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Recent activityA FIELD GUIDE TO JEV / VOL. 01
O melhor de Jev: projetos reais, guias práticos e ideias de toda a internet.
THE OFFICIAL SIGNAL 4 HIGHLIGHTS
Diogo Almeida@CompleteSkepticLAUNCH POSTDiogo Almeida apresenta o Jev, o modelo de decisão estruturado do TypeSafe. Assistir ao filme de lançamento e explorar o fio original para o abordagem do modelo, exemplos e desempenho relatado pelo autor.
TypeSafe AI@typesafeaiOFFICIALO anúncio oficial de lançamento do TypeSafe apresenta o laboratório e direciona os desenvolvedores ao Jev. Inclui o filme de lançamento de Diogo Almeida e a introdução original.
TypeSafe AI@typesafeaiOFFICIALTypeSafe anuncia acesso público ao Jev sem lista de espera. O console oficial é o ponto de partida para testar decisões tipadas em seu próprio aplicativo.
JEVLAB ARTTypeSafe AI@typesafeaiOFFICIALTypeSafe destaca a abordagem de saída tipada do Jev: aplicações fornecem estado e perguntas, depois atuam sobre probabilidades, escolhas ou pontuações. A anúncio vinculado também aborda a integração da API Venice.
JEVLAB ARTStart with the Launch Post. Explore four official signals.
94 recursos
AI-assisted summaries and translations. Check original sources for context and performance claims.
Higgsfield AI 🧩Demonstração mostrando o Jev selecionando os modelos de IA mais adequados para tarefas de geração de vídeo e imagem no Higgsfield.
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Kevin GrajedaClassificador que avalia a dificuldade de prompts em tempo real, permitindo modo rápido para prompts simples para melhorar a interação do usuário.
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A guide explaining Jev's approach to making typed decisions rather than processing text.
JEVLAB ARTEnglishSource-linked curation
An open-source project that helps select relevant Claude Code skills by prioritizing frequently used ones through Jev integration.
JEVLAB ARTEnglishSource-linked curation
ZachiAn ad blocker extension using AI for real-time classification and removal of ads.
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A GitHub project that uses Jev to triage and route posts from the live Bluesky firehose with human oversight.
JEVLAB ARTEnglishSource-linked curation
HassanA project classifying 1,018 AI research papers using Jev, achieving low cost and fast processing for organizing academic work.
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Jev is demonstrated as a classification model with practical examples.
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A community post about using Jev for incident triage in Box, returning boolean results with probabilities.
JEVLAB ARTEnglishSource-linked curation
Real-time Discord moderation bot: Jev evaluates messages and metadata in parallel to catch phishing, spam, and social engineering with a progressive escalation ladder.
JEVLAB ARTEnglishSource-linked curation
A resource detailing a test of Jev on 12 real-world scenarios, including speed, cost, and practical applications.
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x.comJev enables flexible, type-safe classification as a fundamental programming primitive.
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SabrinaA demonstration of Jev's capability to quickly categorize a large volume of Hacker News posts.
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A community post presents a codebase complexity classifier using Jev, aiming to address overengineered code.
JEVLAB ARTEnglishSource-linked curation
Nick KhamiA demo showing how to make open source models behave like Jev using inference engineering and scoring endpoints for decision-making.
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Jiaqi GuA project using Jev for skill routing in an agent system, based on community development.
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简体中文Source-linked curation
A prototype that classifies symptoms and updates diagnoses using medical ontologies during live clinical consultations.
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Pre-alpha PostgreSQL extension for TypeSafe AI (Jev) categorical classification.
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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.
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MovezAnalyzes 100,000 X posts in 20.4 seconds using 14 yes/no questions per post for viral potential assessment.
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iagolastA community example demonstrating how Jev can classify company invoices into accounting categories rapidly.
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EspañolSource-linked curation
Three composable judgment pipelines on TypeSafe's Jev: support-ticket triage, observability alert triage, and a deploy-risk gate.
JEVLAB ARTEnglishSource-linked curation
YumA community post detailing a dashboard that classifies X posts across eight dimensions using Jev for content research.
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Experimental semantic line search with TypeSafe Jev via OpenRouter. Python CLI with no runtime dependencies.
JEVLAB ARTEnglishSource-linked curation
OpenRouterJev demonstrated over 5x faster performance than other models in testing.
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Trinay HariA 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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PulseLane — clinic triage decisions via TypeSafe Jev.
JEVLAB ARTEnglishSource-linked curation
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%).
JEVLAB ARTEnglishSource-linked curation
Marketing analytics platform whose feature flag routes brand-visibility classifiers off an LLM and onto Jev boolean decisions.
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Typesafe.ai System One Model Jev navigating a Neo4j graph by using a classifier over neighbouring relationships.
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Marc KöhlbruggeA real-time computer assistant using Jev and local Whisper to process voice input, classify actions, and interact with the screen through a Swift app for accessibility.
JEVLAB ARTEnglishSource-linked curation
A .NET 10 and React 19 application for fast, structured AI-powered ticket triage using TypeSafe Jev.
JEVLAB ARTEnglishSource-linked curation
Riley BrownJev classifies 500 emails quickly and inexpensively, demonstrating its efficiency in processing tasks.
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Self-hosted AI email classifier for Gmail powered by Jev. Create custom labels, organize your inbox, and filter spam with confidence and cost controls.
JEVLAB ARTEnglishSource-linked curation
Rob HallamA integração do SuperX com Jev permite a classificação rápida de posts, analisando 61 perguntas por post em menos de um segundo com alta precisão na previsão de potencial viral.
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Classify Git commit diffs and messages with Jev. Bug fixes, security fixes/CWEs, and change types.
JEVLAB ARTEnglishSource-linked curation
SQL with natural-language predicates, powered by TypeSafe's Jev. Filter, rank, classify and score rows by meaning — batched, cached and cost-guarded.
JEVLAB ARTEnglishSource-linked curation
Fayaz AhmedAn image classifier using OCR and Jev processes 900 images in 40 seconds.
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GitHub Action for issue triage that abstains: label, spam, needs-info and duplicate in one call, each applied only above a threshold you set, and nothing at all below it.
JEVLAB ARTEnglishSource-linked curation
Uses Jev to decide which AI model to use before generating output, based on prompt and quality requirements.
JEVLAB ARTEnglishSource-linked curation
A developer project integrating Home Assistant with Jev for processing user input without an LLM.
JEVLAB ARTEnglishSource-linked curation
Autonomous System-One Triage Engine & Benchmark powered by TypeSafe AI (Jev). 75ms inference, $0 output tokens, and RLCD epistemic safety gates.
JEVLAB ARTEnglishSource-linked curation
Benchmarking TypeSafe's Jev decision model as a cost-efficient LLM router on RouterArena.
JEVLAB ARTEnglishSource-linked curation
Typed, policy-driven decision workflows on top of TypeSafe AI Jev: confidence routing, fallbacks, evaluation, and RAG patterns for TypeScript apps.
JEVLAB ARTEnglishSource-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.
JEVLAB ARTEnglishSource-linked curation
A tool that scores video ad shots in 1.5 seconds using Maxfusion and Jev, processing over 450 ads in under three minutes.
JEVLAB ARTEnglishSource-linked curation
A Jev-powered system that analyzes PDFs page by page to determine which require OCR processing.
JEVLAB ARTEnglishSource-linked curation
Justine MooreJev enables natural language search for Zillow listings, classifying properties by non-standard filters.
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A developer project for lead scoring in Clay using Jev.
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x.comJev is a System One model on OpenRouter that provides decisions with probabilities.
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Jev is utilized for decision-making processes on Cloudflare, including support routing and risk management.
JEVLAB ARTEnglishSource-linked curation
Fast CVSS scoring from vulnerability descriptions using Typesafe Jev.
JEVLAB ARTEnglishSource-linked curation
A guide on using Jev to route between models and block risky tool calls.
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A LangChain package with TypeSafeClassifier for integrating Jev into applications.
JEVLAB ARTEnglishSource-linked curation
jev-router (skill). A developer project using Jev to select appropriate models for prompts in coding tasks.
JEVLAB ARTEnglishSource-linked curation
LaneBreak — support ticket priority+routing via TypeSafe Jev.
JEVLAB ARTEnglishSource-linked curation
vogelA system tested on 1,500 emails for classification effectiveness. Demonstrates potential for automated email management.
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Hamilton UlmerDuckDB extension that classifies rows in CSV, Parquet, or DuckDB tables with Jev, about 10 seconds per 1,000 rows.
JEVLAB ARTEnglishSource-linked curation
Near-real-time scoring of TikTok and Instagram hooks against about 100 personas.
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A setup where Jev selects between different AI models for specific tasks, streamlining model usage in a single terminal.
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Turn any open model into a classifier/jev endpoint.
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Classifies tax documents using an LLM pipeline for efficient processing.
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A GitHub Action using Jev for automated PR triage and classification.
JEVLAB ARTEnglishSource-linked curation
GitHub project for content moderation with category-specific probability thresholds. Enables automated content filtering.
JEVLAB ARTEnglishSource-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.
JEVLAB ARTEnglishSource-linked curation
ACME live support-call scoring demo with TypeSafe AI, Effect, SQLite, React, Vite, and Turborepo.
JEVLAB ARTEnglishSource-linked curation
Eight minimal working examples of TypeSafe's Jev (a System One model) applied to mechanical and electrical engineering: CAD/CAE/CAM routing, FEM result triage, DFM screening, BOM alignment, hallucination-proof extraction. Zero dependencies.
JEVLAB ARTEnglishSource-linked curation
Guardrails for LLM apps in one API call. Prompt injection, jailbreaks, leaks, unsafe content. Built on TypeSafe Jev. MIT.
JEVLAB ARTEnglishSource-linked curation
A GitHub project routing tasks by selecting model tier, tools, skill, and effort.
JEVLAB ARTEnglishSource-linked curation
Comment-moderation playground: paste a comment, Jev decides what to do with it.
JEVLAB ARTEnglishSource-linked curation
x.comJev offers structured decision-making for security workflows with high speed.
JEVLAB ARTEnglishSource-linked curation
A developer project exploring decisions using a classifier as a next-token predictor.
JEVLAB ARTEnglishSource-linked curation
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4 HIGHLIGHTS
TRADUZIDO
4 clicks / 7d
Decisions & routing
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