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A FIELD GUIDE TO JEV / VOL. 01

小小判斷。
無限可能。

匯集 Jev 的真實專案、實用指南和來自全網的創意。

探索實驗室指南
1,198項資源16種語言
TypeSafe AI THE OFFICIAL SIGNAL 4 HIGHLIGHTS
Diogo Almeida@CompleteSkepticLAUNCH POST

Jev 發布文章

迪奧戈·阿梅達介紹 Jev，這是 TypeSafe 的結構化決策模型。觀看推出影片，並探索原始主題以了解模型的方法、範例和作者報告的效能。

2026-09-15 · Launch postView on X

Start with the Launch Post. Explore four official signals.

1,198 項資源

AI-assisted summaries and translations. Check original sources for context and performance claims.

shivam2003-dev

typesafe-triage-guard

Three composable judgment pipelines on TypeSafe's Jev: support-ticket triage, observability alert triage, and a deploy-risk gate.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Decisions & routingEnglish

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ranjan2829

AskJev

AskJev — Jev autopilot for any website + guard on irreversible clicks (TypeSafe System One, not Claude).

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Agents & browsersEnglish

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Odogwu Machalla

Jevinik

A stock evaluation tool using Jev for fast market analysis.

Jevinik
Markets & experimentsEnglish

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Jack Vinijtrongjit

Jev attempts Resident Evil

A community post describes Jev attempting to play Resident Evil, testing its ability to handle 3D environments, objectives, and combat scenarios.

Jev attempts Resident Evil
Games & real timeEnglish

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bitnovus

jev-spam-eval

Zero-shot spam filtering with TypeSafe Jev Noul questions, compared with TF-IDF baselines.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Research & dataEnglish

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huntedman

JevLint

Configurable semantic linting powered by Jev, with file-level NOUL judgments and a magic-strings plugin.

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Agents & browsersEnglish

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tontoko

jev-browser (tontoko)

One grounded Jev/Playwright core: typed SDK, persistent CLI, and MCP server with native browser operations and deterministic assertions.

jev-browser (tontoko)
Agents & browsersEnglish

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kavehmz

Jev Driving Lab

Interactive experiments from support routing to a 3D driving simulation: structured sensor state in, typed steer, brake, and overtake decisions out.

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Games & real timeEnglish

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OmniJev

PlayJev

Play ten browser games from the screen with a 0.8B open model that returns a probability over the game's legal moves in one forward pass, no text generated.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Agents & browsersEnglish

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colinmcdermott

emoji-jev

Emoji autocomplete at the speed of typing. TypeSafe AI Jev on a Whop-hosted TanStack Start app.

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Tools & appsEnglish

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Agent Labs

fastbrowse

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

fastbrowse
Agents & browsersEnglish

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rorshopping

jev-on-a-laptop

Unofficial study: Jev-style parallel typed decisions on stock 1.5B-8B models on an Apple Silicon laptop. Benchmarks, research notes, and a Hugging Face Space demo.

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Start hereEnglish

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mzainzulifqar

jev-php-sdk

PHP SDK for TypeSafe's Jev: send text and typed questions, get typed answers with calibrated confidence. PHP 8.1+, works with any PSR-18 client, Laravel 8–13.

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Tools & appsEnglish

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blog

One judge call vs twelve dimension scores

One direct Jev question per row against 12–14 Jev-scored dimensions with locally fitted weights on three classification tasks: 5,477 test rows, 25,174 Jev calls, $1.43. Decomposition wins on Japanese NLI (0.9076 vs 0.8373) but flags about 25× more hard benign rows as attacks (37.2% vs 1.5%).

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Decisions & routingEnglish

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jexp

neo4jev

Typesafe.ai System One Model Jev navigating a Neo4j graph by using a classifier over neighbouring relationships.

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Decisions & routingEnglish

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jevclassifier.vercel.app

Jev Classifier

Local Telegram channel JSON analyzer for intent, quality, sentiment, and speaker tone.

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Tools & appsEnglish

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zhuyansen

jev-search-rerank-eval

Does a TypeSafe Jev rerank beat embedding search? Graded relevance eval (9,831 pairs, 164 zh/en queries) over the Agent Skills Hub catalog, with the judge-circularity bias measured.

JEVLAB decorative pixel illustration; not source mediaJEVLAB ART
Agents & browsersEnglish

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getexcited

stepwarden

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.

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Agents & browsersEnglish

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vinilana

live-jev

2D autonomous car simulation in the browser, driven by TypeSafe's Jev decision model.

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Agents & browsersEnglish

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Combos Fun by Converge.AI

Combos FPS

A community post compares Jev's performance to Astra in gaming scenarios, highlighting its unique approach.

Combos FPS
Games & real timeEnglish

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rashedInt32

jev-mcp (rashedInt32)

MCP server exposing TypeSafe Jev as typed, calibrated judgment tools: classify, score, check, batched ask. Ships as a Claude Code plugin.

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Agents & browsersEnglish

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tamaratran

jev-pruner

Claude Code plugin: trim long Bash output with TypeSafe Jev before the model sees it.

jev-pruner
Agents & browsersEnglish

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Bewinxed

jevgpt

A chatbot built on a model that cannot generate text (TypeSafe AI's Jev, driven autoregressively).

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Research & dataEnglish

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Brainwires

jevwire

Jev decision layer for agents: MCP server, embeddable DecisionModel library, and an escalate-only Claude Code plugin (TypeSafe AI's Jev).

jevwire
Agents & browsersEnglish

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rashedInt32

jev-reach

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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Agents & browsersEnglish

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madeye

pi-jev

Jev-assisted file retrieval and request caching for faster Pi workflows.

pi-jev
Agents & browsersEnglish

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caiovicentino

jev-shield

Semantic MCP firewall powered by Jev — screens every tool call, tool result, and tool description with calibrated System One verification. 94% block recall, 0 false positives, ~$0.00002/check.

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Agents & browsersEnglish

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nexibeo

jev-organize

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.

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Agents & browsersEnglish

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shitianfang

jev-use

Claude Code / Codex / pi plugin that hands agent steps needing no text output to Jev (TypeSafe's judgment model) — measured p50 ~230 ms and ~$0.02 per 1,000 judgments, with typed escalation back to the LLM.

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Agents & browsersEnglish

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elpumberto

barrunto

A Chrome extension that brings TypeSafe's Jev to X.com to analyze posts as you browse.

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Agents & browsersEnglish

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www.youtube.com

wtf is jev?

A YouTube guide explaining Jev's functionality, including browser use, classification, and code review without an LLM.

wtf is jev?
Agents & browsersEnglish

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duel

Jev Arcade

Krunker-style 1v1 FPS where Jev decides move, aim, ADS, fire, and jump at about 9 Hz.

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Games & real timeEnglish

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ndolinschi

jevplay

TypeSafe Jev playground — custom Choice/Score/Noul builder with live distributions.

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Tools & appsEnglish

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phyous

tsai-sc

TypeSafe Jev controls original StarCraft shareware through keyboard and mouse with recorded action probabilities.

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Games & real timeEnglish

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yairshy

decido

Probabilistic decisions for Python. Use Jev or bring your own provider; crawl with Playwright.

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Tools & appsEnglish

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