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Wayve advances autonomous driving with a $500 million Nvidia partnership leveraging mapless end-to-end neural networks to enable eyes-off Level 3 and driverless Level 4 capabilities

September 23, 2025 //  by Finnovate

Nvidia CEO Jensen Huang pledged to invest £2 billion ($2.6 billion) to supercharge the country’s AI startup ecosystem. Wayve, the U.K.-based self-driving tech startup, has signed a letter of intent with Nvidia to evaluate a $500 million strategic investment in the U.K. startup’s next funding round. Wayve has gained attention and investors for its automated driving system that uses a self-learning versus rules-based approach to its self-driving software. Wayve’s end-to-end neural network doesn’t require high-definition maps and only uses data to teach the vehicle how to drive. That data-driven learning approach is used for “eyes on” assisted driving and an “eyes off” fully automated driving system. The company plans to sell its “Embodied AI” to automakers and other tech companies. Wayve’s self-learning approach, which is similar to the strategy that Tesla uses, is seen as particularly appealing to automakers because it’s not reliant on specific sensors or maps. This means Wayve’s system can work with existing sensors like cameras and radar. The automated driving software captures data from those sensors, which directly informs the driving decisions of the system. Wayve’s generation 2 self-driving platform, which is integrated into its Ford Mach E test vehicles, uses Nvidia GPUs. This week, the startup unveiled gen 3, a platform that uses the in-vehicle compute autonomous vehicle development kit called Nvidia Drive AGX Thor. The gen 3 will allow Wayve to offer eyes-off advanced driving-assistance systems and Level 4 driverless features that will work on city streets and highways.

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