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StartLuxLabs / StartLux-Decision

Open decision models from 0.8B to 27B: a calibrated probability for every option in one pass, and a short thought only when unsure. Engine for vLLM, llama.cpp and MLX.

▲ ~504/7d ★ 1.1k Python 5d ago
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.

▲ ~357/7d ★ 34k Python today
escudero / brandpose

Personal project: where shoppers look, estimated from an ordinary security camera and open source AI (YOLO11, Gaze-LLE, Depth Anything V2)

▲ 151/7d ★ 165 Python 2d ago
zengxiong111 / Foundation_of_Embodied_AI

Teaching materials for a future Foundation of Embodied AI course, with Chinese and English tutorials on robot dynamics, Isaac Sim, Isaac Lab, MuJoCo, robot learning, ROS 2, camera calibration, PPO, SAC, Flow Matching, GR00T, and SONIC.

▲ 73/7d ★ 110 today
JHDev2006 / Super-Mario-Bros.-Remastered-Public

A Remake / Celebration of the original 'Super Mario Bros.' games. Features new levels, custom modes, new characters, alongside a full level editor / custom level system!

▲ ~45/7d ★ 3.3k GDScript 🔥 4d ago
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。

▲ ~42/7d ★ 225 Python 1d ago
ShisatoYano / AutonomousVehicleControlBeginnersGuide

Python sample codes and documents about Autonomous vehicle control algorithm. This project can be used as a technical guide book to study the algorithms and the software architectures for beginners.

▲ ~35/7d ★ 1.9k Python 16d ago
strands-labs / strands-decider

A small, fast decision model, or system one model, for agentic workflows. Pick between options or rate on a scale faster than an LLM, with a calibrated confidence on every decision.

▲ ~35/7d ★ 688 Python today
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)

▲ ~28/7d ★ 1.5k Python today
wh000wh000 / awesome-jev-live

Awesome Jev — evidence-graded index of TypeSafe System One: SDKs, MCP tools, agents, apps and open models. 20 languages, rebuilt every 2 hours.

▲ ~28/7d ★ 360 Python today
fstandhartinger / jevbench

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

▲ ~28/7d ★ 298 Python 7d ago
MBratkowski / deweloperuch-mcp

Unofficial MCP server and CLI for Polish new-build apartment prices: developers' asking prices with history, RCN transaction prices and GUS/NBP statistics (data from deweloperuch.pl)

▲ 28/7d ★ 28 Python today
KartoffelToby / better_thermostat

This custom component for Home Assistant will add crucial features to your climate-controlling TRV (Thermostatic Radiator Valves) to save you the work of creating automations to make it smart. It combines a room-temperature sensor, window/door sensors, weather forecasts, or an ambient temperature probe to decide when it should call for heat and automatically calibrate your TRVs to fix the imprecise measurements taken in the radiator's vicinity.

▲ ~14/7d ★ 1.5k Python today
slavabars / decision-cascade

Local decision engine with typed, calibrated outputs (Noul/Choice/Score): cheap→strong cascade, ECE/Brier calibration, SystemOne protocol interop. Apache-2.0.

▲ ~14/7d ★ 81 Python 3d ago
librats / rats-search

rats-search: BitTorrent P2P multi-platform search engine for Desktop and Web servers with integrated torrent client

▲ ~7/7d ★ 2.0k C++ 14d ago
firelex / jeff

Millisecond decisions, any domain: a 0.8B open "System 1" model that picks between your options with calibrated probabilities. One base, swappable LoRA adapters, on your own hardware.

▲ ~7/7d ★ 1.5k Python 14d ago
Mapika / decider

A family of System One-style models fine-tuned from Qwen3.5, designed for one-pass typed decisions with calibrated probabilities.

▲ ~7/7d ★ 1.2k Python 1d ago
rpng / MINS

An efficient and robust multisensor-aided inertial navigation system with online calibration that is capable of fusing IMU, camera, LiDAR, GPS/GNSS, and wheel sensors. Use cases: VINS/VIO, GPS-INS, LINS/LIO, multi-sensor fusion for localization and mapping (SLAM). This repository also provides multi-sensor simulation and data.

▲ ~7/7d ★ 803 C++ 1d ago
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.

▲ ~7/7d ★ 593 Python today
mohit67890 / imajev

Open Jev-style typed-decision model that also takes images: photo + app state + typed questions in, calibrated probabilities out, locally.

▲ ~7/7d ★ 407 Python 11d ago
malevrigns / agent-jev

AgentJev-0.6B - a fast 'System One' decision model for AI Agents: feed it any unstructured state (diffs, traces, logs) and structured questions, get calibrated probability distributions back in one ~50ms forward pass. Zero output-token decoding.

▲ ~7/7d ★ 394 Python 2d ago
kraayenjon / awesome-jev

A curated list of Jev use cases, projects, SDKs, and resources. Jev is TypeSafe AI's System One model for fast, typed decisions in software — Choice, Score, and Noul with calibrated probabilities.

▲ ~7/7d ★ 196 25d ago
allebee / jevk5

JevK5: open-weight alternative to TypeSafe Jev. Typed decisions with probabilities in one forward pass; Apache-2.0 weights and code.

▲ ~7/7d ★ 158 Python 24d ago
blakebratcher / bitwig-nitro-tools

Offline reverse-engineering toolchain for Bitwig Studio's Nitro DSP format — decrypt, decompile, and read the DSP behind every native device and Grid module. Tools + format specs only; no Bitwig source or keys.

▲ ~7/7d ★ 97 Python today
KloBraticc / Voidstrap

Voidstrap is a simple yet advanced fork of Bloxstrap, advanced customization and improvements.

▲ ~7/7d ★ 95 C# today
iamaamir / system-one

Provider-neutral System One runtime for TypeScript and Pi

▲ ~7/7d ★ 74 TypeScript 13d ago
yunfanye / openhouse-3d

Turn real-estate listing photos into a 3D house model and a cinematic walkthrough video. Photo camera solving, procedural Blender (bpy) modeling, virtual staging, headless Cycles rendering and photo-vs-render comparison films.

▲ ~7/7d ★ 52 Python 25d ago
XBuilderLAB / cheat-on-content

You're reading this. The skill predicted it. A workflow that turns every post into a calibrated experiment—score, blind-predict, retro, evolve. The future doesn't reward effort, it rewards those who see the pattern first. 1M followers in a month — not luck, system.

▲ ~0/7d ★ 7.3k Python 3d ago
libratbag / libratbag

A DBus daemon to configure input devices, mainly high-end and gaming mice

▲ ~0/7d ★ 2.6k C 17d ago
sn4k3 / UVtools

MSLA/DLP, file analysis, calibration, repair, conversion and manipulation

▲ ~0/7d ★ 1.6k C# 5d ago
pomber / stargazer

Your repo reached a stars milestone? Celebrate with a video of your stargazers!

▲ ~0/7d ★ 1.4k TypeScript 6d ago
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.

▲ ~0/7d ★ 1.4k Rust today
arb / celebrate

A joi validation middleware for Express.

▲ ~0/7d ★ 1.3k JavaScript 22d ago
PoseLib / PoseLib

Minimal solvers for calibrated camera pose estimation

▲ ~0/7d ★ 1.2k C++ 15d ago
lessthanoptimal / BoofCV

Fast computer vision library for SFM, calibration, fiducials, tracking, image processing, and more.

▲ ~0/7d ★ 1.2k Java 1d ago
adrida / tracer

Distill your LLM traces into a fast hybrid System 1 models. Open-source ML + LLM inference with calibrated deferral.

▲ ~0/7d ★ 1.0k Jupyter Notebook 22d ago
cvg / GeoCalib

GeoCalib: Learning Single-image Calibration with Geometric Optimization (ECCV 2024)

▲ ~0/7d ★ 943 Python 7d ago
gotonote / Autopilot-Notes

自动驾驶笔记,以解析各模块知识点、整合行业优秀解决方案进行阐述,以帮助自己及有需要的读者;包含深度学习、deeplearning、无人驾驶、BEV、Transformer、ADAS、CVPR、特斯拉AI DAY、大模型、chatgpt等内容.

▲ ~0/7d ★ 840 Shell today
v-modal / awesome-jev-tools

A curated list of tools built for Jev — TypeSafe AI's System One model for typed decisions.

▲ ~0/7d ★ 756 1d ago
jarczakpawel / BMCU-C-PJARCZAK

BMCU 370C (Hall) firmware for Bambu Lab A1 / A1 mini / P1S with buffer calibration - all known issues fixed, 100% AMS-compatible behavior.

▲ ~0/7d ★ 715 C++ 17d ago
perpetual-ml / perpetual

Perpetual is a high-performance gradient boosting machine. It delivers optimal accuracy in a single run without complex tuning through a simple budget parameter. It features out-of-the-box support for causal ML, continual learning, native calibration, and robust drift monitoring, along with Rust core and zero-copy bindings for Python and R

▲ ~0/7d ★ 714 Rust 17d ago
VoidXH / Cavern

Object-based audio engine and codec pack with Dolby Atmos rendering, room correction, HRTF, one-click Unity audio takeover, and much more.

▲ ~0/7d ★ 601 C# today
rameau-fr / MC-Calib

A generic and robust calibration toolbox for multi-camera systems

▲ ~0/7d ★ 579 C++ 16d ago
uoftcprg / pokerkit

An open-source Python library for poker game simulations, hand evaluations, and statistical analysis

▲ ~0/7d ★ 507 Python 9d ago
OmniJev / awesome-jev-gallery

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

▲ ~0/7d ★ 472 Python 1d ago
sutro-sh / jev-align

Build calibrated AI Functions from human feedback using Jev and GEPA.

▲ ~0/7d ★ 311 Python 18d ago
Heman10x-NGU / openJev-verdict-2.0

Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)

▲ ~0/7d ★ 298 Python today
NandhaKishorM / vegaml

Typed decisions from a frozen language model and a small physics engine: calibrated probabilities, conformal sets, 73k context, images.

▲ ~0/7d ★ 279 Python 2d ago
joeseesun / qiaomu-book-reader-legacy

在 Obsidian 中阅读 EPUB、FB2 与 PDF,划线批注、就地问 AI、笔记回到原文 | Read EPUB/FB2/PDF in Obsidian: highlights, inline AI Q&A, and notes that link back to the source.

▲ ~0/7d ★ 240 CSS 1mo ago

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