O

open-hardware

RegenMatrix is an open-source AI-controlled regenerative energy system for ICE, hybrid, and EV vehicles. It combines modular hardware units with adaptive AI to maximize energy recovery, optimize efficiency, and provide real-time feedback to drivers. Fully retrofit-friendly and community-driven, RegenMatrix learns from driving patterns, road conditions, and fleet data to reclaim wasted energy dynamically, making every drive smarter and more efficient. https://roxanneardary.com/regenmatrix/

Xythera is a modular AGPL 3.0+ AI platform for sensor intelligence, open hardware design generation, and engineering automation. It enables the creation, validation, and visualization of hardware systems through constraint-driven AI, while producing step-by-step build instructions and maintaining full provenance and attribution for all generated designs. https://roxanneardary.com/xythera/

DashHub is an open source, AGPL-3.0+ universal automotive dashboard platform designed to retrofit any vehicle—regardless of make or year—into a modular, connected, and upgradeable system. It combines a Linux-based core, web-based UI, CAN/OBD-II hardware abstraction, and a plugin architecture to support features like navigation, diagnostics, media, AI assistants, and IoT integration. Built around a hardware bridge device and real-time event bus, DashHub enables community-driven development of vehicle profiles, modules, and interfaces, making any car adaptable to modern and future automotive technologies. https://roxanneardary.com/dashhub/

PulseDrive is an open-source, AI-assisted driver safety system that verifies sobriety before vehicle startup and continuously monitors driver identity and attention during operation. It combines fuel-cell breath analysis, CO₂ and pressure-based breath validation, and edge AI vision systems using dual RGB/IR cameras for driver monitoring and liveness detection. The system runs on edge hardware (such as NVIDIA Jetson or Intel NPU devices) and integrates with vehicles through a safe, read-only CAN/OBD-II interface that only authorizes ignition when safety conditions are met. PulseDrive is designed with a strict separation between deterministic safety-critical logic and advisory AI modules, emphasizing privacy, modularity, and automotive-grade safety principles under an AGPL-3.0+ open-source license. https://roxanneardary.com/pulsedrive/

ValidationOS is an open-source, local-first AI assurance platform that transforms AI performance into proven results. It provides tools for validating, optimizing, certifying, and monitoring AI models across edge hardware environments through automated testing, compatibility analysis, performance benchmarking, observability, and compliance workflows.

The Modular Non-Invasive BCI Engineering Platform is an open-source, AGPL-3.0+ neuroengineering framework designed to unify wearable brain-computer interfaces, hardware abstraction, and real-time neural decoding into a single modular system. It enables developers to build, simulate, and deploy EEG-based applications through interchangeable wearable and hardware modules, supported by machine learning pipelines, sleep and dream state analysis, hardware development tooling, and legal assurance systems for design validation and compliance.

LAVE (Low-Altitude Vehicle Experiment) is an open-source research platform exploring human-scale hover in the sub-meter regime using distributed electric thrust, real-time stabilization, and fully transparent hardware and software systems. Built for reproducibility and experimentation rather than productization, it focuses on measuring the unstable transition between ground contact and sustained flight, with all telemetry, failures, and design iterations openly shared as part of the research process.

KineticKind is an open-source SUV platform designed to make entering and exiting a vehicle safe, comfortable, and dignified through intelligent seat-assist technology. By combining rotating lift seats, accessibility-focused engineering, and a fully open development model, the project reimagines mobility around real human movement rather than mechanical constraints. Built under the AGPL-3.0+ license, KineticKind invites a global community to collaborate on creating more inclusive transportation for everyone.

Circulis Aqua is an AGPL 3.0+ modular infrastructure design system for desalination, water purification, reuse, and geospatial distribution. It uses AI-assisted configuration to design scalable, plug-in water systems that range from residential units to municipal and regional grids. Built on a graph-based water flow model, it enables local-first optimization, closed-loop water reuse, and intelligent routing to ensure no water is wasted across interconnected infrastructure networks.

OpenProto is an open-source platform for discovering, evaluating, and optimizing hardware designs across public repositories, then converting them into fully sourced, manufacturable outputs for 3D printing, electronics, and other fabrication systems. It combines hardware intelligence, cost and performance optimization, and a human-in-the-loop approval system to ensure all designs are safe, buildable, and production-ready.

CNC Companion is an open-source AI tutor for apprentice machinists. It provides step-by-step lessons, real-time guidance, skill tracking, and immersive learning tools for CNC and other shop floor machines. With adaptive instruction, AR support, and a community-driven lesson marketplace, CNC Companion helps novices learn safely, improve precision, and master machining from beginner to expert.

Custos is an open-source, modular, AI-powered physical security intelligence platform designed to provide secure, privacy-first infrastructure without vendor lock-in. Built around Zero Trust principles, open identity, edge AI, and resilient offline operation, Custos enables organizations and individuals to deploy intelligent, vendor-neutral security systems while maintaining full ownership of their data, hardware, and future.

OpenLimb is an open-source modular robotics platform designed to make robotic limbs, wearable systems, and industrial robotics more accessible, customizable, and transparent. Combining open hardware, AI-assisted engineering, legal AI protection, provenance tracking, and community-driven development, OpenLimb provides a foundation for building the next generation of human-centered and industrial robotic technologies.

QGuardian Registry is an open-source quantum hardware compatibility layer that standardizes and indexes quantum device capabilities—such as native gate sets, qubit topology, and fidelity metrics—to enable automatic hardware discovery, matching, and integration across the quantum computing ecosystem.

AeroGrid is an open source, modular platform for autonomous AI-powered weather drones designed to perform and expand upon the capabilities of traditional weather balloons. Combining reusable high-altitude aircraft, advanced atmospheric sensors, real-time data streaming, and intelligent weather forecasting, AeroGrid creates a distributed network for continuous atmospheric observation, severe weather monitoring, and community-driven meteorological research.

Conduit Systems is an open-source system architecture platform for designing, simulating, and orchestrating data movement across chiplet-based computing systems. It focuses on memory-to-compute pathways, enabling modular hardware design, simulation-driven validation, and runtime-aware scheduling. Built under AGPL-3.0+, it serves as the foundation for next-generation AI and high-performance computing architectures.

CircuitPath is an open-source framework for advanced chiplet packaging and system integration, enabling modular AI and HPC architectures through standardized chiplet models, interposer layouts, and simulation-driven design. Built under AGPL-3.0+, it provides a fully extensible ecosystem for modeling bandwidth, thermal behavior, and data movement across multi-die systems, empowering contributors to shape the future of open chiplet-based computing.

OhmPi is an open hardware resistivity meter to provide the scientific community with a robust and flexible tool for monitoring experiments. Documentation: https://ohmpi.org

The AI and the Automobile collection brings together multiple specifications that define how AI integrates into modern vehicle systems, treating the automobile as a software-defined platform where intelligence spans perception, control, navigation, and energy management. It emphasizes real-time performance, safety-critical architecture, and the transition from purely mechanical systems to continuously evolving software-driven mobility. Across the collection, the specs also describe how automotive AI should be built through open and interoperable systems with strong safety practices, including simulation, validation pipelines, and human-in-the-loop oversight to handle edge cases. Together, they frame vehicle intelligence as a layered system combining autonomy, redundancy, diagnostics, and secure update mechanisms to enable reliable and scalable deployment.

Multifunction Table Licensed Under CERN-OHL-S v2