AI-assisted summaries and translations. Check original sources for context and performance claims.
identityTorn
Matched-precision comparison against a private fine-tuned classifier.
x.comInternal classifier field note查看项目 ↗
Source-linked curation
larguesa
Experimental semantic line search with TypeSafe Jev via OpenRouter. Python CLI with no runtime dependencies.
github.comlarguesa/jev-search查看项目 ↗
Source-linked curation
Vlad Dubchak
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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iagolast
A community example demonstrating how Jev can classify company invoices into accounting categories rapidly.

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featherless-ai
Turn any open model into a classifier/jev endpoint.
github.comfeatherless-ai/simple-jev查看项目 ↗
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ilyamk
Self-hosted AI email classifier for Gmail powered by Jev. Create custom labels, organize your inbox, and filter spam with confidence and cost controls.
github.comilyamk/jev-gmail-ai-spam-filter-and-labeling查看项目 ↗
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devanshbatham
Classify Git commit diffs and messages with Jev. Bug fixes, security fixes/CWEs, and change types.
github.comdevanshbatham/commit-miner查看项目 ↗
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FirasSX914
Calibration and confidence-based routing measured on Banking77: 80.2% accuracy at $0.103 per 500 decisions.
github.comFirasSX914/Janus查看项目 ↗
Source-linked curation
Chao Qin
A developer project for model routing with caching and failover.
github.comwin4r/pi-jev-router查看项目 ↗
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markfive-proto
TypeSafe (Jev) vs DeepSeek-flash: side-by-side speed/token/cost/accuracy comparison across invoice extraction, email classification, and reranking.
github.commarkfive-proto/typesafe-vs-deepseek查看项目 ↗
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pypi.org
A LangChain package with TypeSafeClassifier for integrating Jev into applications.
pypi.orglangchain-typesafe查看项目 ↗
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gtaras7
Screen a folder of CVs with the TypeSafe Jev decision model: typed judgments, an editable policy, free re-scoring.
github.comgtaras7/typesafe-jev查看项目 ↗
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andrelandgraf
Neon Function proxy for the Neon AI Gateway with TypeSafe Jev routing.
github.comandrelandgraf/safer-with-jev查看项目 ↗
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blog
One direct Jev question per row against 12–14 Jev-scored dimensions with locally fitted weights on three classification tasks: 5,477 test rows, 25,174 Jev calls, $1.43. Decomposition wins on Japanese NLI (0.9076 vs 0.8373) but flags about 25× more hard benign rows as attacks (37.2% vs 1.5%).
agentjournal.devOne judge call vs twelve dimension scores查看项目 ↗
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Philipp D. Dubach
A GitHub project for a Pareto-optimal OpenRouter router for Pi, decided by Jev.
github.comphilippdubach/pi-jev-router查看项目 ↗
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TokenTrim
Benchmarking TypeSafe's Jev decision model as a cost-efficient LLM router on RouterArena.
github.comTokenTrim/jev-routing-experiment查看项目 ↗
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parth-kp
Classify your inbox with Jev (TypeSafe's System One model) — tag, move, flag, and notify, all config-driven.
github.comparth-kp/jev-mail-classifier查看项目 ↗
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Erik Dunteman
A developer project exploring decisions using a classifier as a next-token predictor.
github.comerik-dunteman/ChatJev查看项目 ↗
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NorbertBodziony
Comment-moderation playground: paste a comment, Jev decides what to do with it.
github.comNorbertBodziony/guard-jev查看项目 ↗
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Red5d
Fast CVSS scoring from vulnerability descriptions using Typesafe Jev.
github.comRed5d/jev-cvss查看项目 ↗
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Mintzs
An optimized inference engine to turn LLMs into Jev-like machines: optimized for quick, lightweight, and accurate decision-making, classification, and scoring.
github.comMintzs/jevify查看项目 ↗
Source-linked curation
GiesN
Async LangGraph workflow that gets a typed Jev Choice (invoice or general) and routes each inbound email to the matching handler.
github.comGiesN/typesafe-jev-workflow查看项目 ↗
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