasks like competitor page analysis, citation likelihood assessment, and content optimization strategies for digital marketing professionals.
x.comJev board
Jev board is a tool designed for ambient intelligence interfaces. It demonstrates the integration of fast, reliable models to facilitate responsive user interactions within a generative UI framework.
x.comjev-gomoku
This project provides an experimental platform for Jev-based Gomoku, featuring a grid-based input system. It allows users to observe model decision-making processes step-by-step and supports both real-time gameplay and the playback of previous matches.
github.comjevcache
jevcache provides a lightweight decision caching mechanism for TypeSafe Jev-class models. This tool enables developers to memoize model outputs, ensuring that repeated requests are deterministic, shareable, and computationally efficient through a compact binary implementation.
github.comJev-Controlled Robotic Arm
This demonstration showcases a robotic arm utilizing Jev for real-time object manipulation. The creator reports that the system integrates visual input to execute decision-making processes at a rate of two cycles per second for ball retrieval.
x.comLinkedIn NoSlop
This browser extension aims to improve user focus by automatically blurring low-value content on LinkedIn. The project demonstrates a practical approach to filtering social media feeds to reduce digital clutter and improve browsing efficiency.
github.comJev Exam Question Predictor
This tool demonstrates Jev's capability to analyze and rank exam questions based on their probability of appearing in future assessments. The creator claims the system processes these predictions within 80 seconds, though independent verification of its accuracy remains pending.
x.comfastbrowse
This developer project demonstrates an agentic approach to web navigation where Jev selects actions while an LLM handles planning and source citation. It serves as an experimental framework for automating browser-based tasks through structured reasoning.
github.com
