The Jev launch post
Diogo Almeida introduces Jev, TypeSafe’s structured decision model. Watch the launch film and explore the original thread for the model’s approach, examples and author-reported performance.
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Recent activityA FIELD GUIDE TO JEV / VOL. 01
The best of Jev. Real projects, practical guides and ideas from across the internet.
Diogo Almeida introduces Jev, TypeSafe’s structured decision model. Watch the launch film and explore the original thread for the model’s approach, examples and author-reported performance.
TypeSafe’s official launch announcement introduces the lab and points builders to Jev. It includes Diogo Almeida’s launch film and original introduction.
TypeSafe announces public access to Jev without a waiting list. The official console is the starting point for trying typed decisions in your own application.
TypeSafe highlights Jev’s typed-output approach: applications provide state and questions, then act on probabilities, choices or scores. The linked announcement also covers the Venice API integration.
Start with the Launch Post. Explore four official signals.
378 resources
AI-assisted summaries and translations. Check original sources for context and performance claims.
AskJev — Jev autopilot for any website + guard on irreversible clicks (TypeSafe System One, not Claude).
github.comranjan2829/AskJevExplore this project ↗Source-linked curation
Typesafe's jev as a "fuzzy linter". give your code an ocular patdown.

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Windows Codex Skill:通过 npx 或 Git 安装,安全配置 save-token-jev 的 PreCompact/SessionStart Hooks,并提供信任、原生压缩与旧内容隔离验证。
github.com455-dIAO/windows-save-token-jev-setupExplore this project ↗Source-linked curation
Pick the best AI model and reasoning effort for any task in ~1s. Plugin for Claude Code, Claude Desktop and Codex, powered by TypeSafe's Jev decision model and live OpenRouter pricing. Balance intelligence, speed and cost, or choose your priority.
github.comMandrilsquad1441/jev-model-routerExplore this project ↗Source-linked curation
An article explains Jev's capabilities and highlights various projects built with it.
x.comWTF is Jev, and 9 things people are buildingExplore this project ↗Source-linked curation
A browser-native Doom agent experiment with structured spatial state, composable AI controls, live decision telemetry, and a Chocolate Doom WebAssembly runtime.
github.comlukaske/jev-doom-agentExplore this project ↗Source-linked curation
A Stop hook that stops your coding agent from stopping too early. Plain-language rules, judged by jev.
github.comnoplan-inc/limpetExplore this project ↗Source-linked curation
Browser-only playground for Jev (TypeSafe AI's decision model) via Vercel AI Gateway.
github.comterryds/jevplaygroundExplore this project ↗Source-linked curation
A community post explaining Jev's role in improving agent efficiency and cost-effectiveness.
x.comHow Jev makes agents faster and cheaperExplore this project ↗Source-linked curation
Typed judgment layer for coding agents — gates from PRD to ship. Jev-ready, provider-agnostic.
github.comZahrannnn/zcode-jevExplore this project ↗Source-linked curation
Open-source Chrome extension that filters AI-generated prose and ads with Jev.
github.comneddes/sloppy-jevs-extensionExplore this project ↗Source-linked curation
A prose linter that sniffs out AI writing tells. Zero dependencies, countable rules plus one judgment model.

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Filter command output for coding agents using a task description.
github.comibrahemid/jevpruneExplore this project ↗Source-linked curation
A system using Jev to interact with computer interfaces without screenshots, relying on local CoreML models and OCR.
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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.
github.comdrowzeys/keys-MiniMax-Code-CLI-Browser-Scroll-Context-Enhancement-Pack-with-Jev-Ultrafast-IntegrationExplore this project ↗Source-linked curation
Software Factory Foreman: an agent supervisor that uses Jev decisions to keep coding agents on task.
github.comthruwire/foremanExplore this project ↗Source-linked curation
A YouTube guide explaining Jev's functionality, including browser use, classification, and code review without an LLM.
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Local proxy that picks the Claude model and effort per message using TypeSafe Jev. Routes subagents, leaves your cached main chat alone.
github.comadarshmishra07/jcm-routerExplore this project ↗Source-linked curation
Browser game: try to beat Jev at spotting a spam message.
github.comlambertsj/beatjevExplore this project ↗Source-linked curation
An experiment using Jev to interpret voice commands and trigger tool actions before the user finishes speaking.
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SIEGE: 200 people vs one agent. A typed action gate (TypeSafe System One) that learns from every breach, evaluated by W&B Weave, hardened by a defender loop. Built at CoreWeave Hacks: Agent Loops 2026.
github.comvnmoorthy/siegeExplore this project ↗Source-linked curation
Cost-aware LLM router that picks the cheapest model capable of handling a query, using TypeSafe's Jev for fast classification instead of an LLM call.
github.comrajdhakad9826/jev-routerExplore this project ↗Source-linked curation
Connect JEV to MCP clients and compare its judgments against general-purpose LLMs using shared datasets and measurable accuracy.
github.comarunav25/jev-mcpExplore this project ↗Source-linked curation
Verbatim Jev-scored context reduction for omp, over TypeSafe or OpenRouter.
github.comjerryfane/omp-jev-compactionExplore this project ↗Source-linked curation
CLI and agent skill for TypeSafe System One (Jev): typed Choice, Score, and Noul judgments.
github.comgeilt/typesafe-cliExplore this project ↗Source-linked curation
Hand the browser work off: an MCP server where a decision model drives the page for your agent, so a flow costs one tool call instead of a turn per click. Ref-based element tables, code-checked assertions, zero-model macro replay. Speaks CDP to your Chrome.
github.comjiawei686/jev-ultrafast-mcpExplore this project ↗Source-linked curation
Code quality and test coverage for coding agents: Jev scores each source file so the agent knows what to fix first.
github.comsupercorp-ai/supercovExplore this project ↗Source-linked curation
Brood War in WASM exposed as an MCP server, with Jev playing and still losing to a Zerg rush.
x.comStarCraft Brood War WASM MCP demoExplore this project ↗Source-linked curation
An agent project that enforces policies by judging Claude Code tool calls.

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A community post outlines a guide for constructing a high-speed agent brain using Jev.
x.comBuilding the fastest agent brain in 10 stepsExplore this project ↗Source-linked curation
Jev automates browser tasks by selecting actions from a dynamic action space.
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Safety checks for Hermes and other AI agents before they act, ask for approval, or verify a change.
github.combojansandhaus/jev-decisionsExplore this project ↗Source-linked curation
A developer project for agent classification and selective reading using an agent plugin and MCP tool.

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Flue agent routing with TypeSafe Jev through Cloudflare AI Gateway.
github.commatthewp/flue-jev-demoExplore this project ↗Source-linked curation
MCP skill router where Jev picks the relevant skills instead of a long agent search.
x.comskillbox + Jev skill routingExplore this project ↗Source-linked curation
Claude Code / Codex / pi plugin that hands agent steps needing no text output to Jev (TypeSafe's judgment model) — measured p50 ~230 ms and ~$0.02 per 1,000 judgments, with typed escalation back to the LLM.
github.comshitianfang/jev-useExplore this project ↗Source-linked curation
Chrome extension that asks Jev whether the page you are on is selling something or reporting first-hand experience, and marks Google results with verdicts it already has or snippet-only estimates, leaving low-confidence ones undecided.
github.comtorumitsutake/jev-page-verdictExplore this project ↗Source-linked curation
Jev-powered semantic browser use.
github.comsightmap/jev-turboExplore this project ↗Source-linked curation
A GitHub project implements a web search tool where Jev selects sources for plain-language queries.
github.commukiwu/jev-search-mcpExplore this project ↗Source-linked curation
A small, fast prose linter: ruff-style rule codes for writing, backed by TypeSafe's Jev model.
github.comscale-venture-partners/riffExplore this project ↗Source-linked curation
What your last session knew, scored against what this one is doing. MCP server: a per-project ledger written as things happen, recalled per task with TypeSafe's Jev evaluation model via Vercel AI Gateway.
github.comDharundp6/jev-carryforwardExplore this project ↗Source-linked curation
Route to the cheapest model in claude code for your task using jev-router.

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Agent-first Haskell DSL for TypeSafe's Jev judgment model: typed packets, inferred types, answers under the same labels.
github.cominanna-malick/jev-dslExplore this project ↗Source-linked curation
An agent that plays Tetris with rapid decision-making capabilities. Shows potential for real-time game automation.
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Play ten browser games from the screen with a 0.8B open model that returns a probability over the game's legal moves in one forward pass, no text generated.
github.comOmniJev/PlayJevExplore this project ↗Source-linked curation
A focus group experiment using Jev to make scroll or stop decisions on ads.
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A community post describing Jev as a decision-making tool with specific limitations and use cases.
x.comA hype-free explanation of JevExplore this project ↗Source-linked curation
Turn your AGENTS.md preferences into a fast, Jev-powered AI linter.
github.comdoeixd/jev-prefExplore this project ↗Source-linked curation
10-step guide to implementing Jev for AI agent development and cost efficiency.
x.comJev Engineering: a 10-step roadmapExplore this project ↗Source-linked curation
A community post about improving a Slack agent's speed using Jev for faster skill and tool classification.
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A code search tool for agents to find behavior patterns instead of text strings.
github.comnassim-arifette/jevgrepExplore this project ↗Source-linked curation
Zero-hallucination open-source repo and crate scout powered by TypeSafe AI Jev System One scoring.
github.comAkashPriyadarshii/jev-scoutExplore this project ↗Source-linked curation
Preview of fast browser use with Jev and OpenCode's browser CLI.
x.comOpenCode browser use powered by JevExplore this project ↗Source-linked curation
A resource explaining Jev Engineering methodology for AI agent development.

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AgentRun leverages Jev for creating self-sufficient agent workflows.
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Chrome extension that labels every post you scroll past on X with typed Jev judgments and a live cost counter.
github.comoso95/x-scannerExplore this project ↗Source-linked curation
Talk to your Mac. Local whisper.cpp + one Jev (TypeSafe) call per command + macOS automation.
github.comkevinbadi/jev-voiceExplore this project ↗Source-linked curation
RuneBench harness for TypeSafe's Jev: bounded action catalog, tick-mode controller and a live dashboard.
github.comSkyvern-AI/jevscapeExplore this project ↗Source-linked curation
A system enabling rapid agent deployment on digital canvases without relying on slow LLM processes.
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Typed, confidence-aware agent skill routing with TypeSafe Jev.

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Draw on a tldraw canvas with your voice and a pointing finger. Jev (TypeSafe System One) decides action, target and place in ~350 ms per spoken word.
github.comgaborishka/jev-canvasExplore this project ↗Source-linked curation
Enables instant compaction by scoring and filtering tool calls efficiently.
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A developer project that uses Jev as a sensor to control access to agent tools, enhancing security and functionality.

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A calibrated context sieve for Claude Code: every tool result is judged by a System One model before it enters context.

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Reversible context pruning for Pi, powered by TypeSafe Jev. Keep useful context without deleting session history.
github.comkevinpita/pi-jev-contextExplore this project ↗Source-linked curation
Automated database migration safety reviewer powered by TypeSafe AI (Jev System One model).
github.comopaielsheikh/typesafe-migration-guardExplore this project ↗Source-linked curation
A developer project using Jev for plain-language MCP tool calls without an LLM.

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Grep, but the pattern is a description. Filters lines by meaning with TypeSafe's Jev decision model: ~200 ms and a thousandth of a cent per line.
github.comkeltokhy/jgrepExplore this project ↗Source-linked curation
Testing Jev as a search reranker shows limited improvement over vector retrieval, with mixed results depending on evaluation methods.
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Application of TypeSafe Jev (noul judgment primitive) on the collusion.wiki corpus: agent vs human page authorship, head-to-head vs local Qwen3.8-Flash-Next.
github.comsypherin/jev-trace-classifierExplore this project ↗Source-linked curation
An agent system that makes one Jev decision per computational step.

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Fast Rust CLI for TypeSafe Jev: typed decisions, offline linting before you pay.

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