Past battle · 2024-02-02 UTC
Robotics Showdown — February 2, 2024
From the Robotics category. 20 marks placed across 4 fighters. Comma AI took the crown.
Final standings
The line-up
The fighters
Profiles of every tool that competed in this battle, ranked by their final score.

Comma AI
An open-source driver assistance system enhancing vehicle automation through advanced AI and machine learning technologies.

Comma AI is an open-source driver assistance system that enhances vehicle automation through advanced AI and machine learning technologies. It is designed for active driver assistance and can work with various car models from numerous brands. Comma four is a plug-and-play system that provides features such as lane centering, dashcam recording, adaptive cruise control, and over-the-air updates. It also has 360° vision capabilities and supports the openpilot system. Comma four works with cars from Toyota, Hyundai, Ford, and more, and has been driven over 300 million miles by 20,000 users. Comma AI's GitHub repository has 50,000 stars, indicating its popularity and community support. The system is designed to work independently, making it a promising development in the field of autonomous driving. Comma AI's core technology involves advanced AI and machine learning algorithms that enable the system to detect and respond to its environment. This technology is built into the Comma four system, which can be easily installed and integrated into existing vehicles. The system's 360° vision capabilities and adaptive cruise control features make it an attractive option for car owners looking to enhance their driving experience. Despite its promising technology, Comma AI still faces several challenges, including regulatory hurdles and the need for further testing and validation. Additionally, the system's reliance on AI and machine learning algorithms may raise concerns about safety and reliability. Nonetheless, Comma AI's innovative approach and strong community support make it a notable player in the field of autonomous driving.
Criteria breakdown
- Lane centering
- Dashcam recording
- Over-the-air updates
- Openpilot support
- Lane changing

Waymo
An autonomous driving technology company developing self-driving vehicles and ride-hailing services to enhance mobility and safety.

Waymo is an autonomous driving technology company developing self-driving vehicles and ride-hailing services to enhance mobility and safety. Its technology, Waymo Driver, has been designed to reduce accidents and provide a safer experience. Waymo operates in the United States, Japan, and the United Kingdom, with plans for expansion. According to the company, Waymo Driver has achieved a 94% reduction in reported serious injury or worse crash rates, as well as 82% fewer airbag activations in accidents. Waymo aims to offer an inclusive and sustainable transportation solution that provides freedom of movement for all. The company has conducted extensive testing and has reported impressive results, showcasing its commitment to innovation and safety. Its services, including ride-hailing and autonomous transportation, aim to revolutionize the way people travel. Waymo prioritizes safety above all, with a clear mission to be the world's most reliable driver. Its technology is designed to reduce accidents and provide a safer experience for passengers and others on the road. Waymo has made significant strides in developing its autonomous driving technology, with a focus on reducing accidents and improving safety. Through its innovative solutions and commitment to sustainability, Waymo aims to transform the transportation industry and create a better future for all. As a leading autonomous driving company, Waymo has received widespread recognition for its achievements in safety and innovation. Its technology has been extensively tested, and the company continues to push boundaries in the development of autonomous vehicles.
Criteria breakdown
- Autonomous ride-hailing services
- Improved safety features
- Reduced accident rates
- Real-time tracking and monitoring
- Advanced navigation system

TarotRead
AI-powered tarot readings with personalized interpretations and daily card draws

TarotRead is an AI-driven tarot platform that delivers personalized readings based on the questions and intentions you bring to it. Whether you're seeking guidance on love, career, or personal growth, the tool generates card spreads and interprets their meanings in the context of your specific situation. Beyond one-off readings, TarotRead offers a daily card draw feature for ongoing reflection and includes detailed explanations of card symbolism, reversed meanings, and how cards interact within a spread. It's designed to make tarot accessible to beginners while still offering depth for those familiar with the practice.
Criteria breakdown
- AI-generated personalized tarot spreads
- Daily single-card draws
- In-depth card meaning explanations
- Question-based reading prompts
- Coverage of major and minor arcana
- Interpretations for upright and reversed cards

Navya Autonomous Vehicles
A French company specializing in the design and manufacture of autonomous, electric vehicles for passenger and goods transportation.

Navya Autonomous Vehicles is a French company that designs and manufactures autonomous, electric vehicles for passenger and goods transportation. The company provides turnkey autonomous mobility solutions, supported by a full range of services, and is built on proprietary in-house technology. Navya's approach combines innovation and responsibility to shape the future of mobility, with a focus on making transportation safer, more efficient, and fully connected. Navya offers a range of autonomous solutions, including the Autonom Shuttle and Autonom Tract, which are designed to address and streamline use cases in passenger transport and logistics. The company's systems are designed to adapt to customer operations and support evolving mobility challenges, making highly complex technology intuitive. With over 10 years of experience and 450 deployments across 30 countries, Navya has established itself as a pioneer in autonomous mobility. The company has a global presence, with deployments bringing autonomous mobility to life in cities and industries every day. Navya's expertise has turned into real projects, already running in multiple countries worldwide. Navya's technology is at the service of autonomy, bringing together cutting-edge hardware, intelligent software, and advanced operational tools. The company's Autonomous Driving System, Navya Drive, and Operations Management System, Navya Operate, are designed to support the transportation of goods and people. Navya's solutions have the potential to transform industries, from passenger transport to logistics. The company's partnerships, such as its Memorandum of Understanding with RATP Group, demonstrate its commitment to advancing autonomous mobility solutions. However, the development and deployment of autonomous vehicles also raise important questions about safety, regulation, and public acceptance. As with any new technology, there are risks and challenges associated with the adoption of autonomous vehicles, and Navya must navigate these complexities as it continues to innovate and expand its services. The company's focus on innovation and responsibility has enabled it to establish itself as a leader in the field of autonomous mobility. With its commitment to making transportation safer, more efficient, and fully connected, Navya is well-positioned to shape the future of mobility. Navya's solutions have the potential to bring significant benefits to industries and communities, from improved safety and efficiency to enhanced mobility and connectivity. As the company continues to innovate and expand its services, it is likely to play an increasingly important role in shaping the future of transportation.
Criteria breakdown
- Autonomous Level 4 vehicles
- Design customizations
- Services for the design and manufacturing of custom EVs
- Collaboration with leading companies, including GAUSSIN MACNICA MOBILITY and RATP.
- Versatile Transportation Solutions
- Global Deployment



