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Why Physical AI Is the Next Frontier | Applied Intuition
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Waymo vs. Tesla: The Architecture Debate That Will Decide Self-Driving
At 42:37 · chapter starts 40:40
Younis draws a clear technical distinction: Tesla, Chinese manufacturers, and Applied Intuition all use end-to-end neural models — one monolithic system taking in sensor data and outputting driving commands. Waymo does not. Waymo's approach, born from Alphabet's research culture without commercial constraints, built bespoke expensive sensors and a geofenced HD-map-dependent system. The result is a product that is technically safer in its current form but economically fragile — it's much easier to make a cheap product better than an expensive one cheaper. Waymo is working hard to remove the map dependency, but the current reality is geographic fencing that limits expansion speed. What nobody is debating any longer: the fundamental technology works. The debate is purely about who achieves dollar-per-mile cost efficiency first, because the moment that happens, all OEMs will adopt immediately.
Peter Ludwig estimated robotaxis will be available in major cities by 2030, while Qasar Younis said routine use across 200 US cities is plausible by 2028.