Skip to content
KitploitKITPLOIT
ToolsExploitsBlog
Log in
Submit
ToolsExploitsBlog
Submit

Hacking, PenTest, and Cybersecurity Tools for Your Security Arsenal!

Kitploit is a directory of hacking, cybersecurity, and pentesting tools. Discover the latest project updates to find vulnerabilities, analyze systems, automate testing, and strengthen your security.

FeedsContactPrivacy© 2026 Kitploit

Tool Directory

Categories

View all categories
Loading categories
AI and the Automobile — Curated collection of open specifications for AI-integrated vehicle systems, covering autonomy, perception, navigation, energy management, safety, diagnostics, and secure updates across embedded, IoT, and cloud platforms. | Kitploit
Tools/GitLabGitLab/roxanne_ardary/ai-and-the-automobile
Embedded Systems SecurityIoT SecurityCloud SecurityHardware SecurityLearning & EducationCurated Resources
GitLabroxanne_ardary/ai-and-the-automobile

AI and the Automobile

Curated collection of open specifications for AI-integrated vehicle systems, covering autonomy, perception, navigation, energy management, safety, diagnostics, and secure updates across embedded, IoT, and cloud platforms.

Most Popular

View all →

Discover the most used tools by our community.

Explore all tools

Browse our collection of tools

View all tools →
Share
View RepositoryWebsite
452 months agoNot yet reviewed
# Open Arsenal  AI and the Autombile Specifications

The **AI and the Automobile** collection brings together multiple specifications that define how AI integrates into modern vehicle systems. Across the set, it treats the automobile as a software-defined platform where intelligence is distributed across perception, control, navigation, and energy management layers. The specs emphasize real-time computing constraints, safety-critical architecture, and the shift from static mechanical systems to continuously evolving software-driven mobility.

Together, the specifications also outline how automotive AI should be developed and maintained through open, interoperable systems with strong safety practices. They highlight collaborative development models, simulation and validation pipelines, and human-in-the-loop oversight to ensure reliability in edge cases. The collection frames vehicle intelligence as a layered system combining AI autonomy, redundancy, diagnostics, and secure update mechanisms to support safe and scalable deployment.

All specifications are released under the **GNU Affero General Public License v3.0 or later (AGPL-3.0+)** and may be used free of charge with the required attribution under Section 7 of the license. Organizations that require attribution-free commercial deployment may obtain a **Specification Branding License (SBL)**. Licensing fees are determined based on the specific specification, deployment scope, and the scale of the network or environment in which it is deployed.


## Automotive Specs

- **AIChauffeur**  
[https://roxanneardary.com/aichauffeur/](https://roxanneardary.com/aichauffeur/)  
AI driving efficiency coach for vehicles that provides real-time coaching. It focuses on predictive energy optimization for better vehicle performance.

- **Crosswater**  
[https://roxanneardary.com/crosswater/](https://roxanneardary.com/crosswater/)  
An open-source autonomous amphibious vehicle platform designed to operate across land and water. It uses electric propulsion, modular hardware, and an open autonomy stack.

- **DashHub**  
[https://roxanneardary.com/dashhub/](https://roxanneardary.com/dashhub/)  
An open source universal automotive dashboard platform. It retrofits any vehicle into a modular, connected, and future-ready smart system.

- **DrivePass**  
[https://roxanneardary.com/drivepass/](https://roxanneardary.com/drivepass/)  
An open-source, privacy-first vehicle access platform. It replaces traditional key fobs with encrypted, identity-based authentication and secure remote start control.

- **FluxGrid Infrastructure**  
[https://roxanneardary.com/fluxgridinfrastructure/](https://roxanneardary.com/fluxgridinfrastructure/)  
An open-source wireless EV charging and intelligent grid system. It enables autonomous, cable-free vehicle charging with integrated safety, thermal, and energy management layers.

- **FluxCore Mobility**  
[https://roxanneardary.com/fluxcore-mobility/](https://roxanneardary.com/fluxcore-mobility/)  
A modular, encrypted edge AI vehicle intelligence system. It is built for consent-bound, privacy-first autonomous and assisted driving.

- **FuelAI**  
[https://roxanneardary.com/fuelai/](https://roxanneardary.com/fuelai/)  
An open-source platform that uses AI to find the cheapest way to power journeys. It compares real-time energy prices and optimizes routes accordingly.

- **LumenAudio**  
[https://roxanneardary.com/lumenaudio/](https://roxanneardary.com/lumenaudio/)  
A modular AI-driven audio mesh for modern vehicles. It unifies streaming services, open-source media, and local sources into a voice-controlled, context-aware infotainment system.

- **Odessa Drive**  
[https://roxanneardary.com/odessadrive/](https://roxanneardary.com/odessadrive/)  
Open-source intelligence for the road using an AI-powered system. It voice-tracks mileage, fuel, and repairs while maintaining IRS-compliant records.

- **Open Aerial Autonomous Safety System (OAASS)**  
[https://roxanneardary.com/open-aerial-autonomous-safety-system/](https://roxanneardary.com/open-aerial-autonomous-safety-system/)  
A modular open-source autonomous mobility safety platform. It combines multi-sensor perception, predictive collision avoidance, and emergency aerial escape systems.

- **Orbital Drive**  
[https://roxanneardary.com/orbital-drive/](https://roxanneardary.com/orbital-drive/)  
An open-source regenerative energy framework for electric vehicles. It explores coordinated energy recovery from motion, airflow, braking, heat, and solar input.

- **PatentCortex**  
[https://roxanneardary.com/patentcortex/](https://roxanneardary.com/patentcortex/)  
The brain behind engineered systems that transforms complex patents. It creates structured, searchable engineering intelligence.

- **PathAI**  
[https://roxanneardary.com/pathai/](https://roxanneardary.com/pathai/)  
An AI-powered fleet compliance platform. It automatically tracks GPS data to generate real-time compliance reports, optimize routes, and improve logistics safety.

- **PathCore AI**  
[https://roxanneardary.com/pathcoreai/](https://roxanneardary.com/pathcoreai/)  
An open-source, voice-driven navigation intelligence system. It delivers conversational, privacy-first, predictive routing for smart vehicles.

- **Project SynthesisMotion**  
[https://roxanneardary.com/project-synthesismotion/](https://roxanneardary.com/project-synthesismotion/)  
An open-source adaptive motion intelligence framework. It unifies real-time vehicle identity modeling, physics-informed control, and safety-verified autonomous systems.

- **PulseDrive**  
[https://roxanneardary.com/pulsedrive/](https://roxanneardary.com/pulsedrive/)  
An open-source, AI-assisted driver safety system. It verifies sobriety and continuously monitors driver identity and attention using edge AI.

- **RegenMatrix**  
[https://roxanneardary.com/regenmatrix/](https://roxanneardary.com/regenmatrix/)  
AI-controlled regenerative energy system for vehicles. It optimizes energy recovery and efficiency.

- **RoadSage**  
[https://roxanneardary.com/roadsage/](https://roxanneardary.com/roadsage/)  
An open-source AI vehicle intelligence system. It monitors real-time mechanical behavior to predict failures and enable proactive maintenance.

- **StoneBack**  
[https://roxanneardary.com/stoneback/](https://roxanneardary.com/stoneback/)  
An open-source, repairable rear-vision system for vehicles. It combines industrial-grade imaging, split camera-and-compute architecture, and a fully open software stack.

- **TerraRoam**  
[https://roxanneardary.com/terraroam/](https://roxanneardary.com/terraroam/)  
An AI-powered, vehicle-aware open-source travel intelligence platform. It supports safe routing, camping discovery, and real-time trip planning.

- **TrueRoute**  
[https://roxanneardary.com/trueroute/](https://roxanneardary.com/trueroute/)  
An open-source, vehicle-aware navigation and travel intelligence platform. It combines real-time routing, scenic exploration, offline navigation, and AI-powered trip planning.

- **TruthVIN**  
[https://roxanneardary.com/truthvin/](https://roxanneardary.com/truthvin/)  
An open-source, transparent vehicle valuation system. It replaces opaque pricing guides with real market data and verifiable algorithms.

- **Vehicle Overlay System (VOS)**  
[https://roxanneardary.com/vehicle-overlay-system/](https://roxanneardary.com/vehicle-overlay-system/)  
A universal retrofit platform that adds secure AI and connectivity. It provides edge computing capabilities to any vehicle without modifying safety-critical systems.

- **VoltMesh**  
[https://roxanneardary.com/voltmesh/](https://roxanneardary.com/voltmesh/)  
An open-source mobility platform that replaces proprietary in-car systems. It creates a universal, hardware-agnostic mesh network for vehicle intelligence and EV optimization.

- **Wayfare**  
[https://roxanneardary.com/wayfare/](https://roxanneardary.com/wayfare/)  
An open-source mobility platform for owners to earn with rides. It provides transparent pricing, real-time availability, and local discovery features for riders.  

---

## Specification Branding License (SBL)

### Standard
- Fully AGPL-3.0+ compliant system
- Copyleft enforced for network deployments
- Required attribution:
  - Roxanne Ardary
  - https://www.roxanneardary.com/

### Optional

- **Specification Branding License (SBL)**
  - Attribution-free commercial deployment
  - Pricing based on scale, usage, and deployment scope
  - [https://roxanneardary.com/ai-and-the-automobile/](https://roxanneardary.com/ai-and-the-automobile/)

---

## License & Notice Requirements

Open Arsenal Automotive Specs are released under the **GNU Affero General Public License v3.0 or later (AGPL-3.0+)**.   
By contributing to any project, you agree that your contributions will also be released under this license.

Please note the following:

- All contributions must comply with the **AGPL-3.0+** terms.  
- Under **Section 7** of the license, all redistributions, forks, and derivative works must preserve attribution to:  
  **Roxanne Ardary** and **[roxanneardary.com](https://www.roxanneardary.com/)**.
- Open Arsenal specificiations are free to use with attribution. A Specification Branding License can be negotiated upon request.  
- The project's **notice.md** file tracks attribution requirements and contributor acknowledgments.   
  Any update that adds new contributors or modifies attribution should also update `notice.md`. 
- When submitting a pull request, ensure that any new files maintain the attribution headers where applicable.
- Network-deployed versions of this software must also remain fully AGPL-3.0+ compliant, including exposure of source code modifications when applicable under the license.

For full legal details, please refer to the AGPL-3.0+ license and the project's `notice.md` file.

**Open Arsenal Hub**  
[https://gitlab.com/Roxanne_Ardary/open-arsenal-specs](https://gitlab.com/Roxanne_Ardary/open-arsenal-specs)
Download Tool