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 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 useExplore this project ↗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 everyoneExplore this project ↗TypeSafe’s official launch announcement introduces the lab and points builders to Jev. It includes Diogo Almeida’s launch film and original introduction.
Four official signals. A fresh starting point on each visit.
1,198 resources
AI-assisted summaries and translations. Check original sources for context and performance claims.
Company homepage, waitlist, and product overview.
typesafe.aiTypeSafe AIExplore this project ↗Source-linked curation
Official TypeSafe reference: Guardrails for LLMs.
docs.typesafe.aiSTATE → DECISION → CODEExplore this project ↗Source-linked curation
Predict another skill's next closed decision with TypeSafe Jev — without running that skill.
github.comDanielKillenberger/jev-predict-skillExplore this project ↗Source-linked curation
Interactive explorer and Jev question workspace for Jev Board datasets.
github.comWebGrga/jev-board-labExplore this project ↗Source-linked curation
EmbodiedJev: MuJoCo robot decision workbench with MiniCPM5-2B, Jev and compatible model APIs.
github.comFBddcz/embodied-jevExplore this project ↗Source-linked curation
Head-to-head test at validating local event listings, with cost and latency.
nearhere.eventsJev vs Mistral and Gemini for event validationExplore this project ↗Source-linked curation
Nushell module for the TypeSafe System One API: typed decisions with calibrated probabilities.
github.comcablehead/jev.nuExplore this project ↗Source-linked curation
TypeSafe Jev for OTP: reply to Jev from a GenServer and pattern match on its answer.
github.comdannote/jevExplore this project ↗Source-linked curation
A community experiment using Jev as a plugin in Claude to reduce unnecessary tool calls, cutting token count from 1M to 86K.
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Orus uses Jev to review and approve trade strategies before execution, enhancing decision-making with structured answers.
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Jev selects legal moves in a game of chess, compared to reasoning models.

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A developer project where Jev assists in browsing by selecting actions, with an LLM planning and citing sources.

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Fast, drop-in profanity and toxicity screener for Node.js, powered by TypeSafe AI Jev. Catches leetspeak, character spacing, and romanized profanity across languages including Kannada, Telugu, Tamil, Hindi, and Bengali. ~50-500ms latency.
github.comItisShikhar/gg-friggin-ezExplore this project ↗Source-linked curation
Jev (System One decision model) plugin suite for DeepSeek Harness (dsh).
github.comzhangxaochen/dsh-jevExplore this project ↗Source-linked curation
Evidence-backed index of real-world Jev (TypeSafe AI System One) use cases: repos, patterns, benchmarks, and measured results.
github.comanandi1989/awesome-jev-usecasesExplore this project ↗Source-linked curation
Guardrails for Pi built on pi-typesafe that steer the agent instead of interrupting you: Jev judges irreversible and off-task tool calls, detects stuck loops, checks unverified done claims, flags slop.
github.comDevMortimer/pi-wardenExplore this project ↗Source-linked curation
Computer use for about $0.0002 a step: OCR the screen, classify the next action with TypeSafe, click. macOS.

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3D chess where Jev plays both sides, or you jump in.
chess-jev.loomens.comchess-jevExplore this project ↗Source-linked curation
Everyday Stocks Status with Jev.

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A tool that identifies App Store keywords by analyzing competitors and using Jev to filter relevant terms.
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Official TypeSafe reference: System One.
docs.typesafe.aiSTATE → DECISION → CODEExplore this project ↗Source-linked curation
Jev rapidly analyzes 700 live ads in 40 seconds for marketing insights at low cost.
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Reproducible benchmark for measuring Jev reranking quality, latency, and cost in RAG.
github.comerendikmenn/jev-rag-benchmarkExplore this project ↗Source-linked curation
Classifies tax documents using an LLM pipeline for efficient processing.
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A free AI tool built on Jev that quickly scans text for low-quality content, processing around 10,000 words in 2 seconds.
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Test report using Jev to check each agent action first: most attacks caught, almost no false blocks.
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Classify Git commit diffs and messages with Jev. Bug fixes, security fixes/CWEs, and change types.
github.comdevanshbatham/commit-minerExplore this project ↗Source-linked curation
The decision layer for your Rails app. A Rails-native wrapper around TypeSafe's Jev System One API: typed, calibrated decisions in your control flow.
github.comRay-Hughes/jevalynExplore this project ↗Source-linked curation
Jev, TypeSafe's System One model, plays chess against any OpenRouter LLM, Stockfish and you. One-page web app with live moves, Jev's move probabilities, saved games and win rates.
github.comchoxos/jevchessExplore this project ↗Source-linked curation
Codebase search powered by Jev from @typesafe-ai.
github.comellipsis-dev/blinkExplore this project ↗Source-linked curation
The invalidation layer for AI memory. Every fact gets a lease; new evidence ends it. Built on TypeSafe Jev.
github.comchopratejas/invalidateExplore this project ↗Source-linked curation
A live Bluesky feed with real-time emotion detection and user avatar matching.
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TypeSafe Jev as a decision layer for the Pi coding agent: a measured tool-call gate plus jev_ask for typed, calibrated answers.
github.comy0usaf/pi-jevExplore this project ↗Source-linked curation
A community post describing control of a simulated fly.
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A Go client for the TypeSafe API, aimed at developer tools and applications.

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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
A challenge where 100 builders used Jev and Fable 5.1 to create a post scheduler, highlighting Jev's speed.
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Jev analyzes 724 live ads from 37 brands in 40 seconds, breaking down their elements and formats.
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Typesafe AI SDK in Elixir using Req.
github.comvinnie357/typesafe_sdk_exExplore this project ↗Source-linked curation
DiffJury — TypeSafe Jev PR risk router + code review coach.
github.comraihankhan-rk/diffjuryExplore this project ↗Source-linked curation
TypeScript browser agent for ego lite: Jev Ultrafast indexed actions, TypeSafe Jev decisions, persistent observe/act CLI. No Chrome or Playwright.
github.comromaluev/jev-egoExplore 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
Jev for Chrome: drives the tab you are looking at with TypeSafe Jev, a sub-second decision model. Community port of browser-use/jev-ultrafast, not affiliated with TypeSafe.
github.comchy4pro/jev-for-chromeExplore this project ↗Source-linked curation
Typed System One decisions, ranking, verification, and an opt-in Hermes tool gate using TypeSafe Jev.
github.comkeeltrace/hermes-jevExplore this project ↗Source-linked curation
Integrates Jev into apps for smart autofill features improving user experience.
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PHP & Laravel SDK for TypeSafe AI's JEV Model series.
github.combinnash/typesafe-sdkExplore this project ↗Source-linked curation
A GitHub project where Jev plays Minesweeper, revealing its capability to handle real-time, turn-based game mechanics.
github.comEnesYilmazcode/JevMinesweeperExplore this project ↗Source-linked curation
Audit your git diff against YAML coding-standards packs using TypeSafe's Jev model, from a CLI or your AI agent's command/skill.
github.comKushwho/jev-codesExplore this project ↗Source-linked curation
Jev differs from LLMs by evaluating predefined decisions directly, enabling parallel processing of independent questions.
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Moved hard-coded rules to Jev for faster AI processing and reduced costs in projects like aiseotracker and linkdr.
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A tool that provides quick actions based on clipboard content, specifically for macOS.
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A community post listing Chinese open-source Jev clones with technical specifications.
x.comFive open Jev replicas, in ChineseExplore this project ↗Source-linked curation
The maze as JSON; Jev picks the turn at each junction in real time.
jev-pacman.ephraimduncan.comJev Pac-ManExplore this project ↗Source-linked curation
Jev-Tool-Runner is a GitHub project where Jev selects developer tools and Codex generates code based on those selections.

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A Kotlin DSL and client for TypeSafe's Jev model.
github.compambrose/jev4kExplore this project ↗Source-linked curation
Ask Jev typed questions from the shell: noul, choice, and score answers as numbers, not prose.
github.comy0usaf/typesafe-cliExplore this project ↗Source-linked curation
Community .NET SDK for the TypeSafe AI System One API — typed noul, choice, and score questions with structured, confidence-scored answers. Not affiliated with TypeSafe AI.
github.comsaibimajdi/typesafeai-dotnet-sdkExplore this project ↗Source-linked curation
Put your code comments on trial. Powered by Jev.
github.comntedvs/commentcopExplore this project ↗Source-linked curation
Idiomatic Java SDK for TypeSafe AI Jev System One decision engine.
github.comOlti1947/jev-javaExplore this project ↗Source-linked curation
Experimental protocol for evidence-aware agent handoffs, with Jev-assisted review before results reach the lead agent.
github.comzsoXi/agent-handoff-gateExplore this project ↗Source-linked curation
A macOS app that automatically organizes downloaded files using rules.
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A curated list of public projects, integrations, and discussions built on Jev — TypeSafe AI's System One model for typed decisions.

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Does Jev predict stock returns from news? It reads the news well; there is no tradeable alpha. Three arms separate reading from recall.
github.comGaurav-Gosain/jev-alpha-benchExplore this project ↗Source-linked curation
Retrieve by relevance, not resemblance: filter an AI assistant's memories with TypeSafe's Jev.
github.comsamdotmak/jev-recallExplore this project ↗Source-linked curation
An experimental tool using Jev to lint Supabase Row Level Security policies.
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Evaluating TypeSafe's Jev as a fast monitor and action gate for agent sabotage in SHADE-Arena, compared with Gemini 2.5 Flash/Pro.
github.comnican2018/shade-arena-jev-monitorExplore this project ↗Source-linked curation
A mahjong coach that uses Jev to suggest tiles to discard in Japanese.

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A real-time tool to analyze and categorize tweets for viral potential.
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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.
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TypeSafe AI System One (Jev) task plugin for QuantumNous/new-api — native /v1/systemone, synchronous evaluation, token billing.
github.comFFatTiger/new-api-plugin-typesafeExplore this project ↗Source-linked curation
Claude Code plugin that scores how well you prompt a coding agent, and shows whether your habits are improving. Runs on TypeSafe's Jev model. Zero added latency.
github.comCrowdLinker/JevPromptCoachExplore this project ↗Source-linked curation
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