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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
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
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
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
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
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
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
sn4k3 / UVtools

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

▲ ~0/7d ★ 1.6k C# 5d 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
lessthanoptimal / BoofCV

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

▲ ~0/7d ★ 1.2k Java 1d 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
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
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
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
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.

▲ ~0/7d ★ 182 Python 1d ago
zwliJay / jev-forge

An open training and inference stack for Jev-style decision models. Train models to score dynamic candidate branches from a shared prefix, with support for high-cardinality choice, calibration, and fast batched inference.

▲ ~0/7d ★ 164 Python 6d ago
aaddrick / building-with-typesafe-jev

Unofficial skill that teaches coding agents to build with TypeSafe AI's Jev: typed decisions, calibrated confidence, and prior art from 150+ community projects.

▲ ~0/7d ★ 144 Python 20d ago
SteveLuH / tiadc-mismatch-model

Reproducible MATLAB behavioral model for TI-ADC mismatch generation, spectral validation, and calibration benchmarking.

▲ ~0/7d ★ 132 MATLAB 2mo ago
denis-pplx / autojev

Full-weight Qwen decision model with calibrated probabilities, training code, REST API, and playground.

▲ ~0/7d ★ 132 Python 1mo ago
Heman10x-NGU / Verdict-open-jev

Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground

▲ ~0/7d ★ 111 Python today
Tylogi / MFQ

Get more intelligence from every bit. Better quantization formats and smarter calibration let larger, stronger models run smoothly on the hardware you already own.

▲ ~0/7d ★ 86 C++ today
Blueturboguy07 / publikclip

Long video in, scored vertical clips out — the clipper that shows its work. Local-first OpusClip alternative: speaker-tracked camera, styled captions, auditable virality scoring, Instagram outcome calibration.

▲ ~0/7d ★ 70 Python today
ikermoel / open-alternative-jev

Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks

▲ ~0/7d ★ 70 Python 27d ago
FareedKhan-dev / agentic-knowledge-graph

Knowledge-graph RAG built from structured metadata instead of LLM extraction. 929M edges, zero LLM calls, 83.2% on held-out PubMedQA. Case study: the full PubMed 2026 baseline.

▲ ~0/7d ★ 65 Jupyter Notebook 2mo ago
SeasonCake / bidking-inference

BidKing product source, self-hostable service components, and a standalone discrete-inference toolkit. MIT-licensed first-party code.

▲ ~0/7d ★ 62 Python 9d ago
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.

▲ ~0/7d ★ 46 Python 15d ago
caiovicentino / eikos

Open, calibrated, single-pass typed-decision models (4B & 27B) for finance and trading

▲ ~0/7d ★ 41 Python 20d ago
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.

▲ ~0/7d ★ 36 Python today
kralonur / kws-x1-standalone-rs

Open source Rust firmware for the KOWSI KWS-X1 USB-C meter. Live power, Ah/Wh counting, power graph, ripple view, the charger's full USB PD offer (EPR included), fixed, PPS and AVS triggers up to 28/30 V, Quick Charge 2.0/3.0, Huawei SCP and FCP, cable e-marker reading, a 5 A test, PD sniffing and calibration. No vendor firmware needed.

▲ ~0/7d ★ 35 Rust today
smkrv / jev-calibrate

Calibrate Jev questions against your own labels: tune criteria on labelled examples, confirm on a held-out set, get a verdict per question. Unofficial.

▲ ~0/7d ★ 33 TypeScript 2d ago
DNiev / ecu-lab

ECU Lab — an engine management and tuning simulator created by CaribouTuning. Design an engine, edit the calibration tables a real tuner edits, run a dyno pull, and read a log explaining what went right or wrong. Repo and tooling by Turtle.GTI.

▲ ~0/7d ★ 31 JavaScript 6d ago
yoheinakajima / glance

Ask an open vision-language model typed questions about an image and get probabilities back, on your own machine.

▲ ~0/7d ★ 31 Python 23d ago
Zaious / jev-capability-atlas

Independent, evidence-based map of when TypeSafe's Jev actually holds up vs. breaks down — real API-call receipts, not a leaderboard. 中文為主的雙語 repo。

▲ ~0/7d ★ 28 Python 28d ago
AbdelStark / jev-benchmarks

Probability-aware evaluation for typed decision models: calibration, selective risk, latency, and reproducible benchmarks.

▲ ~0/7d ★ 27 Python 1mo ago
Echo-aloha / asphalt-codex-skills-5

Codex Skills for version-pure PFC2D/PFC3D 5.0 asphalt-mixture modeling, FISH scripting, calibration, Burger contacts, Marshall and rutting tests, and reproducible post-processing.

▲ ~0/7d ★ 26 Python 1mo ago
just-a-go / SOVA

Official implementation of SOVA: Strict Outcome-Conditioned Virtual Advantages for Video Reasoning. Correctness-oriented calibration for TW-GRPO without extra rollouts.

▲ ~0/7d ★ 26 Python 1mo ago
0xleonvibe / dst-character-studio

A local art workbench for Don't Starve Together characters: layered drawing, binding calibration, native animation review and build export.

▲ ~0/7d ★ 25 Python 1mo ago

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