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Recent activityA FIELD GUIDE TO JEV / VOL. 01
Le meilleur de Jev : projets concrets, guides pratiques et idées du web.
THE OFFICIAL SIGNAL 4 HIGHLIGHTS
Diogo Almeida@CompleteSkepticLAUNCH POSTDiogo Almeida présente Jev, le modèle de décision structuré de TypeSafe. Regardez le film de lancement et explorez le fil original pour découvrir l'approche du modèle, des exemples et les performances rapportées par l'auteur.
TypeSafe AI@typesafeaiOFFICIALL'annonce officielle du lancement de TypeSafe présente le laboratoire et oriente les développeurs vers Jev. Elle inclut le film de lancement de Diogo Almeida et son introduction originale.
TypeSafe AI@typesafeaiOFFICIALTypeSafe annonce l'accès public à Jev sans liste d'attente. La console officielle est le point de départ pour tester les décisions typées dans votre propre application.
JEVLAB ARTTypeSafe AI@typesafeaiOFFICIALTypeSafe met en avant l'approche de sortie typée de Jev : les applications fournissent l'état et les questions, puis agissent sur les probabilités, les choix ou les scores. L'annonce liée couvre également l'intégration de l'API Venice.
JEVLAB ARTStart with the Launch Post. Explore four official signals.
95 ressources
AI-assisted summaries and translations. Check original sources for context and performance claims.
Evidence-backed index of real-world Jev (TypeSafe AI System One) use cases: repos, patterns, benchmarks, and measured results.
JEVLAB ART
EnglishSource-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
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
Open alternative to Jev: typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with benchmarks.
JEVLAB ARTEnglishSource-linked curation
Offline Obsidian search with optional Jev reranking of results, requiring user approval before reranking.
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
A word-level language model whose output layer is Jev: n-gram drafter, Noul chunk verification, bits-per-token eval.
JEVLAB ARTEnglishSource-linked curation
Zero-shot spam filtering with TypeSafe Jev Noul questions, compared with TF-IDF baselines.
JEVLAB ARTEnglishSource-linked curation
Open, Jev-compatible System One decision server on DiffusionGemma.
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
Papers, open reproductions and independent evaluations behind System One models and Jev.
JEVLAB ARTEnglishSource-linked curation
A research project featuring an English–Icelandic dictionary that uses Jev to rerank results for better accuracy.
JEVLAB ARTEnglishSource-linked curation
Find, design, and evaluate TypeSafe Jev decision loops.
JEVLAB ARTEnglishSource-linked curation
TypeScript experiments, evaluations, and latency benchmarks for TypeSafe's Jev model.
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 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
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
Nushell module for the TypeSafe System One API: typed decisions with calibrated probabilities.
JEVLAB ARTEnglishSource-linked curation
Semantic test matchers for Vitest and Jest, powered by TypeSafe's Jev model. Write expectations in plain English, get calibrated probabilities back.
JEVLAB ARTEnglishSource-linked curation
A small reproducible MuJoCo pilot comparing Jev, Claude Haiku, and reactive rules for pick-and-place.
JEVLAB ARTEnglishSource-linked curation
Small Python package that uses typesafe.ai to evaluate code comments on certain heuristics.
JEVLAB ARTEnglishSource-linked curation
Can Jev pick the winner of a real headline A/B test? 64.5% across 10,984 Upworthy randomized experiments, 74.7% when the difference was decisive.
JEVLAB ARTEnglishSource-linked curation
Independent Jev 1.13.0 behavior study: report, controlled prompt experiments, raw results, and offline verification.
JEVLAB ARTEnglishSource-linked curation
Ongoing Japanese research deck on Jev and System One models, maintained as Markdown slides.
JEVLAB ARTEnglishSource-linked curation
Reproducible early-access evaluation of Jev on Korean understanding and medical text, with runtime and cost evidence.
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
Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE).
JEVLAB ARTEnglishSource-linked curation
A research project auditing Jev's performance with the Spanish language.
JEVLAB ARTEnglishSource-linked curation
Stop guessing confidence thresholds: calibrate, threshold, and drift-check typed decision models (TypeSafe Jev) against an LLM teacher.
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
Semantic ifs from open models, on a 3090 at home. Independent; not affiliated with Jev or TypeSafe.
JEVLAB ARTEnglishSource-linked curation
Charts: TypeSafe Jev evaluated on Thai standardized exams vs 110 other models.
JEVLAB ARTEnglishSource-linked curation
A small second eval for shadcn-ui/lint that uses TypeSafe's Jev to judge the linter's own output.
JEVLAB ARTEnglishSource-linked curation
An observable raw-character chat experiment powered entirely by TypeSafe Jev Choice.
JEVLAB ARTEnglishSource-linked curation
Using Jev as an evaluator.
JEVLAB ARTEnglishSource-linked curation
Vercel Labs terminal CLI that can run Jev as the evaluation model for its evaluate command.
JEVLAB ARTEnglishSource-linked curation
发明 RLHF 的人，这次做了个不会说话的模型：Jev 独立研究报告。52 页 PDF + 50 条中文实测复现包 + 143 条可回溯数据表.
JEVLAB ARTEnglishSource-linked curation
A small, type-safe client for asking AI questions about your data, powered by TypeSafe Jev.
JEVLAB ARTEnglishSource-linked curation
Feedback on your paper in seconds.
JEVLAB ARTEnglishSource-linked curation
Jev (TypeSafe System One) × ASReview SYNERGY abstract screening demo — Choice/Noul vs gold labels.
JEVLAB ARTEnglishSource-linked curation
One-pass typed decisions with calibrated probabilities (System One style model), fine-tuned from Qwen3.5-2B.
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
TypeSafe Jev demonstration for new analyzation — experimenting with Jev for fast analysis of news and tickers.
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
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
Probability-aware evaluation for typed decision models: calibration, selective risk, latency, and reproducible benchmarks.
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
Jev vs Gemini 3.8 Flash: labelling 1,000 app reviews, 4.1× faster and 7× cheaper.
JEVLAB ARTEnglishSource-linked curation
A spatial reference explorer for creators. Local Jev query choices, metadata highlights and source-linked collections.
JEVLAB ARTEnglishSource-linked curation
A show-and-tell capability study for Jev, TypeSafe's System One decision model.
JEVLAB ARTEnglishSource-linked curation
Reproducible benchmark for measuring Jev reranking quality, latency, and cost in RAG.
JEVLAB ARTEnglishSource-linked curation
High-throughput synthetic & pretraining dataset sifter powered by TypeSafe AI Jev (api.typesafe.ai). Stream, filter, and score Parquet & JSONL datasets at 1,500+ rows/sec using System One typed decisions (Choice, Score, Noul).
JEVLAB ARTEnglishSource-linked curation
This is a LLM Gateway that mimics typesafe ai structured output. Like an imposter Jev.
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
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
Sort by meaning: order lines along a plain-English dimension, from pairwise comparisons judged by TypeSafe's Jev model.
JEVLAB ARTEnglishSource-linked curation
Jev-compatible System 开源Jev.
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
JevBench v1 - a benchmark for Jev-class typed decision models: smart, cheap, fast, reliable, open.
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
Interactive explorer and Jev question workspace for Jev Board datasets.
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
Experiments with openjev, an open Jev-style option-logit runner, on local models.
JEVLAB ARTEnglishSource-linked curation
Batched single-token choice inference for open language models, compatible with TypeSafe.
JEVLAB ARTEnglishSource-linked curation
Benchmark de décisions typées de PadFlow (SaaS de développement de terrains) : schémas, lignes anonymisées étiquetées et un exécuteur pour des modèles calibrés en confiance comme Jev de TypeSafe.
JEVLAB ARTEnglishSource-linked curation
Curated catalog of System One / Decision Models — contributions for modelsystem.one.
JEVLAB ARTEnglishSource-linked curation
If you're experimenting with jev it will be easier from here.
JEVLAB ARTEnglishSource-linked curation
A Jev-inspired decision interface for existing LLMs. Explicit choices, scores, calibration, and review thresholds.
JEVLAB ARTEnglishSource-linked curation
A chatbot built on a model that cannot generate text (TypeSafe AI's Jev, driven autoregressively).
JEVLAB ARTEnglishSource-linked curation
Replicating Jev with a local LLM.
JEVLAB ARTEnglishSource-linked curation
Open-source BYOK arena for Jev and other AI judges. Find failures, compare quality, cost, and latency.
JEVLAB ARTEnglishSource-linked curation
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