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Musk has just delivered a rather interesting speech about Nvidia's autonomous technology, and honestly, his insights deserve attention. Essentially, he says that what Nvidia is doing will not pose a serious threat to Tesla for another five or six years, probably even longer.
Nvidia showcased Alpamayo at CES 2026, an open-source AI model family designed for urban driving using cameras. They demonstrated it with a Mercedes on the streets of Las Vegas, which is impressive from a technical standpoint. But here’s the point Musk emphasizes in his speech: the gap between a car that works "somehow" and a fully autonomous vehicle that is safer than humans is enormous. We’re talking about years of development.
There’s also another factor that people often overlook. Traditional automakers have very long integration timelines. Designing cameras and AI hardware, testing them, integrating them into mass production... it’s not something you do overnight. Tesla has a structural advantage here: it already has a huge fleet with standardized cameras and AI hardware onboard. Their "Tesla Vision" approach, relying solely on cameras without lidar, allows them to iterate much faster.
Interestingly, Jensen Huang of Nvidia, in his CES speech, still praised Tesla, calling their AV stack the most advanced in the world. He said Elon’s approach is cutting-edge and that they wouldn’t criticize it, but rather encourage it. Huang also mentioned that Nvidia has been working on these systems for nearly a decade.
But it’s not all roses in the industry. Waymo has recently faced serious issues: a voluntary recall in December because vehicles weren’t stopping in front of school buses, then they had to temporarily suspend service in San Francisco due to a blackout that blocked robotaxis at intersections. Meanwhile, Musk noted that Tesla’s limited robotaxi service, with human monitors for safety, hasn’t been affected by these problems.
Tesla’s history in autonomous driving began in 2013 when Musk first mentioned it, then Autopilot arrived two years later. Since then, the system has evolved, though it remains controversial. There have been significant accidents, federal investigations, and many critics question the safety of Autopilot and Full Self-Driving features. However, the competitive advantage Tesla has built over time is hard to ignore, especially when considering what Musk says in his latest speech about the actual timeline for autonomous development.