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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.
THE OFFICIAL SIGNAL 4 HIGHLIGHTS
Diogo Almeida@CompleteSkepticLAUNCH POSTDiogo 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 AI@typesafeaiOFFICIALTypeSafe’s official launch announcement introduces the lab and points builders to Jev. It includes Diogo Almeida’s launch film and original introduction.
TypeSafe AI@typesafeaiOFFICIALTypeSafe 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 AI@typesafeaiOFFICIALTypeSafe 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 ↗Start with the Launch Post. Explore four official signals.
35 resources
AI-assisted summaries and translations. Check original sources for context and performance claims.
Kevin GrajedaClassifier that assesses prompt difficulty in real-time, enabling fast mode for simple prompts to enhance user interaction.
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Higgsfield AI 🧩Demo showing Jev selecting the most suitable AI models for video and image generation tasks on Higgsfield.
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HassanA project classifying 1,018 AI research papers using Jev, achieving low cost and fast processing for organizing academic work.
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OpenRouterJev demonstrated over 5x faster performance than other models in testing.
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Rob HallamSuperX integrated with Jev enables rapid post scoring, analyzing 61 questions per post in under a second with high viral potential prediction accuracy.
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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.
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Nikunj KothariA task using Jev to score 3,000 kids' snacks with multiple criteria in 28 seconds.
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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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A prototype that classifies symptoms and updates diagnoses using medical ontologies during live clinical consultations.
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Jev evaluates the pacing of a frontier-AI essay written by @DarioAmodei.
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x.comJev enables flexible, type-safe classification as a fundamental programming primitive.
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A community post about using Jev for incident triage in Box, returning boolean results with probabilities.
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Fayaz AhmedAn image classifier using OCR and Jev processes 900 images in 40 seconds.
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Justine MooreJev enables natural language search for Zillow listings, classifying properties by non-standard filters.
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Classifies tax documents using an LLM pipeline for efficient processing.
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x.comJev is a System One model on OpenRouter that provides decisions with probabilities.
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iagolastA community example demonstrating how Jev can classify company invoices into accounting categories rapidly.
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YumA community post detailing a dashboard that classifies X posts across eight dimensions using Jev for content research.
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A Jev-powered system that analyzes PDFs page by page to determine which require OCR processing.
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Jiaqi GuA project using Jev for skill routing in an agent system, based on community development.
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Riley BrownJev classifies 500 emails quickly and inexpensively, demonstrating its efficiency in processing tasks.
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Near-real-time scoring of TikTok and Instagram hooks against about 100 personas.
x.comHook panel A/B testerExplore this project ↗EnglishSource-linked curation
ZachiAn ad blocker extension using AI for real-time classification and removal of ads.
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SabrinaA demonstration of Jev's capability to quickly categorize a large volume of Hacker News posts.
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Uses Jev to decide which AI model to use before generating output, based on prompt and quality requirements.
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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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vogelA system tested on 1,500 emails for classification effectiveness. Demonstrates potential for automated email management.
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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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Hamilton UlmerDuckDB extension that classifies rows in CSV, Parquet, or DuckDB tables with Jev, about 10 seconds per 1,000 rows.
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A community post presents a codebase complexity classifier using Jev, aiming to address overengineered code.
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A tool that scores video ad shots in 1.5 seconds using Maxfusion and Jev, processing over 450 ads in under three minutes.
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An open-source project that helps select relevant Claude Code skills by prioritizing frequently used ones through Jev integration.
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Chris AdcockJev enables Grok Bot to control real Chrome for faster, automated tasks instead of slow look-and-click methods.
x.comJev driving real Chrome from Grok BotExplore this project ↗EnglishSource-linked curation
x.comJev offers structured decision-making for security workflows with high speed.
x.comJev for security engineeringExplore this project ↗EnglishSource-linked curation
Matched-precision comparison against a private fine-tuned classifier.
x.comInternal classifier field noteExplore this project ↗EnglishSource-linked curation
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4 HIGHLIGHTS
4 clicks / 7d
Decisions & routing
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