AI-assisted summaries and translations. Check original sources for context and performance claims.
zhengxuyu
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.
github.comzhengxuyu/litjevLihat proyek ↗
Source-linked curation
lbotinelly
A show-and-tell capability study for Jev, TypeSafe's System One decision model.
github.comlbotinelly/jev-little-airwaysLihat proyek ↗
Source-linked curation
t0t0
Jev monitors 25 WhatsApp customer groups in real time, alerting an LLM only when urgent issues arise.
x.comWatching 25 customer groups on WhatsAppLihat proyek ↗
Source-linked curation
Argos1111
Replicating Jev with a local LLM.
github.comArgos1111/jev_localLihat proyek ↗
Source-linked curation
mithalouni
Open replica of TypeSafe's Jev: typed calibrated decisions in one forward pass, on Gemma 4 E2B / Gemma 3 270M (Modal).
github.commithalouni/system-one-openLihat proyek ↗
Source-linked curation
lab-dados
Jev (TypeSafe) vs. Gemini 3.8 Flash vs. GPT-5.6 Luna na anotação estruturada de sentenças do TJSP: qualidade, tempo e custo.
github.comlab-dados/jev-anotacao-sentencasLihat proyek ↗
Source-linked curation
ishantanu
OpenTelemetry Collector connector that uses Jev to assess metric metadata and apply retention policies before export.
github.comishantanu/jevmetricsLihat proyek ↗
Source-linked curation
AntonioCoppe
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.
github.comAntonioCoppe/jev-harnessLihat proyek ↗
Source-linked curation
blog
Release-week technical roundup: API, evals, adapter, and skill.
www.developersdigest.techTypeSafe Jev: the first decision-only model classLihat proyek ↗
Source-linked curation
MarissaFamularo
Check whether each cited paper supports the sentence citing it. Claude proves the quote, TypeSafe's Jev scores it, a human decides.
github.comMarissaFamularo/citation-verifierLihat proyek ↗
Source-linked curation
goya4140
Jev 1.13 reward-model evaluation across 8 benchmark tracks, with an interactive report and 54-row SOTA comparison.
github.comgoya4140/jev-reward-model-evaluationLihat proyek ↗
Source-linked curation
gabrielanhaia
Dev.to walkthrough of the Vercel AI SDK evaluate integration.
dev.toHe says he co-invented ChatGPT. His new AI will not write a wordLihat proyek ↗
Source-linked curation
RINNECODER
Independent Jev 1.13.0 behavior study: report, controlled prompt experiments, raw results, and offline verification.
github.comRINNECODER/jev-behavior-studyLihat proyek ↗
Source-linked curation
realZachi
Semantic test matchers for Vitest and Jest, powered by TypeSafe's Jev model. Write expectations in plain English, get calibrated probabilities back.
github.comrealZachi/jevtestLihat proyek ↗
Source-linked curation
NullPo-jp
On-device iPhone visual decision tool using MLX and Qwen3-VL direct option logits.
github.comNullPo-jp/PocketJevLihat proyek ↗
Source-linked curation
0xnairb
TypeSafe Jev demonstration for new analyzation — experimenting with Jev for fast analysis of news and tickers.
github.com0xnairb/research_deskLihat proyek ↗
Source-linked curation
grishahq
A Jev-inspired decision interface for existing LLMs. Explicit choices, scores, calibration, and review thresholds.
github.comgrishahq/decisionbridgeLihat proyek ↗
Source-linked curation
zhihz
Local bilingual probability decisions from context, questions, and candidate answers. Independent research preview inspired by TypeSafe Jev.
github.comzhihz/openjevLihat proyek ↗
Source-linked curation
mahlernim
Reproducible early-access evaluation of Jev on Korean understanding and medical text, with runtime and cost evidence.
github.commahlernim/jev-korean-benchmarkLihat proyek ↗
Source-linked curation
GPT-AGI
Jev-compatible System 开源Jev.
github.comGPT-AGI/OpenJevLihat proyek ↗
Source-linked curation
shamazharikh
Jev-style calibrated decision model (Choice/Score/Noul) on Qwen3.5-0.8B.
github.comshamazharikh/qwen-rlcdLihat proyek ↗
Source-linked curation
zefir1990
Experiments with openjev, an open Jev-style option-logit runner, on local models.
github.comzefir1990/openjev-experimentsLihat proyek ↗
Source-linked curation
keltokhy
Sort by meaning: order lines along a plain-English dimension, from pairwise comparisons judged by TypeSafe's Jev model.
github.comkeltokhy/jsortLihat proyek ↗
Source-linked curation
HackSing
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.
github.comHackSing/jev-reportLihat proyek ↗
Source-linked curation
iammrduncan
This is a LLM Gateway that mimics typesafe ai structured output. Like an imposter Jev.
github.comiammrduncan/typesafe-ai-benchmarkLihat proyek ↗
Source-linked curation
bitnovus
Zero-shot spam filtering with TypeSafe Jev Noul questions, compared with TF-IDF baselines.
github.combitnovus/jev-spam-evalLihat proyek ↗
Source-linked curation
SamuelSacco
Jev (TypeSafe) exploratory thread: claim audit, live demos, and runnable code.
github.comSamuelSacco/jev-explorationLihat proyek ↗
Source-linked curation
fstandhartinger
JevBench v1 - a benchmark for Jev-class typed decision models: smart, cheap, fast, reliable, open.
github.comfstandhartinger/jevbenchLihat proyek ↗
Source-linked curation
cablehead
Nushell module for the TypeSafe System One API: typed decisions with calibrated probabilities.
github.comcablehead/jev.nuLihat proyek ↗
Source-linked curation
FFatTiger
TypeSafe AI System One (Jev) task plugin for QuantumNous/new-api — native /v1/systemone, synchronous evaluation, token billing.
github.comFFatTiger/new-api-plugin-typesafeLihat proyek ↗
Source-linked curation
razorback16
Open, Jev-compatible System One decision server on DiffusionGemma.
github.comrazorback16/openjevLihat proyek ↗
Source-linked curation
wfzyx
The open-source System One decision model. Sub-15ms, non-autoregressive, local drop-in alternative to TypeSafe Jev.
github.comwfzyx/vonLihat proyek ↗
Source-linked curation
goodrahstar
Jev vs Gemini 3.8 Flash: labelling 1,000 app reviews, 4.1× faster and 7× cheaper.
github.comgoodrahstar/jev-column-raceLihat proyek ↗
Source-linked curation
anisselbd
Jev (TypeSafe) vs Claude Haiku 4.5 on 2 000 phishing emails: accuracy, calibration, latency, cost. Reproducible benchmark.
github.comanisselbd/jev-phishing-benchLihat proyek ↗
Source-linked curation
vehas
Charts: TypeSafe Jev evaluated on Thai standardized exams vs 110 other models.
github.comvehas/thaiexam-jev-chartsLihat proyek ↗
Source-linked curation
zwliJay
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.
github.comzwliJay/jev-forgeLihat proyek ↗
Source-linked curation
myokoym
Ongoing Japanese research deck on Jev and System One models, maintained as Markdown slides.
github.commyokoym/misereru-slide-jevLihat proyek ↗
Source-linked curation
AlbionaHoti
A spatial reference explorer for creators. Local Jev query choices, metadata highlights and source-linked collections.
github.comAlbionaHoti/refgardenLihat proyek ↗
Source-linked curation
Hexdigest123
Small Python package that uses typesafe.ai to evaluate code comments on certain heuristics.
github.comHexdigest123/typesafe-commentLihat proyek ↗
Source-linked curation
karanb192
Find, design, and evaluate TypeSafe Jev decision loops.
github.comkaranb192/jev-architectLihat proyek ↗
Source-linked curation
Marcos Martinez
A research project auditing Jev's performance with the Spanish language.
github.commarcosmartinez/jev-acentoLihat proyek ↗
Source-linked curation
Jon_iy
Eval of Jev turning free-text player intent into typed server actions: 96% agreement, 317 ms median.
x.comTabletop MMORPG action mapperLihat proyek ↗
Source-linked curation