A FIELD GUIDE TO JEV / VOL. 01
รวมโปรเจกต์จริง คู่มือใช้งาน และไอเดีย Jev จากทั่วอินเทอร์เน็ต
THE OFFICIAL SIGNAL 4 HIGHLIGHTS
Diogo Almeida@CompleteSkepticLAUNCH POSTDiogo Almeida แนะนำ Jev โมเดลการตัดสินใจที่มีโครงสร้างของ TypeSafe ดูภาพยนตร์เปิดตัวและสำรวจสายการสนทนาต้นฉบับเพื่อดูแนวทาง ตัวอย่าง และประสิทธิภาพที่ผู้เขียนรายงาน
TypeSafe AI@typesafeaiOFFICIALประกาศเปิดตัวอย่างเป็นทางการของ TypeSafe แนะนำห้องทดลองและชี้ให้ผู้สร้างไปยัง Jev มีภาพยนตร์เปิดตัวของ Diogo Almeida และการแนะนำตัวอย่างแรก
TypeSafe AI@typesafeaiOFFICIALTypeSafe ประกาศการเข้าถึงสาธารณะของ Jev โดยไม่มีรายชื่อรอ คอนโซลทางการคือจุดเริ่มต้นในการลองใช้การตัดสินใจแบบมีประเภทในแอปพลิเคชันของคุณเอง
JEVLAB ARTTypeSafe AI@typesafeaiOFFICIALTypeSafe ชี้ให้เห็นถึงแนวทางการออกผลแบบมีประเภทของ Jev: แอปพลิเคชันให้สถานะและคำถาม แล้วดำเนินการตามความน่าจะเป็น ตัวเลือก หรือคะแนน ประกาศที่เชื่อมโยงยังครอบคลุมการผสานรวม API Venice
JEVLAB ARTStart with the Launch Post. Explore four official signals.
286 แหล่งข้อมูล
AI-assisted summaries and translations. Check original sources for context and performance claims.
ปลั๊กอิน Claude ที่แทนการสรุปการบีบอัดด้วยการตัดสินใจของ Jev: ทุกการเรียกใช้เครื่องมือและผลลัพธ์จะถูกประเมินในหนึ่งการร้องขอที่รวดเร็ว ข้อมูลเก่าจะถูกลบหรือตัดทอน ทุกอย่างที่เก็บไว้จะคงรูปแบบเดิม
JEVLAB ART
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เอเจนต์ที่เร็วมากสำหรับการใช้งานเบราว์เซอร์: Jev เลือกการดำเนินการและองค์ประกอบ DOM ในหนึ่งการร้องขอ; โมเดลขนาดเล็กเขียนข้อความเฉพาะเมื่อจำเป็นต้องพิมพ์
JEVLAB ARTEnglishSource-linked curation
A developer project offering semantic code search for coding agents, benchmarked on SWE-bench Lite.
JEVLAB ARTEnglishSource-linked curation
A developer project for agent classification and selective reading using an agent plugin and MCP tool.
JEVLAB ARTEnglishSource-linked curation
MCP server and agent skill for the TypeSafe AI System One API (Jev): decompose a judgment into Choice / Score / Noul questions, lint them, measure on labelled data, and put calibrated thresholds in code.
JEVLAB ARTEnglishSource-linked curation
A developer project for agent-native routing that selects models based on task complexity.
JEVLAB ARTEnglishSource-linked curation
One grounded Jev/Playwright core: typed SDK, persistent CLI, and MCP server with native browser operations and deterministic assertions.
JEVLAB ARTEnglishSource-linked curation
Browser use for coding agents, 3-5x faster than browser-use. MCP server + CLI; TypeSafe Jev decides every step in ~300 ms.
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Vercel's open agent framework, which ships Jev as the default evaluation model in its experimental evaluate path.
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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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An agent project that enforces policies by judging Claude Code tool calls.
JEVLAB ARTEnglishSource-linked curation
A developer project for automatic context clearing in Pi without losing conversation history.
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Control a real browser by voice. Jev (TypeSafe System One) decides intent + target in ~300 ms per spoken word; Playwright acts — often before you finish the sentence.
JEVLAB ARTEnglishSource-linked curation
Go CLI and single-binary MCP server exposing TypeSafe judgments to Claude Desktop, Claude Code, and Codex.
JEVLAB ARTEnglishSource-linked curation
Typesafe's jev as a "fuzzy linter". give your code an ocular patdown.
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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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Jev-assisted file retrieval and request caching for faster Pi workflows.
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การใช้คอมพิวเตอร์ในราคาประมาณ 0.0002 ต่อขั้นตอน: สแกนหน้าจอ จัดประเภทการกระทำถัดไปด้วย TypeSafe คลิก macOS
JEVLAB ARTEnglishSource-linked curation
WXT browser extension: Jev-powered page clutter removal with reusable template rules.
JEVLAB ARTEnglishSource-linked curation
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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A GitHub project converting agent skills into Oxlint plugins that involve Jev.
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Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground.
JEVLAB ARTEnglishSource-linked curation
MCP server that puts TypeSafe Jev on the coding loop in Cursor, Codex, and any MCP client.
JEVLAB ARTEnglishSource-linked curation
Systematic software development framework for AI coding agents upgraded with TypeSafe Jev System One typed decisions.
JEVLAB ARTEnglishSource-linked curation
Write Cucumber tests with just the .feature file. No step definitions — Jev (TypeSafe AI) resolves each Gherkin step and Playwright runs it.
JEVLAB ARTEnglishSource-linked curation
100% free ₹0 agent-first SEO & GEO CLI suite and MCP server in Rust replacing Semrush and OpenSEO via DuckDuckGo and TypeSafe Jev System One.
JEVLAB ARTEnglishSource-linked curation
Fast Rust CLI for TypeSafe Jev: typed decisions, offline linting before you pay.
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Jev-Tool-Runner is a GitHub project where Jev selects developer tools and Codex generates code based on those selections.
JEVLAB ARTEnglishSource-linked curation
Agent-ergonomic CLI for TypeSafe's Jev: fast calibrated judgments (pick, rate, check, rank, triage, guard) from the shell.
JEVLAB ARTEnglishSource-linked curation
Jev decision layer for agents: MCP server, embeddable DecisionModel library, and an escalate-only Claude Code plugin (TypeSafe AI's Jev).
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Route to the cheapest model in claude code for your task using jev-router.
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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 Codex plugin that uses Jev to streamline and reduce excessive tool outputs.
JEVLAB ARTEnglishSource-linked curation
A moderation system for Mastra agents that processes inputs in a single file.
JEVLAB ARTEnglishSource-linked curation
Claude Code plugin: trim long Bash output with TypeSafe Jev before the model sees it.
JEVLAB ARTEnglishSource-linked curation
Self-improving agent harness with an optional TypeSafe Jev companion for typed Choice, Score, and Noul judgments.
JEVLAB ARTEnglishSource-linked curation
TypeSafe Jev as a decision layer for the Pi coding agent: a measured tool-call gate plus jev_ask for typed, calibrated answers.
JEVLAB ARTEnglishSource-linked curation
Jev-powered browser MCP for LLM agents — ~300ms decisions, no LLM tokens in the loop. Benchmark vs Playwright MCP included.
JEVLAB ARTEnglishSource-linked curation
Proof of concept MCP for Typesafe's new Jev AI model.
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Jev controls an Astra planner playing Minecraft in a developer project.
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Home Assistant Assist conversation agent powered by TypeSafe's Jev (System One) model.
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A developer project for the agents shelf, using MCP tool for Codex instead of listing all options.
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A developer project that uses Jev as a sensor to control access to agent tools, enhancing security and functionality.
JEVLAB ARTEnglishSource-linked curation
A staged code-review workflow and local dashboard built with TypeSafe Jev.
JEVLAB ARTEnglishSource-linked curation
Every tool call your agent makes, checked before it runs. A Claude Code plugin that uses TypeSafe AI's Jev to verify each pending tool call against the session plan, then allows it, asks you, or blocks it. Proof of concept.
JEVLAB ARTEnglishSource-linked curation
A claude code plugin for jev.
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Agent Skill: send closed coding-agent judgments to TypeSafe Jev.
JEVLAB ARTEnglishSource-linked curation
Jev-augmented Playwright MCP proxy — page-state triage, prompt-injection shielding, goal-based snapshot pruning, risky-action gating. Drop-in wrapper around @playwright/mcp for any coding agent.
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A deterministic model routing system for coding agents with a skill for Codex.
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Flue agent routing with TypeSafe Jev through Cloudflare AI Gateway.
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Code quality and test coverage for coding agents: Jev scores each source file so the agent knows what to fix first.
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Windows Codex Skill：通过 npx 或 Git 安装，安全配置 save-token-jev 的 PreCompact/SessionStart Hooks，并提供信任、原生压缩与旧内容隔离验证。
JEVLAB ARTEnglishSource-linked curation
Playjev uses Jev for browser automation with decision-making capabilities.
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Open auto mode for AI agents — a calibrated tool-call firewall powered by TypeSafe Jev. Ships as a Claude Code hook.
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Hybrid browser harness: an LLM turns goals into verifiable subgoals, Jev chooses each action and DOM field, Playwright acts.
JEVLAB ARTEnglishSource-linked curation
Chrome-devtools-mcp plus one tool: Jev walks the browser to the right spot, then your agent makes a single devtools call there.
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Six hook gates for Claude Code that catch broken rules, out-of-scope edits, unfinished asks, and false claims, each judged by Jev against a fixed checklist and one piece of evidence.
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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.
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A pi extension that exposes TypeSafe (Jev, System One) judgments as five pi tools, so a model can make narrow semantic judgments while your code and your users keep control of thresholds, weights, and actions.
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Almond-fastloop: Almond's browser computer-use rig (Chrome DevTools + TypeSafe Jev), and the Browser Use Olympics benchmark it is measured on.
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A developer project integrating Jev for judgment tasks within DeepSeek Harness.
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Aside agents decide with TypeSafe Jev (System One: Choice/Score/Noul). Not a Cua binding — Jev is the model, Aside is the browser runtime.
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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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Jev-powered model-judged permission gate for OMP (TypeSafe System One).
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TypeSafe Jev as the pi coding agent's quiet decision layer.
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Throw in a pile of company files and get them classified and organized by department, type, sensitivity, date, counterparty and PII, with an index for AI agents. Powered by TypeSafe's Jev on OpenRouter (17¢ per 1,000 files). Zero-dependency Node CLI + Claude skill + Codex agent.
JEVLAB ARTEnglishSource-linked curation
Local proxy that picks the Claude model and effort per message using TypeSafe Jev. Routes subagents, leaves your cached main chat alone.
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An agent system that makes one Jev decision per computational step.
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Reusable GitHub Action: agent fix loop gated by checks, an AI reviewer, and TypeSafe Jev.
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A code search tool for agents to find behavior patterns instead of text strings.
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Open-source LLM router that uses TypeSafe's Jev to pick a model, on top of LiteLLM.
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Pi extension: verbatim context compaction with TypeSafe Jev decisions.
JEVLAB ARTEnglishSource-linked curation
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4 HIGHLIGHTS
สรุปแปล
4 clicks / 7d
Agents & browsers
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