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TypeSafe AI

介绍 System One 模型和 Jev

发布文章：架构、RLCD 训练、定价、Doom 和 Wikiracing 演示、常见问题。

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Gregor Zunic

浏览器使用 + Jev

Gregor Zunic的动态DOM操作空间航班搜索演示。

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Kevin Grajeda

提示难度分类器

实时评估提示难度的分类器，可为简单提示启用快速模式以提升用户体验。

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Nailthy Tang

实时虚拟试穿

使用Jev根据用户输入和对话分析选择和更换服装的实时虚拟试穿实验。

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browser-use

Jev Ultrafast

浏览器使用中的超快速代理：Jev在一次请求中选择操作和DOM元素；仅当需要输入时，小型LLM才编写文本。

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TypeSafe AI

简介

TypeSafe官方参考：简介。

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TypeSafe AI

Workflow evals

发布System One工作流的评估方法和各模型的结果。

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Chris Tate

即时生成式UI

将JSON渲染与Jev结合的实验，用于快速生成用户界面，实现组件和设计系统的快速渲染。

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Faadil Shaik

Jev玩超级马里奥兄弟

Jev使用快速推理和结构化输出控制超级马里奥兄弟，展示其在实时应用中的潜力。

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metr0x

MOSS捡垃圾模拟

MOSS根据指令捡起垃圾的模拟，旨在通过自动化决策提高街道清洁度。

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TypeSafe AI

基本元素

选择、评分和 Noul：三种问题类型及其返回内容。

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typesafeai

@typesafeai on X

产品和研究更新。

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TypeSafe AI

宣言

为软件而非对话构建的机器原生智能的主张。

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TypeSafe AI

快速入门

从 API 密钥到类型化决策的最短路径。

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TypeSafe AI

文档

简介、基本元素、模式、教程、HTTP API和SDK参考。

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TypeSafe AI

模式

推测性分支、信心门控路由、复合评分和意图路由。

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typesafe-ai

TypeSafe Python SDK

官方同步和异步 Python 客户端。pip install typesafe-sdk。

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TypeSafe AI

Smart home demo

展示推测性分支的交互式演示：一次调用多个问题，代码保留相关答案。

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TypeSafe AI

HTTP API 参考

POST /v1/systemone 的请求和响应协议。

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tamaratran

fast-jev-compaction

Claude代码插件通过Jev决策替换压缩摘要，通过一次快速请求对每个工具调用和结果进行评分，过时的调用会被丢弃或截断，所有保留的内容保持原样。

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TypeSafe AI

沙盒

粘贴一个状态，添加问题，并在浏览器中查看类型化答案。

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TypeSafe AI

食谱

可复现的配方：并行问题、重新排序、护栏、引用检查、提取、层次分类。

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Higgsfield AI 🧩

Higgsfield模型路由

演示Jev在Higgsfield上为视频和图像生成任务选择最合适的AI模型。

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TypeSafe AI

Jev 1.13锯齿状问题

当前公共模型已知的故障模式，由TypeSafe记录。

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Michael Malis

Jev查询规划器

基于Jev的查询规划器优化Postgres性能，在连接顺序基准测试中实现12%的速度提升。

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typesafe

Discord

TypeSafe官方服务器。构建者演示位于“展示与讲述”频道。

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typesafe-ai

System One adapter (Python)

官方可替换TypeSafeClient的Python适配器，支持OpenAI、Anthropic和兼容LLM API，用于比较Jev与聊天模型。

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Justin Schroeder

A driving simulator controlled by Jev

A community project using Jev to control a Tesla Full Self Driving simulator, offering a quick rebuild.

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Dmytro Hrybov

MuJoCo robot-arm control

Using Jev for real-time control of a robot arm in MuJoCo, with a two-step decision process for actions and movements.

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typesafe-ai

TypeSafe agent skills

官方代理技能，适用于Claude Code、Codex和兼容代理：基本操作、模式及评估结构方法。

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fabian

A fancy-prose experiment

An experiment using Jev to transform simple English into elaborate prose in real-time during writing.

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Oskar

End-to-end tests run by agents

Framework for running end-to-end tests with agents using Jev.

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Lomesh Dutta

Skill Router for Claude Code

An open-source project that helps select relevant Claude Code skills by prioritizing frequently used ones through Jev integration.

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Fazt

Jev de TypeSafe AI: el modelo que no escribe texto

Fazt presenta las decisiones estructuradas de Jev con ejemplos de Snake y clasificación de solicitudes de soporte.

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Nathan Wilbanks

Sorting 63,000 emails

Automates email categorization of 63,045 emails in under 3 minutes at low cost.

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Abhishek kothari

Jevcal confidence-threshold calibration

A tool for calibrating Jev's confidence thresholds, presented as an open-source solution.

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nader dabit

Intent-based search in Gmail

Jev's effectiveness in performing intent-based search within Gmail.

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droidrun

mobile-jev

Standalone Android agent for Mobilerun where Jev makes every decision, with a live React studio and an Uber demo.

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Abid A Gafoor

capture

A Mac voice diary tool that uses Jev for sorting and integrates with Notion.

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Siddhant Kuwar

Jev runs a city’s traffic

Jev controls a city's traffic in a simulation project.

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Everton Carneiro

App Store keywords from the real competition

A tool that identifies App Store keywords by analyzing competitors and using Jev to filter relevant terms.

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madewithjev.com

What is Jev?

A resource explaining Jev's capabilities, limitations, and applications as a System One model.

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Daniiar Abdiev

A robot arm picks up a ball

A community post describing a robot arm controlled by Jev, using cameras and decision-making at two decisions per second.

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Izzuddin

Jev plays Pokémon Showdown

Uses Jev to play Pokémon Showdown with mixed results, demonstrating its decision-making capabilities in a game context.

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Yajat Gulati

A real-time orchestra conductor

Uses Jev to conduct a musical orchestra in real time through a demonstration project.

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Shivam Chauhan

Manhattan pathfinding

An experiment exploring Jev's ability to solve pathfinding problems compared to traditional algorithms like A*.

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vogel

Triage across 1,500 emails

A system tested on 1,500 emails for classification effectiveness. Demonstrates potential for automated email management.

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AI Builder Club

jev-browser, a general browser skill

Jev-browser enables agents to perform web tasks by automatically opening websites and making click decisions based on screen content.

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Raihan Khan

Jev Arena

A community project showcasing Jev's potential through a competitive snake game where two Jev instances battle for victory.

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pydantic.dev

Jev in Pydantic AI

A guide explaining how to integrate Jev with Pydantic AI agents for type-safe operations.

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Zaious

jev-capability-atlas

Independent, evidence-based map of when TypeSafe's Jev actually holds up vs. breaks down — real API-call receipts, not a leaderboard. 中文為主的雙語 repo。

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Hamilton Ulmer

DuckDB Jev classifier

DuckDB extension that classifies rows in CSV, Parquet, or DuckDB tables with Jev, about 10 seconds per 1,000 rows.

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x.com

Full Jev tutorial

A community post providing a tutorial on Jev, including demos for browser control and AI memory.

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Meteor Simulation

TypeEvacSafe

A fire evacuation simulation where each person makes Jev-style decisions.

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brainstormity

Jev-Moderation-Bot

Real-time Discord moderation bot: Jev evaluates messages and metadata in parallel to catch phishing, spam, and social engineering with a progressive escalation ladder.

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kraayenjon

awesome-jev (kraayenjon)

A curated list of Jev use cases, projects, SDKs, and resources. Jev is TypeSafe AI's System One model for fast, typed decisions in software — Choice, Score, and Noul with calibrated probabilities.

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Marcelo Mendes

A Tetris agent

An agent that plays Tetris with rapid decision-making capabilities. Shows potential for real-time game automation.

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Marcus Lowe

Copy and paste, with a decision in between

A tool using Jev to make copy-paste interactions smarter by deciding content based on context.

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Jiaqi Gu

jev-skill-router

A project using Jev for skill routing in an agent system, based on community development.

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cobanov

awesome-jev

基于Jev的项目精选列表，TypeSafe AI的System One模型用于类型化决策。

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1jehuang

jev-pr-labeler

Semantic GitHub PR labels using Jev's typed decisions, with conceptual scope instead of line counts.

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Aria

Connect Four on Omarchy

Jev plays Connect Four on OmarchyLinux, demonstrating real-time decision loops with structured state.

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Matt DesLauriers

Does Jev understand color?

Jev demonstrates potential for innovative UX/UI design through language model integration.

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giuliosmall

pg_typesafe

Pre-alpha PostgreSQL extension for TypeSafe AI (Jev) categorical classification.

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AI/ML API

Blitz chess against frontier models

A chess experiment where Jev V13 makes decisions against advanced language models.

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Trinay Hari

A 26-sheet plan set in 2.9 seconds

A 26-sheet construction plan set was classified in 2.9 seconds using Jev with an LLM pipeline, costing $0.0052 and matching GPT-4.1 and GPT-6 Astra performance.

Decisions & routingEnglish

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Instructa

switchloom

A deterministic model routing system for coding agents with a skill for Codex.

Agents & browsersEnglish

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Matthew Berman

723 ads, 30 personas, 22 cents

A focus group experiment using Jev to make scroll or stop decisions on ads.

Agents & browsersEnglish

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eve

Criteria-based model routing in Eve

Ultra-fast model routing using Jev for agent-based systems.

Agents & browsersEnglish

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Hassan

Jev vs. GLM at chess

A community test comparing Jev's performance against GLM 5.3 in a chess game, highlighting speed and cost efficiency.

Games & real timeEnglish

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Alan Daitch

Jev plays Tetris

Jev AI plays Tetris at high speed, completing 357 pieces and 134 lines in 2 minutes. Demonstrates rapid decision-making capabilities.

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AVB

Paper Breakdown research recommendations

Jev integrates into a recommendation engine, providing 70+ personalized suggestions per user at 0.0019$ per user.

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