decision-models

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

Run open decision models locally: pull and serve Laya, decider, NLI and GLiClass behind a TypeSafe-compatible API. Ollama for decision models.

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.

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.

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

Open source Agentic Development Environment: agent teams, a fast Browser, and plugins you build in minutes on embeddings and decision models.

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

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.

What can Jev actually do? Reproducible experiments and research reports exploring its capabilities and limits.

Independent, reproducible benchmark: a decision model (jev), eight constrained LLMs, and deterministic baselines on typed decisions - accuracy, calibration, latency, cost, failure modes