decision-models

Extract structured data and insights from documents using LLMs and decision models

Jev-compatible API server for open decision models. Ollama for decision models: pull and serve 25 model families (Laya, pplx-decider, Clef, Winnow, coba...) locally or self-hosted behind /v1/systemone. The TypeSafe SDK works unchanged: set its base URL and pick an open model. CLI, desktop app, Docker, MCP server, public bench.

A curated list of decision models (System One / typed decision models): hosted APIs, open-weight models, runtimes, SDKs, applications, benchmarks, and papers.

🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.

JevBench by Benchmark Heaven: benchmark and leaderboard for AI decision models, measuring typed decision accuracy, calibration, latency and cost.

Datasets collection and preprocessings framework for NLP extreme multitask learning

A source-backed Jev / System One knowledge map: projects, papers, evaluations, robotics, and social discovery.

Bud Decision studio is an easy to use cross platform desktop application & serving system for Jev like models locally.

Provider-neutral System One runtime for TypeScript and Pi

Evals that meet you where you are. For AI that's grounded.

A source-reviewed gallery of JEV-related projects with 50+ GitHub stars — integrations, tools, open models, experiments, and ecosystem resources. Live gallery: beatapi.io/awesome-jev

EmbeddingGemma2 resources: local search apps, decision models, inference frameworks, tutorials, and datasets. English / 简体中文.

Turn judgments into decisions. Open-source decision engine in Rust for teams whose thresholds change often, live in many places, or move money. Jev reads the text, Ordo decides what happens next and shows which decisions change before you ship.

Account screening, channel screening and classification with Jev for dataset curation and research. Find sign language, news, piano/instrument performance and makeup tutorial creators from titles and thumbnails. 视频平台工具：批量筛选账号与频道，寻找手语账号、新闻频道、乐器演奏与美妆博主。Douyin, Kuaishou, YouTube, Bilibili.

The most complete gallery of what people build with Jev, TypeSafe's System One model: 3,400+ projects, demos, and write-ups by scenario, each with its original link, image, and description.

Transformers for decision models: fine-tune, load and serve calibrated decsion-model on any Hugging Face model.

Benchmark Heaven: AI model benchmarks with sources and modeled costs, plus the JevBench and ImageJevBench decision model leaderboards.

A list of System One models (also called decision models): Jev, the first, plus open and hosted alternatives, agents, tools, SDKs and benchmarks.

Claude Code/Codex skills, evals, harnesses/context tools, and learning resources that make it easy to build with Jev, TypeSafe's System One model. All materials pull directly from their canonical cookbooks and documentation.

A high-performance serving engine for System One decision models.