The Jev launch post
Diogo 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.
A FIELD GUIDE TO JEV / VOL. 01
To, co najlepsze w Jev: prawdziwe projekty, praktyczne poradniki i pomysły z sieci.
Diogo 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 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 useZobacz projekt ↗TypeSafe 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 everyoneZobacz projekt ↗TypeSafe’s official launch announcement introduces the lab and points builders to Jev. It includes Diogo Almeida’s launch film and original introduction.
Four official signals. A fresh starting point on each visit.
112 materiałów
AI-assisted summaries and translations. Check original sources for context and performance claims.
Demonstracja wyszukiwania lotów od Gregora Zunica z dynamiczną przestrzenią akcji DOM.
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Eksperyment łączący renderowanie JSON z Jev, aby stworzyć natychmiastowe generatywne interfejsy użytkownika do szybkiego renderowania komponentów i systemów projektowych.
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Planista zapytań oparty na Jev, który poprawia wydajność Postgres, zwiększając szybkość o 12% na benchmarkach kolejności łączenia.
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Jev semantically formats spreadsheets instantly, with suggestions for integration into other platforms.
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Jev analyzes session replays to identify issues and generate bug fix PRs at low cost.
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Jev converts websites into native mobile apps by deciding the optimal build process and handling app store submissions.
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Jev is used to identify and flag low-quality text generated by Opus.
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Aaron Levin: 155x cheaper than Opus 5, about 20x faster, and it generalizes across operating systems.
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A community project uses Jev to detect AI-generated text, providing real-time sentence-by-sentence analysis.
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A tool developed using Jev to create a voice builder for Youform, noted for its speed.
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Jev is presented as a language generation tool in a community post, challenging perceptions about its capabilities.
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Jev integrates with Cal.com to quickly find team scheduling overlaps.
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Jev's effectiveness in performing intent-based search within Gmail.
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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 tool that finds local makers using Jev, claiming high accuracy.
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A dynamic form tool using Jev for conditional logic, built with Vercel JSON-render.
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Jev reviews pull requests with 14 automated checks, detecting issues like hardcoded secrets and SQL patterns.
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A tool for calibrating Jev's confidence thresholds, presented as an open-source solution.
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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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Voice command integration for the Autumn billing dashboard to streamline tasks.
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An experimental tool using Jev to lint Supabase Row Level Security policies.
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A Jev-compatible public API using an open model for fast parallel processing.
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Ephraim Duncan's demo where Jev decides which model should serve a request.
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A playful tool using Jev to provide random answers to questions.
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A tool that uses Jev to quickly decide on GitHub PR approvals by analyzing CI, diff size, and reviews in 200 ms.
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Utilizes Jev for quick coaching support and detecting and fixing slop during sessions.
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A browser-based search tool that uses a 27K-parameter model to parse queries with Jev's assistance.
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A tool using Jev to make copy-paste interactions smarter by deciding content based on context.
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Jev attempted to draw on a pixel canvas but failed to produce recognizable output, indicating limitations in its generative capabilities.
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An experiment using Jev to enhance search functionality with intent recognition for improved user experience.
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An experiment exploring Jev's ability to solve pathfinding problems compared to traditional algorithms like A*.
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A community post describing control of a simulated fly.
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Jev predicts upcoming shell commands by analyzing historical command data.
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Observe the accessibility tree, Jev chooses the next action, Stagehand executes.
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A community post describes an A/B test using Jev to analyze 4,000 demographic profiles, demonstrating its speed in processing and evaluating content.
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A community tool utilizing Jev to filter out unwanted reply-guy comments on platforms.
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Jev offers versatile use cases, with a community post suggesting potential for rapid SaaS growth.
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A tool that improves end-to-end testing efficiency, completing tasks faster and cheaper than other models.
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Jev poprawia wydajność pipeline zabezpieczeń, oferując 5-krotny spadek kosztów i szybsze przetwarzanie przy zachowaniu wyższej dokładności niż mniejsze modele.

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A tool that uses Jev to detect AI-generated content on websites by analyzing specific indicators.
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An MLP trained on Qwen 4B that functions similarly to Jev, offering a typesafe alternative.
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A speech analysis tool that evaluates 30-second speeches for pauses, filler words, and confidence, providing feedback for improvement.
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A tool built on Jev that identifies programming languages, colors code, and checks lint rules.
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A community post suggesting Jev can be hired as a QA tester through @typesafeai.
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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 community project for training a Jev-like architecture using a reverse-engineered model.
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A community post discussing a system where Jev acts as a quality gate for drafts, though it faced issues with communication.
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A community experiment demonstrating Jev's capability to function as a computer by emulating a 6502 processor.
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Open-source library converting Hugging Face models into Jev-style endpoints for broader accessibility.
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Technical notes on Jev's architecture, including parallel processing and probability output without text generation.
x.comJev’s architecture, notes in JapaneseZobacz projekt ↗Source-linked curation
A community post confirming Jev's capability to generate text, responding to a claim that it cannot.

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Integrates Jev into apps for smart autofill features improving user experience.
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Local tactics shrink 225 moves to about 40 candidates, then Jev picks among tiered options.
x.comJev gomoku harnessZobacz projekt ↗Source-linked curation
A community reference exploring how Jev perceives toxic content, with limited detailed analysis.
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Jev model demonstrates fast decision-making in a strategy game. Achieves high-speed gameplay with minimal visual feedback.
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Work-in-progress PR reviewer with plain-English Jev rules.
x.comjev-rabbit PR review botZobacz projekt ↗Source-linked curation
Jev tags X posts in real time with labels like 'breaking,' 'golden nugget,' or 'slop'.
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Compact version of Jev that generates full probability distributions in a single forward pass.
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A system that generates text one character at a time using Jev, employing a classifier in an autoregressive loop.
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A tool that analyzes public PR links to determine if they are safe to merge or need review, using Jev's capabilities.
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Jev AI plays Tetris at high speed, completing 357 pieces and 134 lines in 2 minutes. Demonstrates rapid decision-making capabilities.
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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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An always-on assistant built with Jev that operates without a wake word, using probability to distinguish user intent.
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Racing UI wired to Jev driving decisions.
x.comConsoleChaosRacing driven by JevZobacz projekt ↗Source-linked curation
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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A macOS app that automatically organizes downloaded files using rules.
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Desktop writing app using Jev for fast structured writing judgments.
x.comJev in a Grammarly-style Mac appZobacz projekt ↗Source-linked curation
A tool that provides quick actions based on clipboard content, specifically for macOS.
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A community post shares a tech talk by Jev's founder, highlighting its speed, cost-effectiveness, and lack of hallucination.
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Jev is explained in a community post with no detailed technical information.
x.comJev Clearly ExplainedZobacz projekt ↗Source-linked curation
A community post describing adaptive in-app support using Jev to provide real-time assistance based on user struggles.
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Automates email categorization of 63,045 emails in under 3 minutes at low cost.
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