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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.
95 sumber
AI-assisted summaries and translations. Check original sources for context and performance claims.
A research project enabling SQL queries with real type responses.
JEVLAB ART
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A research project featuring an English–Icelandic dictionary that uses Jev to rerank results for better accuracy.
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
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
Type-safe one-decision-per-token decoding engine for autoregressive LLMs, inspired by Jev.
JEVLAB ARTEnglishSource-linked curation
If you're experimenting with jev it will be easier from here.
JEVLAB ARTEnglishSource-linked curation
Ongoing Japanese research deck on Jev and System One models, maintained as Markdown slides.
JEVLAB ARTEnglishSource-linked curation
Curated catalog of System One / Decision Models — contributions for modelsystem.one.
JEVLAB ARTEnglishSource-linked curation
Vercel Labs terminal CLI that can run Jev as the evaluation model for its evaluate command.
JEVLAB ARTEnglishSource-linked curation
Using Jev as an evaluator.
JEVLAB ARTEnglishSource-linked curation
A show-and-tell capability study for Jev, TypeSafe's System One decision model.
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A small open decision model: state + typed questions -> calibrated probabilities. A Jev / System One re-creation on Qwen3.5.
JEVLAB ARTEnglishSource-linked curation
Open, Jev-compatible System One decision server on DiffusionGemma.
JEVLAB ARTEnglishSource-linked curation
Typed JSON inference with DiffusionGemma, with Every and Jev benchmark results.
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A research project evaluating the practical value of Jev's confidence scores for task execution.
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
A Jev-inspired decision interface for existing LLMs. Explicit choices, scores, calibration, and review thresholds.
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
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
Open alternative to Jev: typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with benchmarks.
JEVLAB ARTEnglishSource-linked curation
JevBench v1 - a benchmark for Jev-class typed decision models: smart, cheap, fast, reliable, open.
JEVLAB ARTEnglishSource-linked curation
Find, design, and evaluate TypeSafe Jev decision loops.
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
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
Jev 1.13 reward-model evaluation across 8 benchmark tracks, with an interactive report and 54-row SOTA comparison.
JEVLAB ARTEnglishSource-linked curation
A collection of research papers and open reproductions supporting System One models.
JEVLAB ARTEnglishSource-linked curation
Zero-shot spam filtering with TypeSafe Jev Noul questions, compared with TF-IDF baselines.
JEVLAB ARTEnglishSource-linked curation
TypeSafe AI System One (Jev) task plugin for QuantumNous/new-api — native /v1/systemone, synchronous evaluation, token billing.
JEVLAB ARTEnglishSource-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
Reproducible benchmark for measuring Jev reranking quality, latency, and cost in RAG.
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
An open-source project aiming to develop a Jev-class decision model for research purposes.
JEVLAB ARTEnglishSource-linked curation
Offline Obsidian search with optional Jev reranking of results, requiring user approval before reranking.
JEVLAB ARTEnglishSource-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
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
Jev-compatible System 开源Jev.
JEVLAB ARTEnglishSource-linked curation
OpenTelemetry Collector connector that uses Jev to assess metric metadata and apply retention policies before export.
JEVLAB ARTEnglishSource-linked curation
Jev-style calibrated decision model (Choice/Score/Noul) on Qwen3.5-0.8B.
JEVLAB ARTEnglishSource-linked curation
Feedback on your paper in seconds.
JEVLAB ARTEnglishSource-linked curation
Probability-aware evaluation for typed decision models: calibration, selective risk, latency, and reproducible benchmarks.
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
Measures how well TypeSafe's RLCD-Jev model spots real secret credentials in file snippets.
JEVLAB ARTEnglishSource-linked curation
TypeScript experiments, evaluations, and latency benchmarks for TypeSafe's Jev model.
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
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
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
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
A small, type-safe client for asking AI questions about your data, powered 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
Jev (TypeSafe) vs Claude Haiku 4.5 on 2 000 phishing emails: accuracy, calibration, latency, cost. Reproducible benchmark.
JEVLAB ARTEnglishSource-linked curation
Papers, open reproductions and independent evaluations behind System One models and Jev.
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
Open-source BYOK arena for Jev and other AI judges. Find failures, compare quality, cost, and latency.
JEVLAB ARTEnglishSource-linked curation
CLI for TypeSafe AI's Jev evaluation model — typed questions in, structured JSON answers out.
JEVLAB ARTEnglishSource-linked curation
A small reproducible MuJoCo pilot comparing Jev, Claude Haiku, and reactive rules for pick-and-place.
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
AI benchmark on Japan's 2026 Common Test: Jev vs luna-none vs luna-low (static dashboard).
JEVLAB ARTEnglishSource-linked curation
Jev (TypeSafe System One) × ASReview SYNERGY abstract screening demo — Choice/Noul vs gold labels.
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
An observable raw-character chat experiment powered entirely by TypeSafe Jev Choice.
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
Batched single-token choice inference for open language models, compatible with TypeSafe.
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
Small Python package that uses typesafe.ai to evaluate code comments on certain heuristics.
JEVLAB ARTEnglishSource-linked curation
A chatbot project that responds to typed questions, part of a research collection.
JEVLAB ARTEnglishSource-linked curation
Catch breaking API behavior hidden in OpenAPI prose with deterministic checks and TypeSafe JEV System One semantic review.
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
I tortured Jev into being a RISC-V CPU.
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
Decision harness for TypeSafe Jev — confidence gates, shadow mode, recipes, and evals. Claude CLI 48.9s → Jev 1.3s on the same row-filter job.
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
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4 HIGHLIGHTS
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