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Recent activityA FIELD GUIDE TO JEV / VOL. 01
Yang terbaik dari Jev: proyek nyata, panduan praktis, dan ide dari seluruh internet.
THE OFFICIAL SIGNAL 4 HIGHLIGHTS
Diogo Almeida@CompleteSkepticLAUNCH POSTDiogo Almeida memperkenalkan Jev, model keputusan terstruktur dari TypeSafe. Tonton film peluncuran dan eksplorasi thread asli untuk pendekatan model, contoh, dan kinerja yang dilaporkan penulis.
TypeSafe AI@typesafeaiOFFICIALPengumuman peluncuran resmi TypeSafe memperkenalkan laboratorium dan mengarahkan pengembang ke Jev. Termasuk film peluncuran Diogo Almeida dan pengantar asli.
TypeSafe AI@typesafeaiOFFICIALTypeSafe mengumumkan akses publik ke Jev tanpa daftar tunggu. Konsol resmi adalah titik awal untuk mencoba keputusan bertipe dalam aplikasi Anda sendiri.
JEVLAB ARTTypeSafe AI@typesafeaiOFFICIALTypeSafe menyoroti pendekatan Jev untuk output bertipe: aplikasi menyediakan state dan pertanyaan, lalu bertindak berdasarkan probabilitas, pilihan, atau skor. Pengumuman terkait juga mencakup integrasi API Venice.
JEVLAB ARTStart with the Launch Post. Explore four official signals.
94 sumber
AI-assisted summaries and translations. Check original sources for context and performance claims.
Kevin GrajedaKlasifier yang menilai kesulitan prompt secara real-time, memungkinkan mode cepat untuk prompt sederhana untuk meningkatkan interaksi pengguna.
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Higgsfield AI 🧩Demo yang menunjukkan Jev memilih model AI paling sesuai untuk tugas generasi video dan gambar di Higgsfield.
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A guide explaining Jev's approach to making typed decisions rather than processing text.
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A GitHub Action using Jev for automated PR triage and classification.
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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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SabrinaA demonstration of Jev's capability to quickly categorize a large volume of Hacker News posts.
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Justine MooreJev enables natural language search for Zillow listings, classifying properties by non-standard filters.
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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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Fayaz AhmedAn image classifier using OCR and Jev processes 900 images in 40 seconds.
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A community post presents a codebase complexity classifier using Jev, aiming to address overengineered code.
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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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Jev is utilized for decision-making processes on Cloudflare, including support routing and risk management.
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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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Riley BrownJev classifies 500 emails quickly and inexpensively, demonstrating its efficiency in processing tasks.
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OpenRouterJev demonstrated over 5x faster performance than other models in testing.
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Jev evaluates the pacing of a frontier-AI essay written by @DarioAmodei.
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Real-time Discord moderation bot: Jev evaluates messages and metadata in parallel to catch phishing, spam, and social engineering with a progressive escalation ladder.
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Jev is demonstrated as a classification model with practical examples.
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A GitHub project routing tasks by selecting model tier, tools, skill, and effort.
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A community post about using Jev for incident triage in Box, returning boolean results with probabilities.
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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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GitHub project for content moderation with category-specific probability thresholds. Enables automated content filtering.
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A Jev-powered system that analyzes PDFs page by page to determine which require OCR processing.
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x.comJev enables flexible, type-safe classification as a fundamental programming primitive.
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A GitHub project that uses Jev to triage and route posts from the live Bluesky firehose with human oversight.
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Fast CVSS scoring from vulnerability descriptions using Typesafe Jev.
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Pre-alpha PostgreSQL extension for TypeSafe AI (Jev) categorical classification.
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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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Self-hosted AI email classifier for Gmail powered by Jev. Create custom labels, organize your inbox, and filter spam with confidence and cost controls.
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Rob HallamSuperX yang terintegrasi dengan Jev memungkinkan pemeringkatan pos yang cepat, menganalisis 61 pertanyaan per pos dalam waktu kurang dari satu detik dengan akurasi prediksi potensi viral yang tinggi.
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Short practical intro with a Python ticket-triage example.
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Jiaqi GuA project using Jev for skill routing in an agent system, based on community development.
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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.
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Classifies tax documents using an LLM pipeline for efficient processing.
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Near-real-time scoring of TikTok and Instagram hooks against about 100 personas.
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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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vogelA system tested on 1,500 emails for classification effectiveness. Demonstrates potential for automated email management.
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Diffusion-style pixel art out of a classifier: 256 parallel per-pixel Jev questions plus refinement passes.
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A developer project exploring decisions using a classifier as a next-token predictor.
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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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ZachiAn ad blocker extension using AI for real-time classification and removal of ads.
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Open-source Jev log triage for OpenTelemetry. Score the signal before expensive LLM analysis.
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Matched-precision comparison against a private fine-tuned classifier.
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Runnable Jev examples through OpenRouter for immediate implementation.
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Classify Git commit diffs and messages with Jev. Bug fixes, security fixes/CWEs, and change types.
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Marketing analytics platform whose feature flag routes brand-visibility classifiers off an LLM and onto Jev boolean decisions.
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1,800-point thread debating whether typed decisions replace LLM calls for classification, routing, and scoring.
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Async LangGraph workflow that gets a typed Jev Choice (invoice or general) and routes each inbound email to the matching handler.
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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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A prototype that classifies symptoms and updates diagnoses using medical ontologies during live clinical consultations.
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A LangChain package with TypeSafeClassifier for integrating Jev into applications.
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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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x.comJev is a System One model on OpenRouter that provides decisions with probabilities.
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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.
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Chris AdcockJev enables Grok Bot to control real Chrome for faster, automated tasks instead of slow look-and-click methods.
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Open-source AI email triage for Gmail. Sorts your inbox into Needs reply, Updates, Promos, Sales and Spam with Jev, TypeSafe AI's decision model, via Vercel AI Gateway. Read-only, runs locally, 1,000 emails in about a minute for 3 cents.
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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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JEV Document Classification enables the rapid and cost-effective classification of text-based documents using AI, leveraging TypeSafe's "System One" model.
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A guide on using Jev to route between models and block risky tool calls.
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Benchmarking TypeSafe's Jev decision model as a cost-efficient LLM router on RouterArena.
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A resource detailing a test of Jev on 12 real-world scenarios, including speed, cost, and practical applications.
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iagolastA community example demonstrating how Jev can classify company invoices into accounting categories rapidly.
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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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Autonomous System-One Triage Engine & Benchmark powered by TypeSafe AI (Jev). 75ms inference, $0 output tokens, and RLCD epistemic safety gates.
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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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A GitHub project for a Pareto-optimal OpenRouter router for Pi, decided by Jev.
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Comment-moderation playground: paste a comment, Jev decides what to do with it.
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LaneBreak — support ticket priority+routing via TypeSafe Jev.
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Experimental semantic line search with TypeSafe Jev via OpenRouter. Python CLI with no runtime dependencies.
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Guardrails for LLM apps in one API call. Prompt injection, jailbreaks, leaks, unsafe content. Built on TypeSafe Jev. MIT.
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Neon Function proxy for the Neon AI Gateway with TypeSafe Jev routing.
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4 HIGHLIGHTS
TERJEMAHAN
4 clicks / 7d
Decisions & routing
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