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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.
114 sumber
AI-assisted summaries and translations. Check original sources for context and performance claims.
A research project featuring an English–Icelandic dictionary that uses Jev to rerank results for better accuracy.
JEVLAB ART
EnglishSource-linked curation
Jevals is a local testing environment for evaluating Jev requests and improving results through primitive operations.
JEVLAB ARTEnglishSource-linked curation
A research project enabling SQL queries with real type responses.
JEVLAB ARTEnglishSource-linked curation
A collection of research papers and open reproductions supporting System One models.
JEVLAB ARTEnglishSource-linked curation
Offline Obsidian search with optional Jev reranking of results, requiring user approval before reranking.
JEVLAB ARTEnglishSource-linked curation
Tool for systematic reviewers to extract information from research articles efficiently.
JEVLAB ARTEnglishSource-linked curation
ZachiA PostgreSQL extension enabling natural language queries across databases.
EnglishSource-linked curation
Independent, evidence-based map of when TypeSafe's Jev actually holds up vs. breaks down — real API-call receipts, not a leaderboard. 中文為主的雙語 repo。
JEVLAB ARTEnglishSource-linked curation
A small open decision model: state + typed questions -> calibrated probabilities. A Jev / System One re-creation on Qwen3.5.
JEVLAB ARTEnglishSource-linked curation
A YouTube guide discussing Jev's functionality, pricing, and performance comparisons with Astra, including benchmarking and parallel decision analysis.
EnglishSource-linked curation
Evidence-backed index of real-world Jev (TypeSafe AI System One) use cases: repos, patterns, benchmarks, and measured results.
JEVLAB ARTEnglishSource-linked curation
Vishesh BaghelA community project using Jev to customize Hacker News content preferences.
EnglishSource-linked curation
Open replica of TypeSafe's Jev: typed calibrated decisions in one forward pass, on Gemma 4 E2B / Gemma 3 270M (Modal).
JEVLAB ARTEnglishSource-linked curation
Jev vs Gemini 3.8 Flash: labelling 1,000 app reviews, 4.1× faster and 7× cheaper.
JEVLAB ARTEnglishSource-linked curation
Jev enables fast search of physical library indexes.
JEVLAB ARTEnglishSource-linked curation
A word-level language model whose output layer is Jev: n-gram drafter, Noul chunk verification, bits-per-token eval.
JEVLAB ARTEnglishSource-linked curation
Independent calibration test of TypeSafe's Jev on a task it cannot have seen: 900 rule-generated support tickets (choice / score / boolean) plus 3 public benchmarks via Vercel AI Gateway. Raw responses, ECE with noise floor, temperature refit, per-type sign of miscalibration. Reproducible for ~$0.06.
JEVLAB ARTEnglishSource-linked curation
CLI for TypeSafe AI's Jev evaluation model — typed questions in, structured JSON answers out.
JEVLAB ARTEnglishSource-linked curation
Open alternative to Jev: typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with benchmarks.
JEVLAB ARTEnglishSource-linked curation
看看 Jev 能做什么：用中英文讲清热门应用、工作原理和各自优缺点。Explore Jev apps with plain-language examples, explanations, and comparisons.
JEVLAB ARTEnglishSource-linked curation
A research project evaluating the practical value of Jev's confidence scores for task execution.
JEVLAB ARTEnglishSource-linked curation
An observable raw-character chat experiment powered entirely by TypeSafe Jev Choice.
JEVLAB ARTEnglishSource-linked curation
Jev AI performs quality checks on action labels for physical AI training data at high speed.
JEVLAB ARTEnglishSource-linked curation
fatwang2A free open-source search tool powered by Jev and a search API for plain language queries.
JEVLAB ARTEnglishSource-linked curation
Feedback on your paper in seconds.
JEVLAB ARTEnglishSource-linked curation
Jev (TypeSafe) vs. Gemini 3.8 Flash vs. GPT-5.6 Luna na anotação estruturada de sentenças do TJSP: qualidade, tempo e custo.
JEVLAB ARTEnglishSource-linked curation
A chatbot built on a model that cannot generate text (TypeSafe AI's Jev, driven autoregressively).
JEVLAB ARTEnglishSource-linked curation
Milind SUtilizes Jev as a decision engine to manage and coordinate multiple bot agents for complex tasks.
EnglishSource-linked curation
A stronger one-pass scorer over a variable list of text options: hashed n-gram encoder, rival-aware attention, gated head, temperature scaling, benchmarked against jevlike.
JEVLAB ARTEnglishSource-linked curation
This is a LLM Gateway that mimics typesafe ai structured output. Like an imposter Jev.
JEVLAB ARTEnglishSource-linked curation
Small Python package that uses typesafe.ai to evaluate code comments on certain heuristics.
JEVLAB ARTEnglishSource-linked curation
TypeSafe Jev demonstration for new analyzation — experimenting with Jev for fast analysis of news and tickers.
JEVLAB ARTEnglishSource-linked curation
An open-source project aiming to develop a Jev-class decision model for research purposes.
JEVLAB ARTEnglishSource-linked curation
Jev-style calibrated decision model (Choice/Score/Noul) on Qwen3.5-0.8B.
JEVLAB ARTEnglishSource-linked curation
Never confidently wrong: a TLA+-verified consensus kernel around TypeSafe's Jev, run through 1,680 chaos-tested pharmacy decisions with zero wrong verdicts. Film, code, and every captured call.
JEVLAB ARTEnglishSource-linked curation
Sort by meaning: order lines along a plain-English dimension, from pairwise comparisons judged by TypeSafe's Jev model.
JEVLAB ARTEnglishSource-linked curation
Check whether each cited paper supports the sentence citing it. Claude proves the quote, TypeSafe's Jev scores it, a human decides.
JEVLAB ARTEnglishSource-linked curation
Curated catalog of System One / Decision Models — contributions for modelsystem.one.
JEVLAB ARTEnglishSource-linked curation
Jev (TypeSafe) vs Claude Haiku 4.5 on 2 000 phishing emails: accuracy, calibration, latency, cost. Reproducible benchmark.
JEVLAB ARTEnglishSource-linked curation
@ai-sdk/typesafe-ai plus experimental_evaluate; use jev-latest as an evaluation model.
JEVLAB ARTEnglishSource-linked curation
Riley BrownA real-time tool to analyze and categorize tweets for viral potential.
EnglishSource-linked curation
Jev integrates into a recommendation engine, providing 70+ personalized suggestions per user at 0.0019$ per user.
JEVLAB ARTEnglishSource-linked curation
If you're experimenting with jev it will be easier from here.
JEVLAB ARTEnglishSource-linked curation
Charts: TypeSafe Jev evaluated on Thai standardized exams vs 110 other models.
JEVLAB ARTEnglishSource-linked curation
Blind security benchmarks for Jev, TypeSafe's System One model: prompt injection and vulnerable code detection, built on jev-go.
JEVLAB ARTEnglishSource-linked curation
Release-week technical roundup: API, evals, adapter, and skill.
JEVLAB ARTEnglishSource-linked curation
Benchmark keputusan berjenis dari PadFlow (SaaS pengembangan lahan): skema, baris yang diberi label anonim, dan pelari untuk model yang dikalibrasi kepercayaan seperti Jev TypeSafe.
JEVLAB ARTEnglishSource-linked curation
Measures how well TypeSafe's RLCD-Jev model spots real secret credentials in file snippets.
JEVLAB ARTEnglishSource-linked curation
Local bilingual probability decisions from context, questions, and candidate answers. Independent research preview inspired by TypeSafe Jev.
JEVLAB ARTEnglishSource-linked curation
Reproducible benchmark for measuring Jev reranking quality, latency, and cost in RAG.
JEVLAB ARTEnglishSource-linked curation
Jev-style parallel constrained decisions for any MLX model on Apple Silicon. Typed, schema-valid JSON in one forward pass.
JEVLAB ARTEnglishSource-linked curation
Find, design, and evaluate TypeSafe Jev decision loops.
JEVLAB ARTEnglishSource-linked curation
Directory of Jev-based projects including repositories, SDKs, and benchmarks.
JEVLAB ARTEnglishSource-linked curation
A research project on GitHub conducting nine experiments and 28 predictions with fixed parameters, focusing on Jev's performance metrics.
JEVLAB ARTEnglishSource-linked curation
JevBench v1 - a benchmark for Jev-class typed decision models: smart, cheap, fast, reliable, open.
JEVLAB ARTEnglishSource-linked curation
t0t0Jev monitors 25 WhatsApp customer groups in real time, alerting an LLM only when urgent issues arise.
JEVLAB ART
EspañolSource-linked curation
End-to-end Jev-style structured-decision stack for auditable data construction, Qwen3.5-0.8B training, fixed Mind2Web and OOD evaluation, preliminary RLCD, local serving, and interactive replay.
JEVLAB ARTEnglishSource-linked curation
Vercel Labs terminal CLI that can run Jev as the evaluation model for its evaluate command.
JEVLAB ARTEnglishSource-linked curation
A reproduction of Jev that turns any Qwen model into a fast decision model, serving the same /v1/systemone schema (Choice, Score, Noul) with no training and no generated answer text.
JEVLAB ARTEnglishSource-linked curation
On-device iPhone visual decision tool using MLX and Qwen3-VL direct option logits.
JEVLAB ARTEnglishSource-linked curation
See what Jev thinks about your SaaS website — powered by ReplyNodes web context and Vercel AI Gateway.
JEVLAB ARTEnglishSource-linked curation
Jev (TypeSafe System One) × ASReview SYNERGY abstract screening demo — Choice/Noul vs gold labels.
JEVLAB ARTEnglishSource-linked curation
Typed JSON inference with DiffusionGemma, with Every and Jev benchmark results.
JEVLAB ARTEnglishSource-linked curation
A small reproducible MuJoCo pilot comparing Jev, Claude Haiku, and reactive rules for pick-and-place.
JEVLAB ARTEnglishSource-linked curation
Can a decision model beat dedicated rerankers? TypeSafe Jev vs Cohere Rerank 4 vs ZeroEntropy zerank-2 vs a chat-model baseline: 14 datasets, every raw API response, bootstrap ranges on every gap.
JEVLAB ARTEnglishSource-linked curation
A show-and-tell capability study for Jev, TypeSafe's System One decision model.
JEVLAB ARTEnglishSource-linked curation
Using Jev as an evaluator.
JEVLAB ARTEnglishSource-linked curation
A spatial reference explorer for creators. Local Jev query choices, metadata highlights and source-linked collections.
JEVLAB ARTEnglishSource-linked curation
Openvons (open-Jev): 有限選択肢に確率で答える判断層 — テキスト / 画像 / 日本語音声コマンド.
JEVLAB ARTEnglishSource-linked curation
The open-source System One decision model. Sub-15ms, non-autoregressive, local drop-in alternative to TypeSafe Jev.
JEVLAB ARTEnglishSource-linked curation
A research project on GitHub uses Jev with Qwen3 models on an NVIDIA DGX Spark system.
JEVLAB ARTEnglishSource-linked curation
Papers, open reproductions and independent evaluations behind System One models and Jev.
JEVLAB ARTEnglishSource-linked curation
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4 HIGHLIGHTS
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