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.
A FIELD GUIDE TO JEV / VOL. 01
Das Beste von Jev: echte Projekte, praktische Anleitungen und Ideen aus dem Netz.
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 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.
x.comAnswers your code can useProjekt ansehen ↗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.
x.comJev opens to everyoneProjekt ansehen ↗Four official signals. A fresh starting point on each visit.
1.198 Ressourcen
AI-assisted summaries and translations. Check original sources for context and performance claims.
Tutorial covers API setup and building prototypes with Jev and LLMs.
Source-linked curation
Jev autonomously controls multiple characters in a video game with rapid decision-making.
Source-linked curation
A trading bot using Jev to decide buy/sell actions based on asset price feeds and executing real trades.
Source-linked curation
SuperX integriert mit Jev ermöglicht schnelle Post-Bewertungen mit hoher Genauigkeit bei der Vorhersage von Viralität.
Source-linked curation
A 30-minute internal session on Jev attended by over 50 engineers, generating more than 50 product ideas.

Source-linked curation
A community post shares a tech talk by Jev's founder, highlighting its speed, cost-effectiveness, and lack of hallucination.
Source-linked curation
A small open decision model: state + typed questions -> calibrated probabilities. A Jev / System One re-creation on Qwen3.5.

Source-linked curation
A collection of notable Jev projects shared on X, highlighting various applications and experiments.
Source-linked curation
X timeline labeler. A community post describing a Chrome extension that categorizes X posts into types like engagement bait or promo.
Source-linked curation
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.
Source-linked curation
A system that quickly captures user interface flows on demand, enabled by Jev's fast processing capabilities.
Source-linked curation
Jev demonstrated over 5x faster performance than other models in testing.
Source-linked curation
An image classifier using OCR and Jev processes 900 images in 40 seconds.
Source-linked curation
A project where Jev attempts to defeat the Pokémon League in Pokémon Gold, using basic controls to navigate and win.
Source-linked curation
A project classifying 1,018 AI research papers using Jev, achieving low cost and fast processing for organizing academic work.
Source-linked curation
Jev model demonstrates fast decision-making in a strategy game. Achieves high-speed gameplay with minimal visual feedback.
Source-linked curation
Tool for systematic reviewers to extract information from research articles efficiently.
Source-linked curation
A user creates music by giving real-time voice commands to Jev.
Source-linked curation
A developer project featuring a small Jev-like model running on a MacBook, collected for the tools shelf.

Source-linked curation
A community post about using an agent for autonomous Pokémon shiny hunting with automated resets and checks.
Source-linked curation
OpenTelemetry Collector connector that uses Jev to assess metric metadata and apply retention policies before export.
github.comishantanu/jevmetricsProjekt ansehen ↗Source-linked curation
Community Rails integration on the typesafe-sdk gem: configuration, persisted usage and cost telemetry, and opt-in confidence policies.
github.comGenieRobot/typesafe-ai-railsProjekt ansehen ↗Source-linked curation
JEV picks which stream idea becomes the live MVP. TypeSafe System One decision board.
github.comtylerjharden/harden-jev-decidesProjekt ansehen ↗Source-linked curation
@ai-sdk/typesafe-ai plus experimental_evaluate; use jev-latest as an evaluation model.
ai-sdk.devVercel AI SDK providerProjekt ansehen ↗Source-linked curation
A community experiment demonstrating Jev's interaction with a video game.
Source-linked curation
Dev.to walkthrough of the Vercel AI SDK evaluate integration.
dev.toHe says he co-invented ChatGPT. His new AI will not write a wordProjekt ansehen ↗Source-linked curation
Open-source Jev-style System One decision model. Gemma 3 270M with a scoring head — fast, calibrated decisions in a single forward pass. No text generation. Inspired by TypeSafe.ai's Jev.
github.comakash-kamat/system-one-gemmaProjekt ansehen ↗Source-linked curation
A gaming project enabling seamless switching between manual and AI-driven gameplay using Jev.
Source-linked curation
Detects low-quality content in real-time as users scroll.
Source-linked curation
Reproducible Jev Ultrafast research-browser eval harness + field note (QC’d cases, suite runner, report generator). Not investment advice.
github.comjgridifier/jev-research-evalProjekt ansehen ↗Source-linked curation
Jev successfully played and won a match in the game Clash Royale.
Source-linked curation
A stronger one-pass scorer over a variable list of text options: hashed n-gram encoder, rival-aware attention, gated head, temperature scaling, benchmarked against jevlike.
github.comolanotolu/jevbetterProjekt ansehen ↗Source-linked curation
Official TypeSafe reference: Double-checking citations.
docs.typesafe.aiSTATE → DECISION → CODEProjekt ansehen ↗Source-linked curation
RuneBench harness for TypeSafe's Jev: bounded action catalog, tick-mode controller and a live dashboard.
github.comSkyvern-AI/jevscapeProjekt ansehen ↗Source-linked curation
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-hubProjekt ansehen ↗Source-linked curation
A developer project for lead scoring in Clay using Jev.
github.compromptgtm-shared/clay-jev-people-rankerProjekt ansehen ↗Source-linked curation
An experiment to enable Jev to perform dogfighting, with ongoing improvements.
Source-linked curation
A developer project for automatic context clearing in Pi without losing conversation history.

Source-linked curation
A community tool allowing Jev to make decisions through command-line interactions for agent systems.

Source-linked curation
EmbodiedJev: MuJoCo robot decision workbench with MiniCPM5-2B, Jev and compatible model APIs.
github.comFBddcz/embodied-jevProjekt ansehen ↗Source-linked curation
A community post showcasing Jev's ability to rank exam questions by likelihood of appearing on real tests within 80 seconds.
Source-linked curation
三大クラウドの機能名を、TypeSafe AI の System One モデル Jev が確率つきで判定するデモ.
github.comminorun365/jev-cloud-quizProjekt ansehen ↗Source-linked curation
Jev's effectiveness in performing intent-based search within Gmail.
Source-linked curation
High-throughput synthetic & pretraining dataset sifter powered by TypeSafe AI Jev (api.typesafe.ai). Stream, filter, and score Parquet & JSONL datasets at 1,500+ rows/sec using System One typed decisions (Choice, Score, Noul).
github.comAkashPriyadarshii/jev-curateProjekt ansehen ↗Source-linked curation
Using Jev as an evaluator.
github.comdanielgshea/jev-as-a-judgeProjekt ansehen ↗Source-linked curation
Jev enables Grok Bot to control real Chrome for faster, automated tasks instead of slow look-and-click methods.
x.comJev driving real Chrome from Grok BotProjekt ansehen ↗Source-linked curation
Offizielle Agent-Fähigkeiten für Claude Code, Codex und kompatible Agenten: Grundlagen, Muster und Struktur von Bewertungen.

Source-linked curation
Real-time League of Legends win-probability overlay using Jev to analyze game state and predict outcomes.
Source-linked curation
A demo project enabling voice commands for Fusion 360, where Jev identifies if speech is a command or casual talk.
Source-linked curation
A curated list of tools, integrations, and experiments built on Jev, TypeSafe AI's System One model for fast, typed decisions.
github.comckaraca/awesome-jevProjekt ansehen ↗Source-linked curation
Not every coding task needs your best model. Experimental Jev-powered model routing for Claude Code — V3 prototype runs today, V4 routes at the task boundary.
github.comMongLong0214/jev-gateProjekt ansehen ↗Source-linked curation
A community project exploring Jev's potential to evaluate agent progress beyond basic trace data.
Source-linked curation
A Rubik's Cube that uses Jev AI to solve itself using a human-like method rather than optimal algorithms.
Source-linked curation
Fish-style zsh history autosuggestions ranked by Jev (TypeSafe).
github.commrnugget/jev-shell-historyProjekt ansehen ↗Source-linked curation
A tool that monitors user interactions and intervenes only when it detects confusion or difficulty, using Jev to determine appropriate responses.
Source-linked curation
Pre-alpha PostgreSQL extension for TypeSafe AI (Jev) categorical classification.

Source-linked curation
Helper n8n community node for Jev by TypeSafe. Classify, route, and score text with questions you define, and get a probability for every answer so unsure items can go to review.
github.comvibe-with-me-tools/n8n-nodes-jevProjekt ansehen ↗Source-linked curation
A guide explaining Jev's approach to making typed decisions rather than processing text.

Source-linked curation
An experimental JEV-powered framework for forecasting short-term stock price direction from structured market data.
github.comsosopop/jev_stockProjekt ansehen ↗Source-linked curation
Three composable judgment pipelines on TypeSafe's Jev: support-ticket triage, observability alert triage, and a deploy-risk gate.
github.comshivam2003-dev/typesafe-triage-guardProjekt ansehen ↗Source-linked curation
A fire evacuation simulation where each person makes Jev-style decisions.

Source-linked curation
Official TypeSafe reference: Composite scoring.
docs.typesafe.aiSTATE → DECISION → CODEProjekt ansehen ↗Source-linked curation
An optimized inference engine to turn LLMs into Jev-like machines: optimized for quick, lightweight, and accurate decision-making, classification, and scoring.
github.comMintzs/jevifyProjekt ansehen ↗Source-linked curation
Fast structured Android control loops with TypeSafe Jev and Mobile MCP.

Source-linked curation
Talk to your Mac. Local whisper.cpp + one Jev (TypeSafe) call per command + macOS automation.
github.comkevinbadi/jev-voiceProjekt ansehen ↗Source-linked curation
An experiment using Jev for real-time model selection in AI agents, collected for the agents shelf.
Source-linked curation
A livestream analyzing Jev's architecture for JSON-predicting models.
Source-linked curation
An observable raw-character chat experiment powered entirely by TypeSafe Jev Choice.
github.comkesku/jev-freeformProjekt ansehen ↗Source-linked curation
Single-agent Pi coding coprocessor with Jev semantic gates, baseline-to-current diff review, and append-only observability telemetry.
github.comKamilPostrozny/pi-jev-codeProjekt ansehen ↗Source-linked curation
Put a live Jev (TypeSafe) meter on any video: every sentence scored, rendered as a 16:9 edit.
github.comChetasLua/jevmeterProjekt ansehen ↗Source-linked curation
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.
Source-linked curation
Claude Code Stop hook that checks an AI assistant's claims against what it actually read this session, using TypeSafe's Jev as the judge.
github.comVladyslavHontar/clear-headProjekt ansehen ↗Source-linked curation