AI-assisted summaries and translations. Check original sources for context and performance claims.
Tamir
JevForm creates adaptive forms that change based on user input meaning rather than fixed if-then logic.
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Jared Palmer
A developer project featuring a small Jev-like model running on a MacBook, collected for the tools shelf.

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Saeed
A tool built on Jev that identifies programming languages, colors code, and checks lint rules.
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logicrw
Awesome Jev: source-backed open-source ecosystem radar, plain-language project discovery, and automatic GitHub sync.

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arielweinberger
This demo uses Jev from TypeSafe AI to autonomously fly a drone in a random city from point A to point B, avoiding obstacles along the way. A trip costs $0.01.
github.comarielweinberger/jev-autopilot詳しく見る ↗
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archerhume.com
A guide exploring Jev's architecture through 10,000 API calls.

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Kyle Jeong
Observe the accessibility tree, Jev chooses the next action, Stagehand executes.
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Anshu
A project exploring pixel-level image generation through parallel decision-making processes.
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cpaczek
System One Search: navigate and trace code with TypeSafe judgments and repository evidence.
github.comcpaczek/s1s詳しく見る ↗
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techcrunch.com
A tech publication highlights Jev as an AI model offering a cost-effective and efficient approach to software intelligence.

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Robert Yang
Jev semantically formats spreadsheets instantly, with suggestions for integration into other platforms.
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AboveColin
Async Python client for TypeSafe Jev. Typed questions in, probabilities and choices out, no prose to parse.
github.comAboveColin/jevclient詳しく見る ↗
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sriganesh
A live tone labeler for Bluesky posts and drafts, using TypeSafe's Jev API.
github.comsriganesh/jevibe-check詳しく見る ↗
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AbdelStark
Typed System One layer for Rust (Choice/Score/Noul).
github.comAbdelStark/s1-rs詳しく見る ↗
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r
Work-in-progress demo of Jev driving Minecraft, including fleeing zombies at night.
reddit.comJev plays Minecraft (r/accelerate)詳しく見る ↗
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Hamed Valigholizadeh
A community post showcasing Jev's ability to rank exam questions by likelihood of appearing on real tests within 80 seconds.
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Eric Nowoslawski
Using Jev to create Clay workflows instantly, leveraging its capabilities for rapid development.

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v-modal
A curated list of tools built for Jev — TypeSafe AI's System One model for typed decisions.
github.comv-modal/awesome-jev-tools詳しく見る ↗
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haseeb-heaven
A polished OpenAI + TypeSafe Jev terminal interface for answers with transparent decision reports.
github.comhaseeb-heaven/jev-system-one詳しく見る ↗
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explainer-articles
The Neuron's explainer on AI decisions without a chatbot.
www.theneuron.aiJev: System One models explained詳しく見る ↗
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Elia Alberti
A developer project that selects applicable rules for Claude, ensuring only relevant information is shown.

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aniol
A speech analysis tool that evaluates 30-second speeches for pauses, filler words, and confidence, providing feedback for improvement.
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jon-devlapaz
A grill-me style interrogation of your idea, with Jev doing the grilling.
github.comjon-devlapaz/jev-me詳しく見る ↗
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Stumble
Community Go SDK for TypeSafe AI Jev / System One.
github.comStumble/jev-go詳しく見る ↗
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mrnugget
Fish-style zsh history autosuggestions ranked by Jev (TypeSafe).
github.commrnugget/jev-shell-history詳しく見る ↗
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Towow.ai
An experimental programming language for constructing Jev-based queries, aimed at developers.
github.comTowow-ai/jpp詳しく見る ↗
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翻訳要約
Greg Pstrucha
Jevはセキュリティパイプラインの効率を向上させ、コストを5倍削減し、処理を高速化しながら、より高い精度を維持。

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tech.layerx.co.jp
A 30-minute internal session on Jev attended by over 50 engineers, generating more than 50 product ideas.

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aliaihub
Evidence-backed use cases, patterns, and guidance for building with Jev, TypeSafe AI's System One model. Every claim is labeled and sourced.
github.comaliaihub/awesome-jev-usecases詳しく見る ↗
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Mau Baron
Jev autonomously controls multiple characters in a video game with rapid decision-making.
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Marcel Pociot 🧪
A macOS app that automatically organizes downloaded files using rules.
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danvega
A simple Spring Boot 4 starter for TypeSafe Jev using Spring MVC and RestClient.
github.comdanvega/jev-spring-boot-starter詳しく見る ↗
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aaron
Aaron Levin: 155x cheaper than Opus 5, about 20x faster, and it generalizes across operating systems.

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Marek Sotak
A community post describing adaptive in-app support using Jev to provide real-time assistance based on user struggles.

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thekitze
Work-in-progress PR reviewer with plain-English Jev rules.
x.comjev-rabbit PR review bot詳しく見る ↗
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Mnimiy
A community post discussing a system where Jev acts as a quality gate for drafts, though it faced issues with communication.

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Chase Lean
Jev is used to identify and flag low-quality text generated by Opus.

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yesno.coderai.dev
Free, no-signup Noul demo. Ask a question, get yes, no, or maybe, with web search when needed.
yesno.coderai.devYes / No詳しく見る ↗
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blog.lepine.pro
Jev is discussed with examples of Choice, Noul, and Score in a Python project.

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Kevin Kern
Testing Jev's performance in automating Android end-to-end tests, showing faster results compared to other tools.

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hemanth
Pre-install security gate for npm lifecycle scripts using TypeSafe System One.
github.comhemanth/pkg-gate詳しく見る ↗
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cbetz
Twelve members. Zero qualifications. A playful TypeSafe AI council with animated votes, inspectable decisions, and shareable verdicts.
github.comcbetz/extremely-specific-council詳しく見る ↗
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jevclassifier.vercel.app
Local Telegram channel JSON analyzer for intent, quality, sentiment, and speaker tone.
jevclassifier.vercel.appJev Classifier詳しく見る ↗
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Nader Dabit
Jev powers a predictive launcher that anticipates user intent based on typing patterns.
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x.com
Jev is integrated with Cloudflare AI Gateway to provide structured answers to typed questions.
x.comJev on Cloudflare AI Gateway詳しく見る ↗
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Alan Daitch
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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uezochan
Voice-dialog turn-end detection using Jev scores after speech.
x.comAIAvatarKit turn-end gate詳しく見る ↗
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cardotrejos
Typesafe/Jev public X demo.
github.comcardotrejos/jev-should-i-apply詳しく見る ↗
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soderlind
Connect WordPress to TypeSafe's Jev System One model for structured decisions (choice, score, noul).
github.comsoderlind/ai-provider-for-jev詳しく見る ↗
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www.youtube.com
Jev processes natural language with structured outputs and confidence levels, but it is not a traditional large language model.

YouTube · 詳しく見る
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p
Anthony Maio's essay on what a model that cannot generate text is for.
anthonymaio.substack.comJev: The Language Model That Will Not Talk詳しく見る ↗
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Abhishek from Youform
A tool developed using Jev to create a voice builder for Youform, noted for its speed.

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mizzlelover
JEV HUB · X 上关于 TypeSafe AI「系统一模型」Jev 的长文与演示视频聚合(保留原链与作者)| 谁是专家 出品.
github.commizzlelover/jev-hub詳しく見る ↗
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YehuiTang0316
TypeScript CLI that finds code, docs, logs, and text by natural-language conditions using Jev Noul judgments, with probability thresholds, source lines, and cached results.
github.comYehuiTang0316/jev-nlgrep詳しく見る ↗
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x.com
A collection of notable Jev projects shared on X, highlighting various applications and experiments.

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TianyuCodings
Compact version of Jev that generates full probability distributions in a single forward pass.

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Zahle Khan
A community post introducing Jev board, a tool for ambient intelligence interfaces using fast, reliable models.
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Eugene Cheah
Open-source library converting Hugging Face models into Jev-style endpoints for broader accessibility.
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SoundBlaster
Jev adapter to Mellea.
github.comSoundBlaster/Jev4Mellea詳しく見る ↗
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jeffloo886
🚀 Blazing-fast native macOS menu bar companion for Notion. Pure Swift & SwiftUI (<3MB), 8 languages.
github.comjeffloo886/jev-notion詳しく見る ↗
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Nozomi Koborinai
A tool for verifying generated code against specified requirements.
github.comnozomi-koborinai/jev-spec詳しく見る ↗
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Jerry Xiao
A developer project focused on bug-bounty chain tools, with Jev gating each step in the process.
github.comundeemed/Jcyber詳しく見る ↗
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realZachi
Ask your Postgres tables questions in plain language. A PostgreSQL extension powered by TypeSafe's Jev.
github.comrealZachi/pg-jev詳しく見る ↗
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tylerjharden
JEV picks which stream idea becomes the live MVP. TypeSafe System One decision board.
github.comtylerjharden/harden-jev-decides詳しく見る ↗
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Hexye
A tool for automated risk review of pull requests using Jev.
github.comHexyeDEV/JevPR詳しく見る ↗
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fgn
Go client for TypeSafe AI's System One API (Jev), with optional Langfuse instrumentation.
github.comfgn/jevgo詳しく見る ↗
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kitze 🛠️ tinkerer.club
A smart calculator notebook capable of performing various calculations using Jev's processing power.
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Okina Audio
A tool controlling Ableton Live with concise commands, leveraging Jev's decision-making capabilities.
github.comokinaaudio/live-jev詳しく見る ↗
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nader dabit
Jev's effectiveness in performing intent-based search within Gmail.
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y0usaf
Ask Jev typed questions from the shell: noul, choice, and score answers as numbers, not prose.
github.comy0usaf/typesafe-cli詳しく見る ↗
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tumf
Small dependency-free CLI for TypeSafe Jev.
github.comtumf/jev-cli詳しく見る ↗
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jomatsu
Zod validates the shape, Jev validates the meaning: semantic checks on request bodies become calibrated probabilities you threshold in code.
github.comjomatsu/zod-jev詳しく見る ↗
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