Bài đăng ra mắt Jev
Diogo Almeida giới thiệu Jev, mô hình ra quyết định có cấu trúc của TypeSafe. Xem bộ phim giới thiệu và khám phá chuỗi gốc để tìm hiểu cách tiếp cận, ví dụ và hiệu năng được báo cáo bởi tác giả.
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Recent activityA FIELD GUIDE TO JEV / VOL. 01
Tinh hoa Jev: dự án thực tế, hướng dẫn hữu ích và ý tưởng từ khắp internet.
Diogo Almeida giới thiệu Jev, mô hình ra quyết định có cấu trúc của TypeSafe. Xem bộ phim giới thiệu và khám phá chuỗi gốc để tìm hiểu cách tiếp cận, ví dụ và hiệu năng được báo cáo bởi tác giả.
Thông báo chính thức ra mắt TypeSafe giới thiệu phòng thí nghiệm và hướng người phát triển đến Jev. Bao gồm bộ phim giới thiệu của Diogo Almeida và lời giới thiệu ban đầu.
TypeSafe thông báo truy cập công khai vào Jev mà không cần danh sách chờ. Bảng điều khiển chính thức là điểm bắt đầu để thử nghiệm các quyết định có kiểu trong ứng dụng của bạn.
TypeSafe nhấn mạnh cách tiếp cận đầu ra có kiểu của Jev: các ứng dụng cung cấp trạng thái và câu hỏi, sau đó thực hiện hành động dựa trên xác suất, lựa chọn hoặc điểm số. Thông báo liên quan cũng đề cập đến tích hợp API Venice.
Start with the Launch Post. Explore four official signals.
1.198 tài nguyên
AI-assisted summaries and translations. Check original sources for context and performance claims.
A research project enabling SQL queries with real type responses.

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

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A GitHub project converting agent skills into Oxlint plugins that involve Jev.

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A React app that estimates an age range based on a Korean name, described as a developer tool.

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A 2-minute song composed by Jev-thoven using first principles.
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A GitHub project routing tasks by selecting model tier, tools, skill, and effort.

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Context-pruning proxy for Claude Code and Codex: Jev judges which history is still needed, measured not claimed. POC here now, heading soon into https://github.com/compozy/compozy.

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Jev AI performs quality checks on action labels for physical AI training data at high speed.
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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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DuckDB extension that classifies rows in CSV, Parquet, or DuckDB tables with Jev, about 10 seconds per 1,000 rows.
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Jev demonstrates real-time decision-making in the game Doom, making moves up to ten times per second.
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A Jev-powered system that analyzes PDFs page by page to determine which require OCR processing.
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Fazt presenta las decisiones estructuradas de Jev con ejemplos de Snake y clasificación de solicitudes de soporte.
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A YouTube guide explores using Jev within an agentic coding loop, focusing on cost efficiency for development tasks.
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A project using Jev to enable fast voice-controlled interactions with a Mac computer.
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A community guide outlining 10 steps to implement Jev for faster decision-making in AI agent systems.
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A tool using Jev to efficiently evaluate content by producing probabilities instead of text, faster and cheaper than traditional models.
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A small, extensible decision-to-action harness for TypeSafe Jev.

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A project using Jev for skill routing in an agent system, based on community development.
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Jev is utilized for decision-making processes on Cloudflare, including support routing and risk management.

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A logic interpreter uses plain English to enable Jev to perform reasoning tasks it cannot handle alone.
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A stock evaluation tool using Jev for fast market analysis.
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Jev filters social media posts to reduce negative content exposure by categorizing them.
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Jev cải thiện hiệu quả luồng bảo mật, mang lại giảm 5 lần chi phí và xử lý nhanh hơn trong khi duy trì độ chính xác cao hơn so với các mô hình nhỏ hơn.

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A demo showing how to make open source models behave like Jev using inference engineering and scoring endpoints for decision-making.
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Jev tests shooting skills in the arcade game Time Crisis, with a harness to assist performance.
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A predictive app launcher using Jev to interpret user intent and enhance app discovery.
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Utilizes Jev as a decision engine to manage and coordinate multiple bot agents for complex tasks.
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A moderation system for Mastra agents that processes inputs in a single file.

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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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A macOS app that automatically organizes downloaded files using rules.
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Framework for running end-to-end tests with agents using Jev.
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A user creates music by giving real-time voice commands to Jev.
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Daf-jev: composable Python toolkit for TypeSafe's Jev (System One) decision API — question builders, confidence gates, evaluator, calibration, CLI, MCP server, agent skill.

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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 tags X posts in real time with labels like 'breaking,' 'golden nugget,' or 'slop'.
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A community post describing Jev's use for analyzing competitors' ads and generating creative shortlists.
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A log analysis tool that groups 22.8M lines into patterns and uses Jev to review key patterns.
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Multi-axis writing quality checker powered by TypeSafe AI's Jev model. Separate named checks, each with its own verdict and confidence.

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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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Explains Jev's role in automating decision-making processes and enabling new business models through efficient task sorting and classification.
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A game project involving a penalty shootout against Jev using Render Workflows and Postgres.

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Utilizes Jev for quick coaching support and detecting and fixing slop during sessions.
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Agent skill: design judgment-assisted systems with TypeSafe Jev (System One). Maps Choice/Score/Noul onto decision theory, reranking, and routing. Composition algebra, question design, validation gates. MIT.

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Diogo Almeida giới thiệu Jev, mô hình ra quyết định có cấu trúc của TypeSafe. Xem bộ phim giới thiệu và khám phá chuỗi gốc để tìm hiểu cách tiếp cận, ví dụ và hiệu năng được báo cáo bởi tác giả.
Jev HOLDFIT 92%CAT 53%
Jev on Sol. A community post describing an experiment where Jev analyzes Solana blockchain data in real time.
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Jev processes 1,000 emails for category, priority, spam, and reply predictions.
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Jev integrates into a recommendation engine, providing 70+ personalized suggestions per user at 0.0019$ per user.
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Jev classifies 500 emails quickly and inexpensively, demonstrating its efficiency in processing tasks.
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A community post confirming Jev's capability to generate text, responding to a claim that it cannot.

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A Chrome extension enabling agents to browse and interact with websites, utilizing Jev for decision-making.
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A MakerMods robot arm is demonstrated within the MuJoCo simulation environment, showing interaction through JSON state inputs and action selections.
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A massively parallel browser-based adversarial testing suite for evaluating releases, costing pennies.
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Jev integrates with Cal.com to quickly find team scheduling overlaps.
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A tool for monitoring Reddit threads to gather data cited by AI, offering free analysis of 4000 threads via email, Discord, or Slack.
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Scans a codebase for covert, deceptive, or data-stealing behavior with Jev, then reports suspicious files and line ranges before the user runs it.

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A community project using Jev to customize Hacker News content preferences.
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An experimental local-first plugin for coding agents that uses Jev to provide quality feedback during development.
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Jev-browser enables agents to perform web tasks by automatically opening websites and making click decisions based on screen content.
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An experiment to enable Jev to perform dogfighting, with ongoing improvements.
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A community-developed resource for analyzing and improving fighting techniques through Jev's capabilities.
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A community post describing an SEO audit using Jev to analyze website internal links in 45 seconds.
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Compact version of Jev that generates full probability distributions in a single forward pass.
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Jev classifies emails for fraud detection, with uncertain cases handled by Kimi K3 for high accuracy.
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A guide on using Jev to route between models and block risky tool calls.

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Agent-ergonomic CLI for TypeSafe's Jev: fast calibrated judgments (pick, rate, check, rank, triage, guard) from the shell.

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A developer project demonstrates Jev's rapid response to browser tasks, with decisions made in approximately 100 milliseconds.

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A demonstration of Jev competing against OpenJev in a first-person shooter game.
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A community tool that filters work-in-progress todos based on semantic meaning, not just keywords.
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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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A chess experiment where Jev V13 makes decisions against advanced language models.
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Jev identifies and manages marketing messages in Android notifications without content deletion.

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