The ride-hailing company will run Lucid cars on NVIDIA's Alpamayo Stack, first collecting driving data in Madrid, as the base for at least 25,000 Level 4-ready vehicles and a target of 100,000 by 2035.
Volvo Cars adopts NVIDIA Hyperion as NVIDIA adds a safety evidence framework
EditorialBy TrustList Editorial
At GTC Berlin NVIDIA named Volvo Cars, Mercedes-Benz, Bolt, Einride and others building on its driving platform, and launched Halos SAFE to turn testing into traceable safety evidence.
About Volvo Cars adopts NVIDIA Hyperion as NVIDIA adds a safety evidence framework
Volvo Cars adopts NVIDIA Hyperion as NVIDIA adds a safety evidence framework
21 October 2026: Volvo Cars is adopting NVIDIA's Hyperion computing platform, Halos OS and the Alpamayo Stack driving software for automated driving, NVIDIA said at its GTC conference in Berlin, where it also named Mercedes-Benz, Bolt, Einride, Volkswagen Commercial Vehicles and TIER IV among European companies building Level 3 and Level 4 vehicles on its platform. Alongside them it introduced Halos SAFE, a framework meant to turn testing into traceable safety evidence.
Not yet independently verified. This is NVIDIA's account; we have not read Volvo Cars' or Mercedes-Benz's own statements, and NVIDIA gives no date for the Mercedes approval. We will update this when it can be confirmed, and remove this note.
Who is doing what
- Volvo Cars combines its own vehicle safety systems and engineering with Hyperion, Halos OS and Alpamayo Stack.
- Mercedes-Benz extends its partnership to Level 3 and Level 4 capabilities; NVIDIA says MB.DRIVE ASSIST PRO, developed with it, "will soon get approval" for urban point-to-point driver assistance in Germany.
- Bolt confirmed its choice of Alpamayo Stack for robotaxis starting with Lucid vehicles in Madrid in 2027, as we reported on Wednesday.
- Einride builds its Einride Driver for autonomous freight trucks on Hyperion; Volkswagen Commercial Vehicles showed its ID. Buzz AD platform; TIER IV and the Technical University of Munich plan Hyperion-based public transport systems in Germany.
- Aptiv, Valeo and Schaeffler are building Hyperion-based Level 4 computers for carmakers to integrate, and Uber is building a data factory on NVIDIA's Cosmos models.
What Halos SAFE is for
Regulators and insurers ask autonomous vehicle makers the same question: show how you know the system is safe. Halos SAFE, short for Safety Assurance Framework for Evaluation, links simulation, software- and hardware-in-the-loop tests, on-road testing and fleet monitoring through defined scenarios and measurable criteria, so that each result can be traced to the evidence behind it. dSPACE, IVEX and TÜV Rheinland are working with NVIDIA on the evaluation workflows, and JLR, Mercedes-Benz, Volvo Cars, 51Sim, aiMotive, AVL, Deepen AI, Foretellix and Synopsys are named as part of the wider group.
New tools and the dates attached
NVIDIA also announced Alpamayo 2 Edge, a two-billion-parameter reasoning model for its DRIVE AGX Thor computer designed to run at 10 Hz, without an availability date, and an Alpamayo Agentic Factory blueprint that uses AI agents to connect data preparation, training and simulation, expected in early 2027. Porsche leads a data workflow across Volkswagen Group brands that NVIDIA expects to cut repeated physical test drives by up to 90%. "Robotaxis are the first mass-market application of robotics and physical AI, reinventing how people and goods move," said Jensen Huang, NVIDIA's founder and chief executive. We list 20 firms in our automotive software company category.
Sources
Categories & features
- Germany
- Berlin, Germany
- Sweden
- Gothenburg, Sweden
- Europe
- Level 4 Autonomy
- Robotaxi
- ADAS
- Software-Defined Vehicles
- Autonomous Trucking
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