NandhaKishorM / laya
Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.
NandhaKishorM / laya
jaredpalmer / kev
Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own
Phocinae / Phocinae-Largha-150M-v1
斑海豹 — Phocinae-Largha-150M-v1: a 144.3M bilingual decision model. Tiny model. Big decisions. 小海豹，大决断。
jiwidi / jiwo
Small decision models (jev style) for latency critical scenarios
YongLD / Multi-UAV-JEV
Camera-observed UAV pursuit in MuJoCo with Jev decisions, RGB/depth HUD, replay and episode collection.
nokia-applied-research / AnyJev
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)
caiweihan / jev-account-filter
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.
mizorewww / laya-mlx
Native MLX runtime for Laya typed decision models — 7–14 ms short decisions on M3 Max. No text generation, PyTorch, or cloud API.
ollaya-dev / ollaya
Run open decision models locally: pull and serve Laya, decider, NLI and GLiClass behind a TypeSafe-compatible API. Ollama for decision models.
receptron / laya
Run Laya, the open-source Jev-compatible System-1 decision model, from Node.js / TypeScript via ONNX Runtime
mizorewww / laya-coreml
Local Laya typed decisions on Apple Core ML and Neural Engine. Validated ports, ~5 ms short decisions on M3 Max, reproducible speed and energy benchmarks.
walidboulanouar / awesome-jev-use-cases
Awesome list of TypeSafe AI Jev use cases: 74 demos ranked by likes, 150+ GitHub repos, limits, cost and API examples. CC0
fstandhartinger / jevbench
JevBench by Benchmark Heaven: benchmark and leaderboard for AI decision models, measuring typed decision accuracy, calibration, latency and cost.
OmniJev / OneJev
🚀🚀 A multimodal System One decision model that gives calibrated answers to typed questions about screens, photos, video and text in one forward pass.
DeepAleph / jevreel
A zero-embedding approach to video intelligence, using Jev: contact sheets + typed decisions, as MCP tools and a skill for any coding agent.
ThinkFlowLab / system1-agents
System 1 decision models (Jev, Laya, Cua-S1) as brain for agents: Browser use, computer use, games and robotics
SimpleJev / JevAny
Open infrastructure for training, evaluating, and deploying System 1 decision models across language and multimodal backbones.
apolinario / decision-index
Decision Index: reproduce the Jev decision-model benchmark suite locally or as one HF Job
AnotiaWang / awesome-decision-models
A curated list of decision models (System One / typed decision models): hosted APIs, open-weight models, runtimes, SDKs, applications, benchmarks, and papers.
logicrw / awesome-jev-projects
Awesome Jev: source-backed open-source ecosystem radar, plain-language project discovery, and automatic GitHub sync
akivet / Mica
A 4B decision model: calibrated probabilities for yes/no, choice and score questions over long inputs.
socai-io / jev-social
Open-source, local-first social media research agent for Instagram, TikTok, and LinkedIn. Jev routes read-only steps; socai CLI captures cited browser evidence.
Shanghua-Gao / RSI-Jev
Typed-decision models (noul / choice / score) trained by a self-improving loop of AI agents — checkpoints, the code that produced them, and every version that failed.
FluidInference / FluidUse
Local computer use on Apple silicon: on-device typed decisions with laya and form filling with CUA-S1-FORMS, driven through the macOS Accessibility API
allebee / jevk5
JevK5: open-weight alternative to TypeSafe Jev. Typed decisions with probabilities in one forward pass; Apache-2.0 weights and code.
1Panel-dev / laya-server
A self-hosted API and web interface for Laya’s structured decision models, compatible with the TypeSafe Jev API format.
shcherbak-ai / contextgem
Extract structured data and insights from documents using LLMs and decision models
kydlikebtc / awesome-jev
1207 public resources for Jev, TypeSafe AI's System One decision model, indexed by decision pattern. Source citations, dated link checks and scheduled call-site text checks; runtime and performance are not independently tested here. EN/中文, JSON schema and platform compatibility.
wdobry / laya-playground
A website, two games, a benchmark and an agent skill for Laya, the open-source decision model. Runs on your machine.
marcreichel / laya-php
Classify text in PHP without an LLM bill: typed decisions in 100+ languages, self-hosted. Laravel-ready SDK for Laya, a Jev AI alternative.
kouhxp / gutsy
Local decision model with calibrated probabilities: send a state and yes/no, choice or score questions, get a probability for every option. 0.8B GGUF on CPU, Jev-style API.
AboveColin / HA-Jev
Ask your house a question, get a number back. Home Assistant integration for TypeSafe Jev: typed answers as sensors, four actions for automations, and a conversation agent for Assist.
iamaamir / system-one
Provider-neutral System One runtime for TypeScript and Pi
nace-ai / drex-decision-models
Open Drex decision models: runtime, docs and model pages
PsiACE / dohnuts
Dohnuts builds small multimodal models for direct decisions. -> System One model
everyinfra / jev-radar
📡 The most rigorously verified tracker of the Jev (TypeSafe AI System One) ecosystem — 1170 confidence-graded entries (A505·B665) · bilingual EN/中文 · API access guide
yzfly / edgejev
离线可用的本地类型化决策：4 核 CPU 单题 15.6ms。Local & offline Jev / System One inference on CPU — ONNX + INT8, no torch at runtime. 支持 laya / kev / PlayJev
AskTheWay / dsh-jev-interceptor
⚡ Millisecond System-1 judgement for every tool call in DeepSeek Harness — Jev-powered risk classification & evidence-gated auto-approval. Fail-closed by construction. dsh 生态第一个 System-1 决策插件
BeatAPI / awesome-jev
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
alanhuangyoo / OpenJev
OpenJev: open-source, local alternative to Jev. System-One decision models: typed questions in, calibrated probabilities out; general decisions and browser-agent steps.
alvarobartt / sys1
Blazing fast, self-hosted structured decisions for open models with a TypeSafe AI compatible API, written in Rust.
lattifai / awesome-EmbeddingGemma
EmbeddingGemma2 resources: local search apps, decision models, inference frameworks, tutorials, and datasets. English / 简体中文.
intikhab49 / open-jev-typed-decision-engine
Open reproduction of TypeSafe Jev: a 150M typed decision engine (noul/choice/score in one non-autoregressive pass, calibrated confidence). 0.697 vs Jev's 0.727, 2.5x better calibrated, 4x faster, free. Trains on a Colab T4 in 30 min.
jlowin / vibecheck
✨✅ The easiest decisions your code will ever make.
manjunathshiva / opendecider
Open, calibrated System 1 decision models: typed choice / score / yes-no answers with a probability for every option. 400M to 80B; CPU, NVIDIA, Apple Silicon, LM Studio, Ollama and vLLM.
Li-Evan / awesome-jev
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.
ankit-aglawe / tinyjev
A tiny jev-like model that answers Choice, Score and Noul questions in one forward pass and returns calibrated probabilities. MLX or PyTorch, fully offline, System One compatible.
BudEcosystem / Bud-Decision-Studio
Bud Decision studio is an easy to use cross platform desktop application & serving system for Jev like models locally.
Valen-Team / Valen
Train a Jev-like multimodal model by yourself. System One Model, now with vision.
PerryLink / jevcore
TypeSafe Jev for DeepSeek Harness, the Model Context Protocol, and plain Node: typed judgments instead of prose, offline by default.
Promethe-us / awesome-jev
A source-backed Jev / System One knowledge map: projects, papers, evaluations, robotics, and social discovery.
OmniJev / awesome-jev-gallery
🔥🔥 Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.
feder-cr / jev
jevos: an open-source alternative to Jev and Microsoft-Decision-1. Yes/no decisions, choices and scores with probabilities, on your laptop's CPU.
angel291592 / Intent-Router
Intent compiler for AI agents — converges vague requests into typed IntentSpec contracts (probe, ask, or halt before routing), the input layer for routers and typed-decision models like Jev & Laya